# Import required packages
import matplotlib.pyplot as plt
from skimage import io
from skimage import data, img_as_float
import skimage.restoration as skiresort

from skimage.restoration import denoise_wavelet
                                 
from skimage.util import random_noise
from skimage.metrics import peak_signal_noise_ratio, mean_squared_error

import numpy as np
import scipy
import os
import pywt

import numbers
from skimage.color import rgb2gray

os.environ['R_HOME'] = 'C:\Program Files\R\R-4.1.0' #path to R installation (not neeeded in all cases)

# To run custom R code
import rpy2.robjects as robjects
from rpy2.robjects.packages import importr
from rpy2.robjects import FloatVector
from rpy2.rinterface import NULL, NA

# To export data
import pickle 

# For data processing
import pandas as pd

# Define noise level
sigma = 0.05

# Read image
filename = os.path.join('output\\figures\\stjerten256.png')
out_path = "output/image-de-noising/"
original_image = io.imread(filename)
image = rgb2gray(original_image)

# Add noise
noisy = random_noise(image, var=sigma**2, seed = 1, mode = "gaussian")

# Only look at grey
noisy = rgb2gray(noisy)

<ipython-input-34-de3dda58f6be>:11: FutureWarning: The behavior of rgb2gray will change in scikit-image 0.19. Currently, rgb2gray allows 2D grayscale image to be passed as inputs and leaves them unmodified as outputs. Starting from version 0.19, 2D arrays will be treated as 1D images with 3 channels.
  noisy = rgb2gray(noisy)

plt.imshow(image, cmap='gray')

<matplotlib.image.AxesImage at 0x17504a536a0>

# Image with noise
plt.imshow(noisy, cmap='gray')

<matplotlib.image.AxesImage at 0x17504aa4580>

# Define R functions
itses = importr('itses') # For SparseMAD() as itses()
r_sparse_mad = robjects.r['sparse.mad.estimator']

r_source = robjects.r['source']
r_source("R-utility/extra-utility.R")
est_ss  = robjects.r['get.sureshrink.threshold']
est_iterative = robjects.r['itses_saved']

# Define custom thresholding functions

# Iterative estimation with soft threshold starting at median
def itses_st(x, sd, store_iterations = True, name = None):
    x = np.ndarray.flatten(x)

    savepath = NULL
    if name: 
        savepath = "output/image-de-noising/wavelets-st/" + name + str(len(x)) + ".RData"
    
    x_vec = FloatVector(x)
    sd_vec = FloatVector([sd])
    threshold = est_iterative(x_vec, 
                             method ="ST",
                             sd = sd_vec,
                             sparse_mad = True, 
                             savepath = savepath,
                             debug = True
                            )[1]
    return threshold[0]

# Iteartive estimation with hard threshold starting at median
def itses_ht(x, sd, store_iterations = True, name = None):
    x = np.ndarray.flatten(x)

    savepath = NULL
    if name: 
        savepath = "output/image-de-noising/wavelets-ht/" + name + str(len(x)) + ".RData"
    
    x_vec = FloatVector(x)
    sd_vec = FloatVector([sd])
    threshold = est_iterative(x_vec, 
                             method ="HT",
                             sd = sd_vec,
                             sparse_mad = True, 
                             savepath = savepath,
                             debug = True
                             )[1]
    
    return threshold[0]

# Run SureShrink from R package ASUS.
def ss(x, sd):
    x = np.ndarray.flatten(x)
    z = x/sd
    z_vec = FloatVector(z)
    threshold = est_ss(z_vec)[0]
    return threshold*sd

# Estiamte noise with SparseMAD
def sparse_mad (detail_coeffs, distribution='Gaussian'):
    detail_coeffs = detail_coeffs[np.nonzero(detail_coeffs)]

    if distribution.lower() != 'gaussian':
        raise ValueError("Only Gaussian noise estimation is currently "
                         "supported")
        
    x = np.ndarray.flatten(detail_coeffs)
    x_vec = FloatVector(x)
    sigma = r_sparse_mad(x_vec, debug = True)[0]
    return sigma

# Implement custom wavelet denoising based on scikit-image, mostly copy paste from scikit-image source code. 
# scikit-imaage source code can be found at e.g. https://github.com/scikit-image/scikit-image
# New custom code will be higlighted
def _sigma_est_dwt(detail_coeffs, distribution='Gaussian'):
    detail_coeffs = detail_coeffs[np.nonzero(detail_coeffs)]

    if distribution.lower() == 'gaussian':
        # 75th quantile of the underlying, symmetric noise distribution
        denom = scipy.stats.norm.ppf(0.75)
        sigma = np.median(np.abs(detail_coeffs)) / denom
    else:
        raise ValueError("Only Gaussian noise estimation is currently "
                         "supported")
    return sigma

def _scale_sigma_and_image_consistently(image, sigma, multichannel,
                                        rescale_sigma):
    if multichannel:
        if isinstance(sigma, numbers.Number) or sigma is None:
            sigma = [sigma] * image.shape[-1]
        elif len(sigma) != image.shape[-1]:
            raise ValueError(
                "When multichannel is True, sigma must be a scalar or have "
                "length equal to the number of channels")
    if image.dtype.kind != 'f':
        if rescale_sigma:
            range_pre = image.max() - image.min()
        image = img_as_float(image)
        if rescale_sigma:
            range_post = image.max() - image.min()
            # apply the same magnitude scaling to sigma
            scale_factor = range_post / range_pre
            if multichannel:
                sigma = [s * scale_factor if s is not None else s
                         for s in sigma]
            elif sigma is not None:
                sigma *= scale_factor
    elif image.dtype == np.float16:
        image = image.astype(np.float32)
    return image, sigma
def _bayes_thresh(details, var):
    """BayesShrink threshold for a zero-mean details coeff array."""
    # Equivalent to:  dvar = np.var(details) for 0-mean details array
    dvar = np.mean(details*details)
    eps = np.finfo(details.dtype).eps
    thresh = var / np.sqrt(max(dvar - var, eps))
    return thresh
def _universal_thresh(img, sigma):
    """ Universal threshold used by the VisuShrink method """
    return sigma*np.sqrt(2*np.log(img.size))


def _wavelet_threshold(image, wavelet, method='IterativeST', threshold=None,
                       sigma=None, mode='soft', wavelet_levels=None, use_sparse_mad_estimation = False, name = None):
    # Note that arguments of _wavelet_threshold is slightly altered from original

    wavelet = pywt.Wavelet(wavelet)

    original_extent = tuple(slice(s) for s in image.shape)

    # Determine the number of wavelet decomposition levels
    if wavelet_levels is None:
        # Determine the maximum number of possible levels for image
        dlen = wavelet.dec_len
        wavelet_levels = pywt.dwtn_max_level(image.shape, wavelet)

        # Skip coarsest wavelet scales (see Notes in docstring).
        wavelet_levels = max(wavelet_levels - 3, 1)

    coeffs = pywt.wavedecn(image, wavelet=wavelet, level=wavelet_levels)
    # Detail coefficients at each decomposition level
    dcoeffs = coeffs[1:]

    #!! Custom Code Start !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
    # Add the option of using SparseMAD noise estimation (done across all bands in)
    if sigma is None:
        # Estimate the noise via the method in [2]_
        detail_coeffs = dcoeffs[-1]['d' * image.ndim]
        print("Number of points in noise estimation:", len(detail_coeffs))
        if not use_sparse_mad_estimation:
            sigma = _sigma_est_dwt(detail_coeffs, distribution='Gaussian') 
        else: 
            sigma = sparse_mad(detail_coeffs, distribution='Gaussian') 
        print("Estimated noise:", sigma)
    #!! Custom Code End !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
        
    if method is not None and threshold is not None:
        warn(("Thresholding method {} selected.  The user-specified threshold "
              "will be ignored.").format(method))
        
    #!! Custom Code Start !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
    # Output the wavelet coefficitnes to study in R (before thresholding)
    if name:
        print("Storing waves")
        data = dcoeffs[len(dcoeffs)-2]
        data = np.array([np.ndarray.flatten(data[level]) for level in data])
        data = np.transpose(data)  
        np.savetxt(out_path + name + ".csv", data, delimiter=",")
    #!! Custom Code End !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
    
    if threshold is None:
        print(sigma)
        var = sigma**2
        if method is None:
            raise ValueError(
                "If method is None, a threshold must be provided.")
        elif method == "BayesShrink":
            # The BayesShrink thresholds from [1]_ in docstring
            threshold = [{key: _bayes_thresh(level[key], var) for key in level}
                         for level in dcoeffs]
        elif method == "VisuShrink":
            # The VisuShrink thresholds from [2]_ in docstring
            threshold = _universal_thresh(image, sigma)
        #!! Custom Code Start !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
        ## Injecting custom thresholding methods, ITSES-ST, ITSES-HT, and SureShrink
        elif method == "IterativeST":
            if name:
                threshold = [{key: itses_st(level[key], sigma, name = name+key) for key in level}
                             for level in dcoeffs]
            else:
                threshold = [{key: itses_st(level[key], sigma, name = None) for key in level}
                             for level in dcoeffs]
        elif method == "IterativeHT":
            mode = 'hard'
            if name:
                threshold = [{key: itses_ht(level[key], sigma, name = name+key) for key in level}
                             for level in dcoeffs]
            else: 
                threshold = [{key: itses_ht(level[key], sigma, name = None) for key in level}
                             for level in dcoeffs]
        elif method == "SureShrink":
            threshold = [{key: ss(level[key], sigma) for key in level}
                         for level in dcoeffs]
        #!! Custom Code End !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
        
        else:
            raise ValueError("Unrecognized method: {}".format(method))
            
            
    #!! Custom Code Start !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
    # Print found thresholds for debugging
    print("threshold is:")
    print(threshold)
    #!! Custom Code End !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
   
   
    if np.isscalar(threshold):        
        denoised_detail = [{key: pywt.threshold(level[key],
                                                value=threshold,
                                                mode=mode) for key in level}
                           for level in dcoeffs]
    else:        
        denoised_detail = [{key: pywt.threshold(level[key],
                                                value=thresh[key],
                                                mode=mode) for key in level}
                           for thresh, level in zip(threshold, dcoeffs)]
    denoised_coeffs = [coeffs[0]] + denoised_detail
    return pywt.waverecn(denoised_coeffs, wavelet)[original_extent]
def denoise_wavelet(image, sigma=None, wavelet='db1', mode='soft',
                    wavelet_levels=None, multichannel=False,
                    convert2ycbcr=False, method='BayesShrink',
                    rescale_sigma=True, *, channel_axis=None,
                   use_sparse_mad_estimation = False, name = None):
    multichannel = channel_axis is not None


    # floating-point inputs are not rescaled, so don't clip their output.
    clip_output = image.dtype.kind != 'f'

    if convert2ycbcr and not multichannel:
        raise ValueError("convert2ycbcr requires multichannel == True")

    image, sigma = _scale_sigma_and_image_consistently(image,
                                                       sigma,
                                                       multichannel,
                                                       rescale_sigma)
    
    if multichannel:
        if convert2ycbcr:
            out = color.rgb2ycbcr(image)
            # convert user-supplied sigmas to the new colorspace as well
            if rescale_sigma:
                sigma = _rescale_sigma_rgb2ycbcr(sigma)
            for i in range(3):
                # renormalizing this color channel to live in [0, 1]
                _min, _max = out[..., i].min(), out[..., i].max()
                scale_factor = _max - _min
                if scale_factor == 0:
                    # skip any channel containing only zeros!
                    continue
                channel = out[..., i] - _min
                channel /= scale_factor
                sigma_channel = sigma[i]
                if sigma_channel is not None:
                    sigma_channel /= scale_factor
                out[..., i] = denoise_wavelet(channel,
                                              wavelet=wavelet,
                                              method=method,
                                              sigma=sigma_channel,
                                              mode=mode,
                                              wavelet_levels=wavelet_levels,
                                              rescale_sigma=rescale_sigma)
                out[..., i] = out[..., i] * scale_factor
                out[..., i] += _min
            out = color.ycbcr2rgb(out)
        else:
            out = np.empty_like(image)
            for c in range(image.shape[-1]):
                print("Thresholding color: ", c)
                print("Shape", np.shape(image[..., c]))
                if(name):
                    name = name+"channel_"+str(c)
                out[..., c] = _wavelet_threshold(image[..., c],
                                                 wavelet=wavelet,
                                                 method=method,
                                                 sigma=sigma[c], mode=mode,
                                                 wavelet_levels=wavelet_levels,
                                                use_sparse_mad_estimation =use_sparse_mad_estimation, 
                                                name = name)
    else:
        out = _wavelet_threshold(image, wavelet=wavelet, method=method,
                                 sigma=sigma, mode=mode,
                                 wavelet_levels=wavelet_levels,
                                use_sparse_mad_estimation = use_sparse_mad_estimation, 
                                 name = name)

    if clip_output:
        clip_range = (-1, 1) if image.min() < 0 else (0, 1)
        out = np.clip(out, *clip_range, out=out)
    return out

# Run deafault methods 
bayes_image= denoise_wavelet(noisy, method ="BayesShrink", multichannel = True)
visu_image = denoise_wavelet(noisy, method ="VisuShrink", multichannel = True)

Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
threshold is:
[{'ad': 0.001498628965695114, 'da': 0.00116273855911093, 'dd': 0.0035398544178970974}, {'ad': 0.0034405985967184433, 'da': 0.0040147024505241356, 'dd': 0.007606709223619572}, {'ad': 0.009167263310883333, 'da': 0.010871139948505514, 'dd': 0.023485411775053273}, {'ad': 0.029941940627759782, 'da': 0.028292491665908436, 'dd': 0.06888056807633829}, {'ad': 0.09192574978759473, 'da': 0.09648812975545137, 'dd': 174601.48913631504}]
Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
threshold is:
0.24022696126415014

# Storing the original wavelet coefficients
try:
    _ = denoise_wavelet(image, method ="DONOTHING", name = "original_wavelets", multichannel = False)
except:
    print("")

Number of points in noise estimation: 128
Estimated noise: 0.004986776167891194
Storing waves
0.004986776167891194

%%time 
itses_image_st = denoise_wavelet(noisy, method ="IterativeST", use_sparse_mad_estimation = False, name = "stjerten_st_", multichannel = False)

Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
Storing waves
0.051007498804647056
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.211089002286549, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.217240323359114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217245490655313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217245490658957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217245490655313"
[1] "Starting iterative with newton 0.217245490655313"
[1] "Starting newton at: 0.215347173130974"
[1] "Newton iter: 1, lambda:0.109083763020939, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.110208848284249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110208975299673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110208975299674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110208975299673"
[1] "Starting iterative with newton 0.110208975299673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100394368035712, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101387203105247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101387299992065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101387299992066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.101387299992065"
[1] "Starting iterative with newton 0.101387299992065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996845419007273, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100661365439057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100661459038322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100661459038323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100661459038322"
[1] "Starting iterative with newton 0.100661459038322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099626157647608, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100601669290557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100601762622992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100601762622993, diff to last: 0"
[1] "Final threshold is: 0.00513144428673765"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.272303667857171"
[1] "Newton iter: 1, lambda:0.250930709775396, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.251003983520803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.2510039843841, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251003983520803"
[1] "Starting iterative with newton 0.251003983520803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658951261575339, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662142100289692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662142175130526, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0662142175130526"
[1] "Starting iterative with newton 0.0662142175130526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557289280955484, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559350785556358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055935081377667, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.055935081377667"
[1] "Starting iterative with newton 0.055935081377667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551944292727376, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553954178291018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553954204953176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553954204953176"
[1] "Starting iterative with newton 0.0553954204953176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551664640238555, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553671845814069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055367187239665, diff to last: 0"
[1] "Final threshold is: 0.00282414160135278"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.115923167201655"
[1] "Newton iter: 1, lambda:0.226586204130107, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.228457525241551, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228458057710232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228458057710275, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228458057710232"
[1] "Starting iterative with newton 0.228458057710232"
[1] "Starting newton at: 0.0953374584108891"
[1] "Newton iter: 1, lambda:0.0957104255017362, diff to last: 0"
[1] "Newton iter: 2, lambda:0.0957104356040909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.095710435604091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0957104255017362"
[1] "Starting iterative with newton 0.0957104255017362"
[1] "Starting newton at: 0.168920929114622"
[1] "Newton iter: 1, lambda:0.0893087064606015, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0897533618565029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0897533757526631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897533757526631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0897533757526631"
[1] "Starting iterative with newton 0.0897533757526631"
[1] "Starting newton at: 0.174877978863695"
[1] "Newton iter: 1, lambda:0.0889516210538393, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894688074386757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894688262124993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894688262124993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0894688262124993"
[1] "Starting iterative with newton 0.0894688262124993"
[1] "Starting newton at: 0.175162528403859"
[1] "Newton iter: 1, lambda:0.0889343934010113, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894551805877472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894551996226692, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894551996226692, diff to last: 0"
[1] "Final threshold is: 0.00456288598782276"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561116404888292"
[1] "Newton iter: 1, lambda:0.47633482866792, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.478325008790426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.478326130827505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478326130827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478326130827505"
[1] "Starting iterative with newton 0.478326130827505"
[1] "Starting newton at: 0.330155877772463"
[1] "Newton iter: 1, lambda:0.2146164046565, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.217027861706863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.217028921278533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217028921278738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.217028921278533"
[1] "Starting iterative with newton 0.217028921278533"
[1] "Starting newton at: 0.268349207188388"
[1] "Newton iter: 1, lambda:0.184742566860312, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.185907472414425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.18590769936689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185907699366899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18590769936689"
[1] "Starting iterative with newton 0.18590769936689"
[1] "Starting newton at: 0.246785590952976"
[1] "Newton iter: 1, lambda:0.181513792282281, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.182216679361695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.182216761070197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182216761070198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182216761070197"
[1] "Starting iterative with newton 0.182216761070197"
[1] "Starting newton at: 0.250476529249669"
[1] "Newton iter: 1, lambda:0.180983422614425, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.181778969931474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1817790744633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181779074463302, diff to last: 0"
[1] "Final threshold is: 0.00927209592339665"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.584007142577357"
[1] "Newton iter: 1, lambda:0.470645519018077, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.474284349371705, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.474288210539815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474288210544159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.474288210539815"
[1] "Starting iterative with newton 0.474288210539815"
[1] "Starting newton at: 0.277059730873634"
[1] "Newton iter: 1, lambda:0.194762035073475, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.195884038491588, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.195884247974331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195884247974338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195884247974331"
[1] "Starting iterative with newton 0.195884247974331"
[1] "Starting newton at: 0.27629422446594"
[1] "Newton iter: 1, lambda:0.16188835326933, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.163870347110694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163870944436036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163870944436091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163870944436036"
[1] "Starting iterative with newton 0.163870944436036"
[1] "Starting newton at: 0.300455593106669"
[1] "Newton iter: 1, lambda:0.157080032372214, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.160154970979776, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.160156392737434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160156392737737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160156392737737"
[1] "Starting iterative with newton 0.160156392737737"
[1] "Starting newton at: 0.304170144804968"
[1] "Newton iter: 1, lambda:0.156464875222193, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.159723511908356, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1597251065259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159725106526282, diff to last: 0"
[1] "Final threshold is: 0.00814717818021144"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0.506155475648074"
[1] "Newton iter: 1, lambda:0.602342579063553, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.606008307484009, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.60601349542213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60601349543251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.60601349542213"
[1] "Starting iterative with newton 0.60601349542213"
[1] "Starting newton at: 0.440066079627694"
[1] "Newton iter: 1, lambda:0.370393755099457, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.371744608147438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371745121658212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371745121658286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371745121658212"
[1] "Starting iterative with newton 0.371745121658212"
[1] "Starting newton at: 0.33454882789647"
[1] "Newton iter: 1, lambda:0.330657682370702, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.330661722042608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330661722046964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330661722042608"
[1] "Starting iterative with newton 0.330661722042608"
[1] "Starting newton at: 0.20865924245278"
[1] "Newton iter: 1, lambda:0.31998429049769, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.323290597542651, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.323293487262527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323293487264734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323293487264734"
[1] "Starting iterative with newton 0.323293487264734"
[1] "Starting newton at: 0.212996690195398"
[1] "Newton iter: 1, lambda:0.31897442080223, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.321964010616861, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.321966368801441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321966368802908, diff to last: 0"
[1] "Final threshold is: 0.0164226991717761"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 0.679399667092092"
[1] "Newton iter: 1, lambda:0.685536491845391, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.685553609238868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685553609371767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685553609238868"
[1] "Starting iterative with newton 0.685553609238868"
[1] "Starting newton at: 0.402307931077039"
[1] "Newton iter: 1, lambda:0.492711081366491, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.495798336783611, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.495801881790316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495801881794987, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495801881790316"
[1] "Starting iterative with newton 0.495801881790316"
[1] "Starting newton at: 0.450111537305271"
[1] "Newton iter: 1, lambda:0.454243006206133, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.454249073884811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454249073897889, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454249073884811"
[1] "Starting iterative with newton 0.454249073884811"
[1] "Starting newton at: 0.448853678688795"
[1] "Newton iter: 1, lambda:0.444842332986497, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.444847985675963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444847985687196, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444847985687196"
[1] "Starting iterative with newton 0.444847985687196"
[1] "Starting newton at: 0.448249902785991"
[1] "Newton iter: 1, lambda:0.442696319610786, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.442707125835549, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442707125876503, diff to last: 0"
[1] "Final threshold is: 0.0225813831918655"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 0.825788008963513"
[1] "Newton iter: 1, lambda:0.713796431199016, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.719404803957209, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719419590937583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719419591040152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719419591040152"
[1] "Starting iterative with newton 0.719419591040152"
[1] "Starting newton at: 0.412704614879136"
[1] "Newton iter: 1, lambda:0.491749297435552, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.494211155114823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494213511270336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494213511272493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494213511270336"
[1] "Starting iterative with newton 0.494213511270336"
[1] "Starting newton at: 0.432266240602183"
[1] "Newton iter: 1, lambda:0.439366619976848, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.43938501806959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439385018192977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.43938501806959"
[1] "Starting iterative with newton 0.43938501806959"
[1] "Starting newton at: 0.467237125553048"
[1] "Newton iter: 1, lambda:0.425209797267371, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.425838507794173, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425838649473225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425838649473233, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425838649473225"
[1] "Starting iterative with newton 0.425838649473225"
[1] "Starting newton at: 0.467275686006794"
[1] "Newton iter: 1, lambda:0.421748138022695, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422482421139675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422482613573836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422482613573849, diff to last: 0"
[1] "Final threshold is: 0.0215497814068516"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 0.770463793516726"
[1] "Newton iter: 1, lambda:0.850088751362342, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.854115939743673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.854125932343238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85412593240465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.854125932343238"
[1] "Starting iterative with newton 0.854125932343238"
[1] "Starting newton at: 0.766122347603773"
[1] "Newton iter: 1, lambda:0.785808590141261, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.786036564928123, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786036595270189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786036595270189, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786036595270189"
[1] "Starting iterative with newton 0.786036595270189"
[1] "Starting newton at: 0.784079647659889"
[1] "Newton iter: 1, lambda:0.7643368967587, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.764558866712814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.764558894992686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764558894992686, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764558894992686"
[1] "Starting iterative with newton 0.764558894992686"
[1] "Starting newton at: 0.797867540083267"
[1] "Newton iter: 1, lambda:0.756778665447305, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.757726686580664, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.757727199762836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757727199762987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.757727199762987"
[1] "Starting iterative with newton 0.757727199762987"
[1] "Starting newton at: 0.798785060234906"
[1] "Newton iter: 1, lambda:0.754447330416329, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.755547848461327, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.755548538851984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755548538852255, diff to last: 0"
[1] "Final threshold is: 0.0385386411923454"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.11765935924847"
[1] "Newton iter: 1, lambda:1.00133991652554, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01090489477955, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01097506767859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01097507143492, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01097506767859"
[1] "Starting iterative with newton 1.01097506767859"
[1] "Starting newton at: 1.12134696494872"
[1] "Newton iter: 1, lambda:1.0415919001065, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04628222516543, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04629937422691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04629937445551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04629937422691"
[1] "Starting iterative with newton 1.04629937422691"
[1] "Starting newton at: 1.12125782072295"
[1] "Newton iter: 1, lambda:1.05799828942653, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.06100369998008, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06101078749427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06101078753361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06101078749427"
[1] "Starting iterative with newton 1.06101078749427"
[1] "Starting newton at: 1.11554839244101"
[1] "Newton iter: 1, lambda:1.06515893907519, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.0670884073665, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06709133562626, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06709133563299, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06709133563299"
[1] "Starting iterative with newton 1.06709133563299"
[1] "Starting newton at: 1.1153299274423"
[1] "Newton iter: 1, lambda:1.06787755340941, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.06959411253625, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06959643281996, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06959643282419, diff to last: 0"
[1] "Final threshold is: 0.0545574387687348"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.09099455694759"
[1] "Newton iter: 1, lambda:0.972094341925269, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.981467435267321, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.981530514948066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981530517790229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.981530514948066"
[1] "Starting iterative with newton 0.981530514948066"
[1] "Starting newton at: 1.09294758131627"
[1] "Newton iter: 1, lambda:0.96872031241337, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.978904101693504, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.978978501133395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.978978505082088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.978978505082088"
[1] "Starting iterative with newton 0.978978505082088"
[1] "Starting newton at: 1.09468808818924"
[1] "Newton iter: 1, lambda:0.967233544941669, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.977925360896831, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.978007350477207, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97800735527035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.97800735527035"
[1] "Starting iterative with newton 0.97800735527035"
[1] "Starting newton at: 1.09463922875408"
[1] "Newton iter: 1, lambda:0.966803168654111, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977554626130304, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977637519961311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97763752485985, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.97763752485985"
[1] "Starting iterative with newton 0.97763752485985"
[1] "Starting newton at: 1.09500905916458"
[1] "Newton iter: 1, lambda:0.966563121658548, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977412238510747, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977496643499685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977496648578095, diff to last: 0"
[1] "Final threshold is: 0.0498596591338937"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.12364285731161"
[1] "Newton iter: 1, lambda:1.28333357479871, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.31423388763853, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31530857345096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31530984200781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31530984200958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31530984200958"
[1] "Starting iterative with newton 1.31530984200958"
[1] "Starting newton at: 1.43219348439426"
[1] "Newton iter: 1, lambda:1.63565604266007, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.69748605760646, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.70267677998725, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.70271125023937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70271125175061, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70271125175061"
[1] "Starting iterative with newton 1.70271125175061"
[1] "Starting newton at: 1.44449448229184"
[1] "Newton iter: 1, lambda:1.7451950717021, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.89556448612233, diff to last: 0.15"
[1] "Newton iter: 3, lambda:1.93175184828642, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.93362837908974, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.93363321611155, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93363321614361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.93363321614361"
[1] "Starting iterative with newton 1.93363321614361"
[1] "Starting newton at: 1.55980441473696"
[1] "Newton iter: 1, lambda:1.8558186767489, diff to last: 0.296"
[1] "Newton iter: 2, lambda:2.00988054196047, diff to last: 0.154"
[1] "Newton iter: 3, lambda:2.05009613884809, diff to last: 0.04"
[1] "Newton iter: 4, lambda:2.05253986302813, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.05254845465829, diff to last: 0"
[1] "Newton iter: 6, lambda:2.05254845476414, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05254845476414"
[1] "Starting iterative with newton 2.05254845476414"
[1] "Starting newton at: 1.57722787668151"
[1] "Newton iter: 1, lambda:1.88475076502038, diff to last: 0.308"
[1] "Newton iter: 2, lambda:2.05497527918785, diff to last: 0.17"
[1] "Newton iter: 3, lambda:2.10607212356899, diff to last: 0.051"
[1] "Newton iter: 4, lambda:2.11017594821448, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.11020083398501, diff to last: 0"
[1] "Newton iter: 6, lambda:2.11020083489494, diff to last: 0"
[1] "Final threshold is: 0.107636066517056"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.72454011332658"
[1] "Starting iterative with newton 0.72454011332658"
[1] "Starting newton at: 1.39798135300674"
[1] "Newton iter: 1, lambda:1.40528449533142, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.40534819859328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40534820340741, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40534819859328"
[1] "Starting iterative with newton 1.40534819859328"
[1] "Starting newton at: 1.27902491294645"
[1] "Newton iter: 1, lambda:1.63790691883872, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.85012125975355, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92677967860867, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.9358379346856, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.9359546176775, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93595463681268, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93595463681269, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93595463681269"
[1] "Starting iterative with newton 1.93595463681269"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.43608317614067"
[1] "Newton iter: 1, lambda:1.39914594698691, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.40073528092081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40073833764552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40073833765681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40073833764552"
[1] "Starting iterative with newton 1.40073833764552"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22219066367573"
[1] "Newton iter: 1, lambda:1.48066743119905, diff to last: 0.258"
[1] "Newton iter: 2, lambda:1.59176495575484, diff to last: 0.111"
[1] "Newton iter: 3, lambda:1.61210179746252, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61273286240014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61273345666395, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61273345666448, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61273345666448"
[1] "Starting iterative with newton 1.61273345666448"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
threshold is:
[{'ad': 0.0051314442867376525, 'da': 0.002824141601352783, 'dd': 0.004562885987822763}, {'ad': 0.009272095923396647, 'da': 0.008147178180211443, 'dd': 0.016422699171776054}, {'ad': 0.022581383191865506, 'da': 0.02154978140685161, 'dd': 0.03853864119234538}, {'ad': 0.05455743876873482, 'da': 0.04985965913389371, 'dd': 0.10763606651705582}, {'ad': 0.22471174602906624, 'da': 0.22471174602906624, 'dd': 0.22471174602906624}]
Wall time: 26.9 s

%%time 
itses_image_ht= denoise_wavelet(noisy, method ="IterativeHT", use_sparse_mad_estimation = False, name = "stjerten_ht_", multichannel = False)

Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
Storing waves
0.051007498804647056
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.2462847506924"
[1] "Starting iterative with newton 10.2462847506924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.6770129899211"
[1] "Starting iterative with newton 9.6770129899211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.42671647627565"
[1] "Starting iterative with newton 7.42671647627565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02355891438223"
[1] "Starting iterative with newton 4.02355891438223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.09366105237749"
[1] "Starting iterative with newton 4.09366105237749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 1.95674261346358"
[1] "Newton iter: 1, lambda:1.57001114236604, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.52360754463687, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.52203323722621, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52203132340763, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52203132340479, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52203132340479"
[1] "Starting iterative with newton 1.52203132340479"
[1] "Starting newton at: 1.8517367139778"
[1] "Newton iter: 1, lambda:1.47060950924059, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.40820008409756, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.40470571643417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40469409576284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40469409563399, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40469409563399"
[1] "Starting iterative with newton 1.40469409563399"
[1] "Starting newton at: 1.71611613990824"
[1] "Newton iter: 1, lambda:1.37475968376484, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.30302393320856, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29743217638995, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.29739634240802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2973963409326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29739634240802"
[1] "Starting iterative with newton 1.29739634240802"
[1] "Starting newton at: 1.60987288086251"
[1] "Newton iter: 1, lambda:1.28853528423599, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.20681727371173, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.1981958356138, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.19809510277928, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19809508900184, diff to last: 0"
[1] "Newton iter: 6, lambda:1.19809508900184, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19809510277928"
[1] "Starting iterative with newton 1.19809510277928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 2.01810393015456"
[1] "Newton iter: 1, lambda:1.52090784236121, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.47073050890648, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46872709713263, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.46872371614806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46872371613841, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46872371613841"
[1] "Starting iterative with newton 1.46872371613841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 1.26453744401486"
[1] "Newton iter: 1, lambda:1.23219786080877, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.23093632803145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23093437203938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23093437203468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23093437203938"
[1] "Starting iterative with newton 1.23093437203938"
[1] "Starting newton at: 1.40414811876237"
[1] "Newton iter: 1, lambda:1.40020296731117, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.40018920969797, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40018920953, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40018920953"
[1] "Starting iterative with newton 1.40018920953"
[1] "Starting newton at: 1.56795810024441"
[1] "Newton iter: 1, lambda:1.56171997911651, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56169600048495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56169600012696, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56169600012696"
[1] "Starting iterative with newton 1.56169600012696"
[1] "Starting newton at: 1.72450601316241"
[1] "Newton iter: 1, lambda:1.68593030846754, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68531577924674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.68531560781575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68531560781573, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68531560781575"
[1] "Starting iterative with newton 1.68531560781575"
[1] "Starting newton at: 1.87541681823053"
[1] "Newton iter: 1, lambda:1.77432452974522, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.77181424638176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.77181203645898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77181203645726, diff to last: 0"
[1] "Final threshold is: 0.0903757003317409"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.20854979358475"
[1] "Newton iter: 1, lambda:1.16332756634714, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.1606650781015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16065558512148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16065558500067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16065558500067"
[1] "Starting iterative with newton 1.16065558500067"
[1] "Starting newton at: 1.44338422029164"
[1] "Newton iter: 1, lambda:1.50058657332776, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.49831719549433, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.49831394461956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49831394461286, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49831394461286"
[1] "Starting iterative with newton 1.49831394461286"
[1] "Starting newton at: 1.78741693255715"
[1] "Newton iter: 1, lambda:1.79780301848025, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.79778019255191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79778019244805, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79778019244805"
[1] "Starting iterative with newton 1.79778019244805"
[1] "Starting newton at: 1.92375317427214"
[1] "Newton iter: 1, lambda:1.99615626664066, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.99579422135407, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99579422234189, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99579422234189"
[1] "Starting iterative with newton 1.99579422234189"
[1] "Starting newton at: 2.13954495143583"
[1] "Newton iter: 1, lambda:2.12119110002284, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.12123367740017, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12123367759942, diff to last: 0"
[1] "Final threshold is: 0.108198824274529"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.12593234808862"
[1] "Newton iter: 1, lambda:1.15389763096592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.15283499225514, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.15283346735224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1528334673491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1528334673491"
[1] "Starting iterative with newton 1.1528334673491"
[1] "Starting newton at: 1.44005712330158"
[1] "Newton iter: 1, lambda:1.42013954375902, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.41984129292638, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41984122403225, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41984122403224, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41984122403224"
[1] "Starting iterative with newton 1.41984122403224"
[1] "Starting newton at: 1.68896311239833"
[1] "Newton iter: 1, lambda:1.70183172471425, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.70177344561655, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70177344447253, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70177344447253"
[1] "Starting iterative with newton 1.70177344447253"
[1] "Starting newton at: 1.97667032282505"
[1] "Newton iter: 1, lambda:1.93713928669085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.93708661060747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93708661040152, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93708661060747"
[1] "Starting iterative with newton 1.93708661060747"
[1] "Starting newton at: 2.07211759331415"
[1] "Newton iter: 1, lambda:2.09305727500302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.09307265576472, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0930726557775, diff to last: 0"
[1] "Final threshold is: 0.10676240098761"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.26123913845547"
[1] "Newton iter: 1, lambda:1.33131066403667, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.32683847859989, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.32682176043956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32682176020431, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32682176020431"
[1] "Starting iterative with newton 1.32682176020431"
[1] "Starting newton at: 2.07061790543914"
[1] "Newton iter: 1, lambda:2.02692276390466, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.02756118324432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.02756130114043, diff to last: 0"
[1] "Newton iter: 4, lambda:2.02756130114043, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.02756130114043"
[1] "Starting iterative with newton 2.02756130114043"
[1] "Starting newton at: 2.52779198945066"
[1] "Newton iter: 1, lambda:2.49598568745723, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.4966622122775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49666251363984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4966625136399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49666251363984"
[1] "Starting iterative with newton 2.49666251363984"
[1] "Starting newton at: 2.75214021327127"
[1] "Newton iter: 1, lambda:2.7874773258651, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78843758448801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7884382936768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78843829367719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.7884382936768"
[1] "Starting iterative with newton 2.7884382936768"
[1] "Starting newton at: 2.95178759710217"
[1] "Newton iter: 1, lambda:2.94878013741688, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94878734793879, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94878734798028, diff to last: 0"
[1] "Final threshold is: 0.150410267127263"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.72454011332658"
[1] "Starting iterative with newton 0.72454011332658"
[1] "Starting newton at: 1.74660915426509"
[1] "Newton iter: 1, lambda:1.66874700657638, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66836479549955, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66836477020408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66836477020408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66836477020408"
[1] "Starting iterative with newton 1.66836477020408"
[1] "Starting newton at: 2.54968794481706"
[1] "Newton iter: 1, lambda:2.46372518111025, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.46951446191458, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.46954032646539, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46954032698288, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46954032646539"
[1] "Starting iterative with newton 2.46954032646539"
[1] "Starting newton at: 2.9679605581325"
[1] "Newton iter: 1, lambda:2.9183257939387, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.92059988209547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92060477468278, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92060477470541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92060477468278"
[1] "Starting iterative with newton 2.92060477468278"
[1] "Starting newton at: 3.08984195335012"
[1] "Newton iter: 1, lambda:3.14703702211702, diff to last: 0.057"
[1] "Newton iter: 2, lambda:3.15032916033235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.15033971550665, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15033971561491, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15033971561491"
[1] "Starting iterative with newton 3.15033971561491"
[1] "Starting newton at: 3.26192581311832"
[1] "Newton iter: 1, lambda:3.2501676295452, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.25030050867658, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25030052581658, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25030052581658, diff to last: 0"
[1] "Final threshold is: 0.165789700185333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.5219251605621"
[1] "Newton iter: 1, lambda:1.61502899344342, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.61147837486861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.6114748645459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61147486454241, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61147486454241"
[1] "Starting iterative with newton 1.61147486454241"
[1] "Starting newton at: 2.47588870504054"
[1] "Newton iter: 1, lambda:2.38206554013033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.38848426056255, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.38851312627091, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38851312685731, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.38851312685731"
[1] "Starting iterative with newton 2.38851312685731"
[1] "Starting newton at: 2.84755353859128"
[1] "Newton iter: 1, lambda:2.85167892651939, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.85169486444638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85169486468402, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85169486444638"
[1] "Starting iterative with newton 2.85169486444638"
[1] "Starting newton at: 3.09105614965859"
[1] "Newton iter: 1, lambda:3.10400828633304, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.10417894083235, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10417897023728, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10417897023728, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10417897023728"
[1] "Starting iterative with newton 3.10417897023728"
[1] "Starting newton at: 3.23595662160167"
[1] "Newton iter: 1, lambda:3.23220555418843, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.23222012673888, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23222012695947, diff to last: 0"
[1] "Final threshold is: 0.16486746425099"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.89668041387181"
[1] "Newton iter: 1, lambda:2.31582527440326, diff to last: 0.419"
[1] "Newton iter: 2, lambda:2.42706561440917, diff to last: 0.111"
[1] "Newton iter: 3, lambda:2.4435421568344, diff to last: 0.016"
[1] "Newton iter: 4, lambda:2.44391338728484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.44391357491279, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44391357491284, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44391357491279"
[1] "Starting iterative with newton 2.44391357491279"
[1] "Starting newton at: 3.11138514927355"
[1] "Newton iter: 1, lambda:3.26665207534552, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.30958331471847, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.31273455374454, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.31275087227487, diff to last: 0"
[1] "Newton iter: 5, lambda:3.31275087271091, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.31275087227487"
[1] "Starting iterative with newton 3.31275087227487"
[1] "Starting newton at: 4.02807517897168"
[1] "Newton iter: 1, lambda:4.1441037287616, diff to last: 0.116"
[1] "Newton iter: 2, lambda:4.17897932400765, diff to last: 0.035"
[1] "Newton iter: 3, lambda:4.18179099704202, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.18180819464925, diff to last: 0"
[1] "Newton iter: 5, lambda:4.18180819528904, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.18180819528904"
[1] "Starting iterative with newton 4.18180819528904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09037570033174087}, {'ad': 0.10819882427452941, 'da': 0.10676240098761028, 'dd': 0.15041026712726252}, {'ad': 0.16578970018533293, 'da': 0.1648674642509897, 'dd': inf}]
Wall time: 36.5 s

%%time 
# Run iterative hard threshold denosing
itses_image_ht_sd = denoise_wavelet(noisy, method ="IterativeHT", use_sparse_mad_estimation = True, multichannel = False)

Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361914653443208. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05100749880464707
0.05100749880464707
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.2462847506924"
[1] "Starting iterative with newton 10.2462847506924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.67701298992109"
[1] "Starting iterative with newton 9.67701298992109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.42671647627565"
[1] "Starting iterative with newton 7.42671647627565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02355891438223"
[1] "Starting iterative with newton 4.02355891438223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.09366105237748"
[1] "Starting iterative with newton 4.09366105237748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 1.95674261346358"
[1] "Newton iter: 1, lambda:1.57001114236604, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.52360754463687, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.52203323722621, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52203132340763, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52203132340479, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52203132340479"
[1] "Starting iterative with newton 1.52203132340479"
[1] "Starting newton at: 1.8517367139778"
[1] "Newton iter: 1, lambda:1.47060950924059, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.40820008409756, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.40470571643417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40469409576284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40469409563399, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40469409563399"
[1] "Starting iterative with newton 1.40469409563399"
[1] "Starting newton at: 1.71611613990824"
[1] "Newton iter: 1, lambda:1.37475968376484, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.30302393320856, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29743217638995, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.29739634240802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2973963409326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29739634240802"
[1] "Starting iterative with newton 1.29739634240802"
[1] "Starting newton at: 1.60987288086251"
[1] "Newton iter: 1, lambda:1.28853528423599, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.20681727371173, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.1981958356138, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.19809510277928, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19809508900184, diff to last: 0"
[1] "Newton iter: 6, lambda:1.19809508900184, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19809508900184"
[1] "Starting iterative with newton 1.19809508900184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 2.01810393015456"
[1] "Newton iter: 1, lambda:1.52090784236121, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.47073050890648, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46872709713263, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.46872371614806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46872371613841, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46872371613841"
[1] "Starting iterative with newton 1.46872371613841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 1.26453744401486"
[1] "Newton iter: 1, lambda:1.23219786080877, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.23093632803145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23093437203938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23093437203468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23093437203938"
[1] "Starting iterative with newton 1.23093437203938"
[1] "Starting newton at: 1.40414811876237"
[1] "Newton iter: 1, lambda:1.40020296731117, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.40018920969797, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40018920953, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40018920953"
[1] "Starting iterative with newton 1.40018920953"
[1] "Starting newton at: 1.56795810024441"
[1] "Newton iter: 1, lambda:1.56171997911651, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56169600048495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56169600012696, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56169600012696"
[1] "Starting iterative with newton 1.56169600012696"
[1] "Starting newton at: 1.72450601316241"
[1] "Newton iter: 1, lambda:1.68593030846754, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68531577924674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.68531560781575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68531560781573, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68531560781573"
[1] "Starting iterative with newton 1.68531560781573"
[1] "Starting newton at: 1.87541681823053"
[1] "Newton iter: 1, lambda:1.77432452974522, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.77181424638176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.77181203645898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77181203645726, diff to last: 0"
[1] "Final threshold is: 0.0903757003316529"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.20854979358475"
[1] "Newton iter: 1, lambda:1.16332756634714, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.1606650781015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16065558512148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16065558500067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16065558500067"
[1] "Starting iterative with newton 1.16065558500067"
[1] "Starting newton at: 1.44338422029164"
[1] "Newton iter: 1, lambda:1.50058657332776, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.49831719549433, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.49831394461956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49831394461286, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49831394461286"
[1] "Starting iterative with newton 1.49831394461286"
[1] "Starting newton at: 1.78741693255715"
[1] "Newton iter: 1, lambda:1.79780301848025, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.79778019255191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79778019244805, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79778019255191"
[1] "Starting iterative with newton 1.79778019255191"
[1] "Starting newton at: 1.92375317427214"
[1] "Newton iter: 1, lambda:1.99615626664066, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.99579422135407, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99579422234189, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99579422234189"
[1] "Starting iterative with newton 1.99579422234189"
[1] "Starting newton at: 2.13954495143583"
[1] "Newton iter: 1, lambda:2.12119110002284, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.12123367740017, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12123367759942, diff to last: 0"
[1] "Final threshold is: 0.108198824274529"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.12593234808862"
[1] "Newton iter: 1, lambda:1.15389763096592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.15283499225515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.15283346735224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1528334673491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1528334673491"
[1] "Starting iterative with newton 1.1528334673491"
[1] "Starting newton at: 1.44005712330158"
[1] "Newton iter: 1, lambda:1.42013954375902, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.41984129292638, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41984122403225, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41984122403224, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41984122403225"
[1] "Starting iterative with newton 1.41984122403225"
[1] "Starting newton at: 1.68896311239833"
[1] "Newton iter: 1, lambda:1.70183172471425, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.70177344561655, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70177344447253, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70177344447253"
[1] "Starting iterative with newton 1.70177344447253"
[1] "Starting newton at: 1.97667032282505"
[1] "Newton iter: 1, lambda:1.93713928669085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.93708661060747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93708661040152, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93708661060747"
[1] "Starting iterative with newton 1.93708661060747"
[1] "Starting newton at: 2.07211759331415"
[1] "Newton iter: 1, lambda:2.09305727500302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.09307265576472, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0930726557775, diff to last: 0"
[1] "Final threshold is: 0.106762400986958"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.26123913845547"
[1] "Newton iter: 1, lambda:1.33131066403667, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.32683847859989, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.32682176043956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32682176020431, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32682176020431"
[1] "Starting iterative with newton 1.32682176020431"
[1] "Starting newton at: 2.07061790543914"
[1] "Newton iter: 1, lambda:2.02692276390466, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.02756118324432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.02756130114043, diff to last: 0"
[1] "Newton iter: 4, lambda:2.02756130114043, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.02756130114043"
[1] "Starting iterative with newton 2.02756130114043"
[1] "Starting newton at: 2.52779198945065"
[1] "Newton iter: 1, lambda:2.49598568745723, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.4966622122775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49666251363984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4966625136399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49666251363984"
[1] "Starting iterative with newton 2.49666251363984"
[1] "Starting newton at: 2.75214021327127"
[1] "Newton iter: 1, lambda:2.7874773258651, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78843758448801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7884382936768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78843829367719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.7884382936768"
[1] "Starting iterative with newton 2.7884382936768"
[1] "Starting newton at: 2.95178759710217"
[1] "Newton iter: 1, lambda:2.94878013741688, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94878734793879, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94878734798028, diff to last: 0"
[1] "Final threshold is: 0.150410267127263"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.724540113326579"
[1] "Starting iterative with newton 0.724540113326579"
[1] "Starting newton at: 1.74660915426509"
[1] "Newton iter: 1, lambda:1.66874700657639, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66836479549955, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66836477020408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66836477020408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66836477020408"
[1] "Starting iterative with newton 1.66836477020408"
[1] "Starting newton at: 2.54968794481706"
[1] "Newton iter: 1, lambda:2.46372518111025, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.46951446191458, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.46954032646539, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46954032698288, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46954032646539"
[1] "Starting iterative with newton 2.46954032646539"
[1] "Starting newton at: 2.9679605581325"
[1] "Newton iter: 1, lambda:2.9183257939387, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.92059988209547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92060477468278, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92060477470541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92060477468278"
[1] "Starting iterative with newton 2.92060477468278"
[1] "Starting newton at: 3.08984195335012"
[1] "Newton iter: 1, lambda:3.14703702211702, diff to last: 0.057"
[1] "Newton iter: 2, lambda:3.15032916033235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.15033971550665, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15033971561491, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15033971561491"
[1] "Starting iterative with newton 3.15033971561491"
[1] "Starting newton at: 3.26192581311832"
[1] "Newton iter: 1, lambda:3.2501676295452, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.25030050867658, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25030052581658, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25030052581658, diff to last: 0"
[1] "Final threshold is: 0.165789700185333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.5219251605621"
[1] "Newton iter: 1, lambda:1.61502899344342, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.61147837486861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.6114748645459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61147486454241, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6114748645459"
[1] "Starting iterative with newton 1.6114748645459"
[1] "Starting newton at: 2.47588870504053"
[1] "Newton iter: 1, lambda:2.38206554013033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.38848426056255, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.38851312627091, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38851312685731, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.38851312627091"
[1] "Starting iterative with newton 2.38851312627091"
[1] "Starting newton at: 2.84755353859128"
[1] "Newton iter: 1, lambda:2.85167892651939, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.85169486444638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85169486468402, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85169486444638"
[1] "Starting iterative with newton 2.85169486444638"
[1] "Starting newton at: 3.09105614965858"
[1] "Newton iter: 1, lambda:3.10400828633304, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.10417894083235, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10417897023728, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10417897023728, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10417897023728"
[1] "Starting iterative with newton 3.10417897023728"
[1] "Starting newton at: 3.23595662160167"
[1] "Newton iter: 1, lambda:3.23220555418843, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.23222012673888, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23222012695947, diff to last: 0"
[1] "Final threshold is: 0.16486746425099"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.89668041387181"
[1] "Newton iter: 1, lambda:2.31582527440327, diff to last: 0.419"
[1] "Newton iter: 2, lambda:2.42706561440918, diff to last: 0.111"
[1] "Newton iter: 3, lambda:2.4435421568344, diff to last: 0.016"
[1] "Newton iter: 4, lambda:2.44391338728484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.4439135749128, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44391357491284, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.4439135749128"
[1] "Starting iterative with newton 2.4439135749128"
[1] "Starting newton at: 3.11138514927355"
[1] "Newton iter: 1, lambda:3.26665207534552, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.30958331471848, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.31273455374454, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.31275087227487, diff to last: 0"
[1] "Newton iter: 5, lambda:3.31275087271091, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.31275087227487"
[1] "Starting iterative with newton 3.31275087227487"
[1] "Starting newton at: 4.02807517897168"
[1] "Newton iter: 1, lambda:4.1441037287616, diff to last: 0.116"
[1] "Newton iter: 2, lambda:4.17897932400765, diff to last: 0.035"
[1] "Newton iter: 3, lambda:4.18179099704202, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.18180819464925, diff to last: 0"
[1] "Newton iter: 5, lambda:4.18180819528904, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.18180819528904"
[1] "Starting iterative with newton 4.18180819528904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09037570033165288}, {'ad': 0.10819882427452944, 'da': 0.10676240098695843, 'dd': 0.15041026712726255}, {'ad': 0.16578970018533298, 'da': 0.16486746425098975, 'dd': inf}]
Wall time: 35.9 s

%%time 
# Run iterative soft threshold denosing
itses_image_st_sd = denoise_wavelet(noisy, method ="IterativeST",use_sparse_mad_estimation = True, multichannel = False)

Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361914653443208. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05100749880464707
0.05100749880464707
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.211089002286549, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.217240323359114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217245490655313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217245490658957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217245490655313"
[1] "Starting iterative with newton 0.217245490655313"
[1] "Starting newton at: 0.215347173130974"
[1] "Newton iter: 1, lambda:0.109083763020939, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.110208848284249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110208975299673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110208975299674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110208975299673"
[1] "Starting iterative with newton 0.110208975299673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100394368035712, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101387203105247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101387299992065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101387299992066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.101387299992065"
[1] "Starting iterative with newton 0.101387299992065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996845419007273, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100661365439057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100661459038322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100661459038323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100661459038322"
[1] "Starting iterative with newton 0.100661459038322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099626157647608, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100601669290557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100601762622992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100601762622993, diff to last: 0"
[1] "Final threshold is: 0.00513144428673766"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.27230366785717"
[1] "Newton iter: 1, lambda:0.250930709775397, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.251003983520804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251003984384101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251003984384101"
[1] "Starting iterative with newton 0.251003984384101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658951262073121, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662142100793709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662142175634544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0662142100793709"
[1] "Starting iterative with newton 0.0662142100793709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557289277077527, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559350781640676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0559350809860986, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0559350781640676"
[1] "Starting iterative with newton 0.0559350781640676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551944291061801, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553954176609475, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553954203271633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553954176609475"
[1] "Starting iterative with newton 0.0553954176609475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551664638770036, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553671844331482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553671870914063, diff to last: 0"
[1] "Final threshold is: 0.00282414159379048"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.115923167201654"
[1] "Newton iter: 1, lambda:0.226586204130107, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.228457525241551, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228458057710232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228458057710276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228458057710232"
[1] "Starting iterative with newton 0.228458057710232"
[1] "Starting newton at: 0.095337458410889"
[1] "Newton iter: 1, lambda:0.0957104255017363, diff to last: 0"
[1] "Newton iter: 2, lambda:0.095710435604091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.095710435604091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0957104255017363"
[1] "Starting iterative with newton 0.0957104255017363"
[1] "Starting newton at: 0.168920929114622"
[1] "Newton iter: 1, lambda:0.0893087064606015, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0897533618565029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0897533757526631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897533757526631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0897533757526631"
[1] "Starting iterative with newton 0.0897533757526631"
[1] "Starting newton at: 0.174877978863695"
[1] "Newton iter: 1, lambda:0.0889516210538393, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894688074386757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894688262124993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894688262124993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0894688262124993"
[1] "Starting iterative with newton 0.0894688262124993"
[1] "Starting newton at: 0.175162528403859"
[1] "Newton iter: 1, lambda:0.0889343934010113, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894551805877472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894551996226692, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894551996226692, diff to last: 0"
[1] "Final threshold is: 0.00456288598782276"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561116404888291"
[1] "Newton iter: 1, lambda:0.47633482866792, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.478325008790426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.478326130827505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478326130827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478326130827505"
[1] "Starting iterative with newton 0.478326130827505"
[1] "Starting newton at: 0.330155877772463"
[1] "Newton iter: 1, lambda:0.2146164046565, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.217027861706863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.217028921278533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217028921278738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.217028921278533"
[1] "Starting iterative with newton 0.217028921278533"
[1] "Starting newton at: 0.268349207188388"
[1] "Newton iter: 1, lambda:0.184742566860312, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.185907472414425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.18590769936689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185907699366899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18590769936689"
[1] "Starting iterative with newton 0.18590769936689"
[1] "Starting newton at: 0.246785590952975"
[1] "Newton iter: 1, lambda:0.181513792282281, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.182216679361695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.182216761070197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182216761070198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182216761070197"
[1] "Starting iterative with newton 0.182216761070197"
[1] "Starting newton at: 0.250476529249669"
[1] "Newton iter: 1, lambda:0.180983422614425, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.181778969931474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.181779074463301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181779074463302, diff to last: 0"
[1] "Final threshold is: 0.00927209592339665"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.584007142577356"
[1] "Newton iter: 1, lambda:0.470645519018077, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.474284349371705, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.474288210539815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474288210544159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.474288210539815"
[1] "Starting iterative with newton 0.474288210539815"
[1] "Starting newton at: 0.277059730873634"
[1] "Newton iter: 1, lambda:0.194762035073475, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.195884038491588, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.195884247974331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195884247974338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195884247974331"
[1] "Starting iterative with newton 0.195884247974331"
[1] "Starting newton at: 0.27629422446594"
[1] "Newton iter: 1, lambda:0.16188835326933, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.163870347110694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163870944436036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163870944436091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163870944436091"
[1] "Starting iterative with newton 0.163870944436091"
[1] "Starting newton at: 0.300455593106615"
[1] "Newton iter: 1, lambda:0.157080032372223, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.160154970979782, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16015639273744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160156392737744, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160156392737744"
[1] "Starting iterative with newton 0.160156392737744"
[1] "Starting newton at: 0.304170144804961"
[1] "Newton iter: 1, lambda:0.156464875222194, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.159723511908357, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159725106525901, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159725106526283, diff to last: 0"
[1] "Final threshold is: 0.00814717818019201"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0.506155475648074"
[1] "Newton iter: 1, lambda:0.602342579063553, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.606008307484009, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.60601349542213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60601349543251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.60601349542213"
[1] "Starting iterative with newton 0.60601349542213"
[1] "Starting newton at: 0.440066079627693"
[1] "Newton iter: 1, lambda:0.370393755099457, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.371744608147438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371745121658212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371745121658286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371745121658212"
[1] "Starting iterative with newton 0.371745121658212"
[1] "Starting newton at: 0.33454882789647"
[1] "Newton iter: 1, lambda:0.330657682370702, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.330661722042608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330661722046964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330661722046964"
[1] "Starting iterative with newton 0.330661722046964"
[1] "Starting newton at: 0.208659242448423"
[1] "Newton iter: 1, lambda:0.319984290498181, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.323290597543434, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.323293487263311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323293487265518, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323293487263311"
[1] "Starting iterative with newton 0.323293487263311"
[1] "Starting newton at: 0.21299669019682"
[1] "Newton iter: 1, lambda:0.318974420802065, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.321964010616605, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.321966368801185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321966368802651, diff to last: 0"
[1] "Final threshold is: 0.016422699171763"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 0.679399667092092"
[1] "Newton iter: 1, lambda:0.685536491845391, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.685553609238868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685553609371767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685553609371767"
[1] "Starting iterative with newton 0.685553609371767"
[1] "Starting newton at: 0.40230793094414"
[1] "Newton iter: 1, lambda:0.492711081384333, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.495798336811917, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.495801881818646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495801881823318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495801881823318"
[1] "Starting iterative with newton 0.495801881823318"
[1] "Starting newton at: 0.450111537272269"
[1] "Newton iter: 1, lambda:0.45424300621344, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.454249073892238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454249073905316, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454249073905316"
[1] "Starting iterative with newton 0.454249073905316"
[1] "Starting newton at: 0.448853678668291"
[1] "Newton iter: 1, lambda:0.444842332991232, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.444847985680627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.44484798569186, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444847985680627"
[1] "Starting iterative with newton 0.444847985680627"
[1] "Starting newton at: 0.448249902792559"
[1] "Newton iter: 1, lambda:0.442696319609257, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.442707125834052, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442707125875005, diff to last: 0"
[1] "Final threshold is: 0.0225813831938781"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 0.825788008963513"
[1] "Newton iter: 1, lambda:0.713796431199016, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.719404803957209, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719419590937583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719419591040152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719419590937583"
[1] "Starting iterative with newton 0.719419590937583"
[1] "Starting newton at: 0.412704614981705"
[1] "Newton iter: 1, lambda:0.49174929741852, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.494211155090228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494213511245726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494213511247883, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494213511245726"
[1] "Starting iterative with newton 0.494213511245726"
[1] "Starting newton at: 0.432266240626792"
[1] "Newton iter: 1, lambda:0.439366619970942, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.439385018063526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439385018186912, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439385018063526"
[1] "Starting iterative with newton 0.439385018063526"
[1] "Starting newton at: 0.467237125559112"
[1] "Newton iter: 1, lambda:0.425209797265638, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.425838507792672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425838649471724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425838649471731, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425838649471724"
[1] "Starting iterative with newton 0.425838649471724"
[1] "Starting newton at: 0.467275686008295"
[1] "Newton iter: 1, lambda:0.421748138022261, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422482421139303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422482613573464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422482613573477, diff to last: 0"
[1] "Final threshold is: 0.0215497814068333"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 0.770463793516726"
[1] "Newton iter: 1, lambda:0.850088751362342, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.854115939743673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.854125932343238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85412593240465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.85412593240465"
[1] "Starting iterative with newton 0.85412593240465"
[1] "Starting newton at: 0.766122347542361"
[1] "Newton iter: 1, lambda:0.785808590158668, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.786036564947366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786036595289432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786036595289432, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786036595289432"
[1] "Starting iterative with newton 0.786036595289432"
[1] "Starting newton at: 0.784079647640645"
[1] "Newton iter: 1, lambda:0.764336896765389, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.764558866718923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.764558894998795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764558894998796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764558894998795"
[1] "Starting iterative with newton 0.764558894998795"
[1] "Starting newton at: 0.797867540077157"
[1] "Newton iter: 1, lambda:0.756778665449637, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.757726686582612, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.757727199764783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757727199764934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.757727199764934"
[1] "Starting iterative with newton 0.757727199764934"
[1] "Starting newton at: 0.798785060232959"
[1] "Newton iter: 1, lambda:0.754447330417083, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.755547848461948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.755548538852605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755548538852877, diff to last: 0"
[1] "Final threshold is: 0.0385386411923771"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.11765935924847"
[1] "Newton iter: 1, lambda:1.00133991652554, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01090489477955, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01097506767859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01097507143492, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01097506767859"
[1] "Starting iterative with newton 1.01097506767859"
[1] "Starting newton at: 1.12134696494872"
[1] "Newton iter: 1, lambda:1.0415919001065, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04628222516543, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04629937422691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04629937445551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04629937445551"
[1] "Starting iterative with newton 1.04629937445551"
[1] "Starting newton at: 1.12125782049434"
[1] "Newton iter: 1, lambda:1.05799828955437, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.06100370007494, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06101078758897, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06101078762832, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06101078762832"
[1] "Starting iterative with newton 1.06101078762832"
[1] "Starting newton at: 1.11554839230697"
[1] "Newton iter: 1, lambda:1.06515893914587, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.06708840742182, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06709133568154, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06709133568827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06709133568154"
[1] "Starting iterative with newton 1.06709133568154"
[1] "Starting newton at: 1.11532992739376"
[1] "Newton iter: 1, lambda:1.06787755343464, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.06959411255624, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06959643283994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06959643284417, diff to last: 0"
[1] "Final threshold is: 0.0545574387697539"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.09099455694759"
[1] "Newton iter: 1, lambda:0.972094341925269, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.981467435267321, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.981530514948066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981530517790229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.981530514948066"
[1] "Starting iterative with newton 0.981530514948066"
[1] "Starting newton at: 1.09294758131627"
[1] "Newton iter: 1, lambda:0.96872031241337, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.978904101693504, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.978978501133395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.978978505082088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.978978505082088"
[1] "Starting iterative with newton 0.978978505082088"
[1] "Starting newton at: 1.09468808818924"
[1] "Newton iter: 1, lambda:0.967233544941669, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.977925360896832, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.978007350477208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97800735527035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.978007350477208"
[1] "Starting iterative with newton 0.978007350477208"
[1] "Starting newton at: 1.09463923354723"
[1] "Newton iter: 1, lambda:0.966803165546364, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977554624285181, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977637518135637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977637523034178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.977637518135637"
[1] "Starting iterative with newton 0.977637518135637"
[1] "Starting newton at: 1.0950090658888"
[1] "Newton iter: 1, lambda:0.966563117289337, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977412235921488, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977496640938093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977496646016507, diff to last: 0"
[1] "Final threshold is: 0.0498596587441963"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.12364285731161"
[1] "Newton iter: 1, lambda:1.28333357479872, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.31423388763853, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31530857345096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31530984200781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31530984200958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31530984200958"
[1] "Starting iterative with newton 1.31530984200958"
[1] "Starting newton at: 1.43219348439426"
[1] "Newton iter: 1, lambda:1.63565604266007, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.69748605760646, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.70267677998725, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.70271125023937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70271125175061, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70271125175061"
[1] "Starting iterative with newton 1.70271125175061"
[1] "Starting newton at: 1.44449448229184"
[1] "Newton iter: 1, lambda:1.7451950717021, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.89556448612233, diff to last: 0.15"
[1] "Newton iter: 3, lambda:1.93175184828642, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.93362837908974, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.93363321611155, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93363321614361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.93363321614361"
[1] "Starting iterative with newton 1.93363321614361"
[1] "Starting newton at: 1.55980441473696"
[1] "Newton iter: 1, lambda:1.85581867674889, diff to last: 0.296"
[1] "Newton iter: 2, lambda:2.00988054196047, diff to last: 0.154"
[1] "Newton iter: 3, lambda:2.05009613884809, diff to last: 0.04"
[1] "Newton iter: 4, lambda:2.05253986302814, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.05254845465829, diff to last: 0"
[1] "Newton iter: 6, lambda:2.05254845476414, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05254845465829"
[1] "Starting iterative with newton 2.05254845465829"
[1] "Starting newton at: 1.57722787678736"
[1] "Newton iter: 1, lambda:1.88475076507364, diff to last: 0.308"
[1] "Newton iter: 2, lambda:2.05497527918238, diff to last: 0.17"
[1] "Newton iter: 3, lambda:2.10607212352501, diff to last: 0.051"
[1] "Newton iter: 4, lambda:2.11017594816401, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.11020083393447, diff to last: 0"
[1] "Newton iter: 6, lambda:2.1102008348444, diff to last: 0"
[1] "Final threshold is: 0.107636066560891"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.724540113326579"
[1] "Starting iterative with newton 0.724540113326579"
[1] "Starting newton at: 1.39798135300674"
[1] "Newton iter: 1, lambda:1.40528449533142, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.40534819859328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40534820340742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40534819859328"
[1] "Starting iterative with newton 1.40534819859328"
[1] "Starting newton at: 1.27902491294645"
[1] "Newton iter: 1, lambda:1.63790691883872, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.85012125975355, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92677967860868, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.93583793468561, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.9359546176775, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93595463681269, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93595463681268, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93595463681268"
[1] "Starting iterative with newton 1.93595463681268"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.43608317614067"
[1] "Newton iter: 1, lambda:1.39914594698691, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.40073528092081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40073833764552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40073833765681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40073833765681"
[1] "Starting iterative with newton 1.40073833765681"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22219066367573"
[1] "Newton iter: 1, lambda:1.48066743119905, diff to last: 0.258"
[1] "Newton iter: 2, lambda:1.59176495575484, diff to last: 0.111"
[1] "Newton iter: 3, lambda:1.61210179746252, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61273286240014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61273345666395, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61273345666448, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61273345666448"
[1] "Starting iterative with newton 1.61273345666448"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
threshold is:
[{'ad': 0.005131444286737655, 'da': 0.002824141593790482, 'dd': 0.004562885987822765}, {'ad': 0.009272095923396652, 'da': 0.00814717818019201, 'dd': 0.01642269917176298}, {'ad': 0.02258138319387808, 'da': 0.02154978140683331, 'dd': 0.03853864119237709}, {'ad': 0.05455743876975392, 'da': 0.04985965874419632, 'dd': 0.10763606656089085}, {'ad': 0.2247117460290663, 'da': 0.2247117460290663, 'dd': 0.2247117460290663}]
Wall time: 27.3 s

%%time 
# Run sure shrink denosing
ss_image= denoise_wavelet(noisy, method ="SureShrink", use_sparse_mad_estimation = False, multichannel = False)

Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
threshold is:
[{'ad': 0.004801839676372488, 'da': 0.00027261586745981614, 'dd': 0.018451909499502723}, {'ad': 0.010494916606756943, 'da': 0.005063351171133934, 'dd': 0.019284193563473717}, {'ad': 0.02149683858816631, 'da': 0.020937952552922454, 'dd': 0.031732664929140744}, {'ad': 0.04838593236553368, 'da': 0.03843513130333437, 'dd': 0.20804265112869433}, {'ad': 0.22471174602906624, 'da': 0.22471174602906624, 'dd': 0.22471174602906624}]
Wall time: 16.7 ms

plt.rcParams.update({'font.size': 28})

sigma

0.05

fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(20, 17),
                       sharex=True, sharey=True)
fig.tight_layout()
plt.gray()

noisy_gaussian = random_noise(image, var=sigma**2, seed = 2, mode = "gaussian")
noisy_speckle = random_noise(image, var=sigma**2, seed = 2, mode = "speckle")
noisy_po = random_noise(original_image, seed = 2, mode = "poisson")
noisy_po = rgb2gray(noisy_po)


#noisy_gaussian = rgb2gray(noisy_gaussian)


ax[0].imshow(noisy_gaussian)
ax[0].axis('off')
ax[0].set_title("a) Gaussian noise")

ax[1].imshow(noisy_gaussian)
ax[1].axis('off')
ax[1].set_title("b) Speckle noise")

ax[2].imshow(noisy_po)
ax[2].axis('off')
ax[2].set_title("b) Poisson noise")



plt.savefig("output/figures//noise_types.pdf")

plt.show()

# Plot data
fig, ax = plt.subplots(nrows=2, ncols=3, figsize=(30, 25),
                       sharex=True, sharey=True)
fig.tight_layout()
plt.gray()


psnr = str(round(peak_signal_noise_ratio(image, noisy),5))
mse = str(round(mean_squared_error(image, noisy),5))
ax[0, 0].imshow(noisy)
ax[0, 0].axis('off')
ax[0, 0].set_title('a) Noisy \n MSE: '+ mse + "\n PSNR: " + psnr)


psnr = str(round(peak_signal_noise_ratio(image, visu_image),5))
mse = str(round(mean_squared_error(image, visu_image),5))
ax[1, 0].imshow(visu_image)
ax[1, 0].axis('off')
ax[1, 0].set_title('d) VisuShrink \n MSE: '+ mse + "\n PSNR: " + psnr)

psnr = str(round(peak_signal_noise_ratio(image, bayes_image),5))
mse = str(round(mean_squared_error(image, bayes_image),5))
ax[1, 1].imshow(bayes_image)
ax[1, 1].axis('off')
ax[1, 1].set_title('e) BayesShrink\n MSE: '+ mse + "\n PSNR: " + psnr)

psnr = str(round(peak_signal_noise_ratio(image, ss_image),5))
mse = str(round(mean_squared_error(image, ss_image),5))
ax[0, 1].imshow(ss_image)
ax[0, 1].axis('off')
ax[0, 1].set_title('b) SureShrink \n MSE: '+ mse + "\n PSNR: " + psnr)


psnr = str(round(peak_signal_noise_ratio(image, itses_image_st),5))
mse = str(round(mean_squared_error(image, itses_image_st),5))
ax[0, 2].imshow(itses_image_st)
ax[0, 2].axis('off')
ax[0, 2].set_title('c) ITSES-ST (MAD) \n MSE: '+ mse + "\n PSNR: " + psnr)



psnr = str(round(peak_signal_noise_ratio(image, itses_image_ht),5))
mse = str(round(mean_squared_error(image, itses_image_ht),5))
ax[1, 2].imshow(itses_image_ht)
ax[1, 2].axis('off')
ax[1, 2].set_title('f) ITSES-HT (MAD)\n MSE: '+ mse + "\n PSNR: " + psnr)

plt.savefig("output/figures//cat_large.pdf")

plt.show()

fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 14),
                       sharex=True, sharey=True)
plt.gray()

psnr = str(round(peak_signal_noise_ratio(image, noisy),4))
mse = str(round(mean_squared_error(image, noisy),4))
ax[0].imshow(noisy)
ax[0].axis('off')
ax[0].set_title('Noisy \n MSE: '+ mse + "\n PSNR: " + psnr)
#ax[0].set_title('Noisy')

psnr = str(round(peak_signal_noise_ratio(image, itses_image_st),4))
mse = str(round(mean_squared_error(image, itses_image_st),4))
ax[1].imshow(itses_image_st)
ax[1].axis('off')
ax[1].set_title('De-noising w/ITSES-ST \n MSE: '+ mse + "\n PSNR: " + psnr)
#ax[1].set_title("Proposed denoising method")

#plt.savefig("../output/figures//cat_small_temp.pdf")
plt.show()

# Run experiments for all images
noise_levels = [0.025, 0.05, 0.075]
figures = ["stjerten256","baboon256", "peppers256"]
noise_methods = ["gaussian","speckle", "poisson"]

for noise_method in noise_methods:
    print("Noise_method", noise_method)
    result = []
    for figure in figures:
        filename = os.path.join('output\\figures\\'+figure+'.png')
        out_path = "output/"
        original_image = io.imread(filename)
        image = rgb2gray(original_image)
        
        levels = [0]
        if noise_method != "poisson":
            levels = range(len(noise_levels))


        for i in levels: 
            msess  = []
            psnrss = []
            for j in range(5):
                psnrs =  []
                mses = []
                
                if noise_method != "poisson":
                    sigma = noise_levels[i]
                    noisy = random_noise(image, var=sigma**2, seed = j, mode = noise_method)
                else:
                    noisy_po = random_noise(original_image, seed = 1, mode = "poisson")
                    noisy_po = rgb2gray(noisy_po)
                    sigma = 0
                    
                print(figure, sigma, j)

                bayes_image= skiresort.denoise_wavelet(noisy, method ="BayesShrink", multichannel = False)
                visu_image = skiresort.denoise_wavelet(noisy, method ="VisuShrink", multichannel = False)
                itses_image_st = denoise_wavelet(noisy, method ="IterativeST", use_sparse_mad_estimation= False, multichannel = False)
                itses_image_ht= denoise_wavelet(noisy, method ="IterativeHT",use_sparse_mad_estimation= False, multichannel = False)
                itses_image_ht_sd = denoise_wavelet(noisy, method ="IterativeHT", use_sparse_mad_estimation = True, multichannel = False)
                itses_image_st_sd = denoise_wavelet(noisy, method ="IterativeST", use_sparse_mad_estimation = True, multichannel = False)
                ss_image= denoise_wavelet(noisy, method ="SureShrink", use_sparse_mad_estimation = False, multichannel = False)

                mses += [mean_squared_error(image, noisy)]
                psnrs += [peak_signal_noise_ratio(image, noisy)]

                mses += [mean_squared_error(image, ss_image)]
                psnrs += [peak_signal_noise_ratio(image, ss_image)]

                mses += [mean_squared_error(image, bayes_image)]
                psnrs += [peak_signal_noise_ratio(image, bayes_image)]

                mses += [mean_squared_error(image, visu_image)]
                psnrs += [peak_signal_noise_ratio(image, visu_image)]

                mses +=  [mean_squared_error(image, itses_image_st)]
                psnrs += [peak_signal_noise_ratio(image, itses_image_st)]

                mses += [mean_squared_error(image, itses_image_ht)]
                psnrs += [peak_signal_noise_ratio(image, itses_image_ht)]

                mses += [mean_squared_error(image, itses_image_st_sd)]
                psnrs += [peak_signal_noise_ratio(image, itses_image_st_sd)]

                mses += [mean_squared_error(image, itses_image_ht_sd)]
                psnrs +=[peak_signal_noise_ratio(image, itses_image_ht_sd)]


                result_row = [figure, sigma, j] + mses + psnrs
                print(result_row)
                result += [result_row]

                with open("output/image-de-noising/denoise-"+ noise_method +".pickle", "wb") as file:
                    pickle.dump(result, file)
    df =  pd.DataFrame(result)
    
    df.to_csv("output/image-de-noising/simulations/img_denoise_result"+ noise_method +".csv")

Noise_method gaussian
stjerten256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.026257389600550143
0.026257389600550143
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129896710513601, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131296651629075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131296813406908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13129681340691, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131296813406908"
[1] "Starting iterative with newton 0.131296813406908"
[1] "Starting newton at: 0.038547538972103"
[1] "Newton iter: 1, lambda:0.0607894079411333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0608129447251466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060812944751496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0608129447251466"
[1] "Starting iterative with newton 0.0608129447251466"
[1] "Starting newton at: 0.109031407653864"
[1] "Newton iter: 1, lambda:0.0583284563940777, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0584489631570893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584489638384816, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0584489631570893"
[1] "Starting iterative with newton 0.0584489631570893"
[1] "Starting newton at: 0.111395389221921"
[1] "Newton iter: 1, lambda:0.0582351849104068, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583675881711314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583675889933319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0583675889933319"
[1] "Starting iterative with newton 0.0583675889933319"
[1] "Starting newton at: 0.111476763385679"
[1] "Newton iter: 1, lambda:0.0582319620625454, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583647847484602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583647855758654, diff to last: 0"
[1] "Final threshold is: 0.00153250691381807"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.181990794749524"
[1] "Newton iter: 1, lambda:0.1062212531356, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106617904648582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106617915524191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106617915524191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106617904648582"
[1] "Starting iterative with newton 0.106617904648582"
[1] "Starting newton at: 0.0460378152919069"
[1] "Newton iter: 1, lambda:0.0243853446880374, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0243998981726047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0243998981791773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0243998981791773"
[1] "Starting iterative with newton 0.0243998981791773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226780902164591, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226929924994962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226929925059324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0226929924994962"
[1] "Starting iterative with newton 0.0226929924994962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226436396713896, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226584753148875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022658475321257, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0226584753148875"
[1] "Starting iterative with newton 0.0226584753148875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226429433856121, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226577776842563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226577776906245, diff to last: 0"
[1] "Final threshold is: 0.000594934096138168"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.201548956290501"
[1] "Newton iter: 1, lambda:0.144332553826908, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.144605340308673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144605346539348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144605340308673"
[1] "Starting iterative with newton 0.144605340308673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0837800518222141, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842121813602782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0842121928342995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0842121928342995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0842121928342995"
[1] "Starting iterative with newton 0.0842121928342995"
[1] "Starting newton at: 0.0464682666970561"
[1] "Newton iter: 1, lambda:0.0817739387665999, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0818501321794763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0818501325339657, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0818501321794763"
[1] "Starting iterative with newton 0.0818501321794763"
[1] "Starting newton at: 0.0488303273518794"
[1] "Newton iter: 1, lambda:0.0816895507712249, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817555299976879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817555302634383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0817555299976879"
[1] "Starting iterative with newton 0.0817555299976879"
[1] "Starting newton at: 0.0489249295336678"
[1] "Newton iter: 1, lambda:0.0816861522925799, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817517377231363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817517379857214, diff to last: 0"
[1] "Final threshold is: 0.00214658723481318"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.425358104221237"
[1] "Newton iter: 1, lambda:0.2654552331889, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.269574167836037, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.269576967401086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269576967402379, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269576967401086"
[1] "Starting iterative with newton 0.269576967401086"
[1] "Starting newton at: 0.234837670825648"
[1] "Newton iter: 1, lambda:0.121243020965774, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.122524473092426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122524637082826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122524637082829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122524637082826"
[1] "Starting iterative with newton 0.122524637082826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110428281691657, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111612365376545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111612501266156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111612501266158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111612501266158"
[1] "Starting iterative with newton 0.111612501266158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109615410498945, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110779369261632, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110779500266193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110779500266195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110779500266193"
[1] "Starting iterative with newton 0.110779500266193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109553242905377, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110715670912672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110715801549579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110715801549581, diff to last: 0"
[1] "Final threshold is: 0.0029071079362245"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.444339266723496"
[1] "Newton iter: 1, lambda:0.26183605173918, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.26731321249625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.267318269519576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267318269523884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267318269519576"
[1] "Starting iterative with newton 0.267318269519576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843973383470647, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0850008118037272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0850008426651077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0850008426651078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0850008426651077"
[1] "Starting iterative with newton 0.0850008426651077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732547572896142, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736712873650672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736713008375459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0736713008375459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736713008375459"
[1] "Starting iterative with newton 0.0736713008375459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.072573881298496, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729804035617115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729804163224343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729804163224343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0729804035617115"
[1] "Starting iterative with newton 0.0729804035617115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725324165083295, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729383343104808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729383470289002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729383470289002, diff to last: 0"
[1] "Final threshold is: 0.00191517059475796"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.285749169171863"
[1] "Newton iter: 1, lambda:0.421896388733273, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.426780340051647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426786489722447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426786489732188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.426786489732188"
[1] "Starting iterative with newton 0.426786489732188"
[1] "Starting newton at: 0.215003655209622"
[1] "Newton iter: 1, lambda:0.212891764843573, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.212892492636246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212892492636332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.212892492636246"
[1] "Starting iterative with newton 0.212892492636246"
[1] "Starting newton at: 0.209849397593951"
[1] "Newton iter: 1, lambda:0.190734663650759, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.190791357457681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190791357956942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190791357457681"
[1] "Starting iterative with newton 0.190791357457681"
[1] "Starting newton at: 0.21497902593393"
[1] "Newton iter: 1, lambda:0.188297853041733, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.188407691083648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188407692947813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188407691083648"
[1] "Starting iterative with newton 0.188407691083648"
[1] "Starting newton at: 0.189940863711189"
[1] "Newton iter: 1, lambda:0.188148894999381, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.188149390849931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188149390849969, diff to last: 0"
[1] "Final threshold is: 0.00494031185865282"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0.502654573700348"
[1] "Newton iter: 1, lambda:0.565446537104446, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.566815383969735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.566816023570071, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56681602357021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566816023570071"
[1] "Starting iterative with newton 0.566816023570071"
[1] "Starting newton at: 0.220191256209077"
[1] "Newton iter: 1, lambda:0.299705744035684, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.301187907857994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.301188419497202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301188419497263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301188419497202"
[1] "Starting iterative with newton 0.301188419497202"
[1] "Starting newton at: 0.227516200603725"
[1] "Newton iter: 1, lambda:0.262371568191908, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.26263652198915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262636537262526, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262636537262526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262636537262526"
[1] "Starting iterative with newton 0.262636537262526"
[1] "Starting newton at: 0.244401721141622"
[1] "Newton iter: 1, lambda:0.256796456843735, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.25682956138204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256829561617987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25682956138204"
[1] "Starting iterative with newton 0.25682956138204"
[1] "Starting newton at: 0.247499050543261"
[1] "Newton iter: 1, lambda:0.255934797806588, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.255950103391788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255950103442144, diff to last: 0"
[1] "Final threshold is: 0.00672058158305927"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0.698310734849886"
[1] "Newton iter: 1, lambda:0.57381555404192, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.579234109360003, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.579244812772435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579244812814133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579244812772435"
[1] "Starting iterative with newton 0.579244812772435"
[1] "Starting newton at: 0.252980567094517"
[1] "Newton iter: 1, lambda:0.283977611189885, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.284192522607779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284192532912751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284192532912751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284192532912751"
[1] "Starting iterative with newton 0.284192532912751"
[1] "Starting newton at: 0.237972366128132"
[1] "Newton iter: 1, lambda:0.242757529993769, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.242762242096149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242762242100717, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242762242096149"
[1] "Starting iterative with newton 0.242762242096149"
[1] "Starting newton at: 0.219494168450164"
[1] "Newton iter: 1, lambda:0.236707139458515, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.236767413659828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.23676741439819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23676741439819"
[1] "Starting iterative with newton 0.23676741439819"
[1] "Starting newton at: 0.223941721013995"
[1] "Newton iter: 1, lambda:0.235866857329628, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.235895727416433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235895727585528, diff to last: 0"
[1] "Final threshold is: 0.00619400602431844"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 0.684145705694142"
[1] "Newton iter: 1, lambda:0.70219799921394, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.702351240454742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.702351251426454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702351251426454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702351240454742"
[1] "Starting iterative with newton 0.702351240454742"
[1] "Starting newton at: 0.414844712388116"
[1] "Newton iter: 1, lambda:0.495348931474137, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.49785919978302, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.497861607448867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49786160745108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497861607448867"
[1] "Starting iterative with newton 0.497861607448867"
[1] "Starting newton at: 0.409527316486114"
[1] "Newton iter: 1, lambda:0.450384686047632, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.450992020057506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.45099215341153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450992153411537, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45099215341153"
[1] "Starting iterative with newton 0.45099215341153"
[1] "Starting newton at: 0.406683317080273"
[1] "Newton iter: 1, lambda:0.439555658136346, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.439943091131116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439943144684691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439943144684692, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.439943144684691"
[1] "Starting iterative with newton 0.439943144684691"
[1] "Starting newton at: 0.405165550977931"
[1] "Newton iter: 1, lambda:0.436959657318908, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.437320875892617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437320922297674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437320922297674, diff to last: 0"
[1] "Final threshold is: 0.0114829058372419"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 0.796899227069536"
[1] "Newton iter: 1, lambda:0.809237487523961, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.809323623930107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.809323628106356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.809323623930107"
[1] "Starting iterative with newton 0.809323623930107"
[1] "Starting newton at: 0.637781066589211"
[1] "Newton iter: 1, lambda:0.655505283143911, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.655663493520557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.655663506059017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655663506059017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.655663506059017"
[1] "Starting iterative with newton 0.655663506059017"
[1] "Starting newton at: 0.665230016778096"
[1] "Newton iter: 1, lambda:0.608433019735509, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.609959099504671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.609960220696338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609960220696943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609960220696338"
[1] "Starting iterative with newton 0.609960220696338"
[1] "Starting newton at: 0.662508193437518"
[1] "Newton iter: 1, lambda:0.593986856860142, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.596173194142707, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.59617546667929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596175466681744, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59617546667929"
[1] "Starting iterative with newton 0.59617546667929"
[1] "Starting newton at: 0.66372028836248"
[1] "Newton iter: 1, lambda:0.589444600635136, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.591999435736082, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.592002527063926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592002527068449, diff to last: 0"
[1] "Final threshold is: 0.0155444409977465"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 0.822804071887915"
[1] "Newton iter: 1, lambda:0.782938808884836, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.783776050939278, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783776426715175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783776426715251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783776426715251"
[1] "Starting iterative with newton 0.783776426715251"
[1] "Starting newton at: 0.638301978396604"
[1] "Newton iter: 1, lambda:0.630055338285524, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.630087634035801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.630087634532361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.630087634035801"
[1] "Starting iterative with newton 0.630087634035801"
[1] "Starting newton at: 0.617260563646005"
[1] "Newton iter: 1, lambda:0.586339265497698, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.586774067858474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586774154586242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586774154586245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.586774154586245"
[1] "Starting iterative with newton 0.586774154586245"
[1] "Starting newton at: 0.617697596406696"
[1] "Newton iter: 1, lambda:0.573399494506735, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.574278869976296, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.574279220835995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574279220836051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574279220835995"
[1] "Starting iterative with newton 0.574279220835995"
[1] "Starting newton at: 0.61669458217842"
[1] "Newton iter: 1, lambda:0.569663293197957, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.570650635797482, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570651076668492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57065107666858, diff to last: 0"
[1] "Final threshold is: 0.014983807646058"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.07949142423379"
[1] "Newton iter: 1, lambda:1.05173900992558, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05235311566248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05235342183297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05235342183305, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05235342183297"
[1] "Starting iterative with newton 1.05235342183297"
[1] "Starting newton at: 1.05225851718419"
[1] "Newton iter: 1, lambda:1.11337400768671, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.1166299327309, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.11663885260046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11663885266726, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11663885266726"
[1] "Starting iterative with newton 1.11663885266726"
[1] "Starting newton at: 1.043377129843"
[1] "Newton iter: 1, lambda:1.13804331384798, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14613007834545, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.14618611257147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14618611524718, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14618611524718"
[1] "Starting iterative with newton 1.14618611524718"
[1] "Starting newton at: 1.03617792901109"
[1] "Newton iter: 1, lambda:1.14800919352227, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.15947853132401, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.15959226092415, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15959227201986, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15959227201986, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.15959226092415"
[1] "Starting iterative with newton 1.15959226092415"
[1] "Starting newton at: 1.03148691058858"
[1] "Newton iter: 1, lambda:1.15204817114126, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.16548013709394, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.16563679597075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16563681708657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16563681708657, diff to last: 0"
[1] "Final threshold is: 0.0306065800389872"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.1954765687773"
[1] "Newton iter: 1, lambda:1.19383864619604, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.19384112712166, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19384112712736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19384112712736"
[1] "Starting iterative with newton 1.19384112712736"
[1] "Starting newton at: 1.15886629056019"
[1] "Newton iter: 1, lambda:1.35364196746752, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.39671006002056, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.39862561140768, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39862927021093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862927022426, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39862927021093"
[1] "Starting iterative with newton 1.39862927021093"
[1] "Starting newton at: 1.82476929890565"
[1] "Newton iter: 1, lambda:1.31436128746249, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.46371268969797, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.48941976067666, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.49011192105001, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.49011241126867, diff to last: 0"
[1] "Newton iter: 6, lambda:1.49011241126892, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49011241126892"
[1] "Starting iterative with newton 1.49011241126892"
[1] "Starting newton at: 1.86920269798715"
[1] "Newton iter: 1, lambda:1.34053575355361, diff to last: 0.529"
[1] "Newton iter: 2, lambda:1.49757714531344, diff to last: 0.157"
[1] "Newton iter: 3, lambda:1.52655213671099, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.52744405198953, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52744487478105, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52744487478175, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52744487478175"
[1] "Starting iterative with newton 1.52744487478175"
[1] "Starting newton at: 1.86595422570054"
[1] "Newton iter: 1, lambda:1.37815655602347, diff to last: 0.488"
[1] "Newton iter: 2, lambda:1.51850772185107, diff to last: 0.14"
[1] "Newton iter: 3, lambda:1.5415319807212, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.54209446644504, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5420947949258, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54209479492591, diff to last: 0"
[1] "Final threshold is: 0.0404913838313501"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.32118651390649"
[1] "Newton iter: 1, lambda:1.10039177736365, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.13641421546806, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.13759400051749, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13759523750782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13759523750917, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13759523750917"
[1] "Starting iterative with newton 1.13759523750917"
[1] "Starting newton at: 1.28281877684785"
[1] "Newton iter: 1, lambda:1.29495695945148, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.29509923295134, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29509925231257, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29509925231257, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29509925231257"
[1] "Starting iterative with newton 1.29509925231257"
[1] "Starting newton at: 1.29602323887719"
[1] "Newton iter: 1, lambda:1.36547297805057, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.37050585444513, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.37053097913525, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37053097975871, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37053097913525"
[1] "Starting iterative with newton 1.37053097913525"
[1] "Starting newton at: 1.31129193180618"
[1] "Newton iter: 1, lambda:1.39713433218966, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.40503996773205, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.40510301329226, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40510301727432, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40510301727432"
[1] "Starting iterative with newton 1.40510301727432"
[1] "Starting newton at: 1.32866697214379"
[1] "Newton iter: 1, lambda:1.4128963412917, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.42055399036664, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.42061350811921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42061351169048, diff to last: 0"
[1] "Final threshold is: 0.0373016024482627"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25896409894747"
[1] "Newton iter: 1, lambda:1.47922250364382, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.55712576403132, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56641700664031, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56654098378209, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56654100563382, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56654100563382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56654100563382"
[1] "Starting iterative with newton 1.56654100563382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115676008461084"
threshold is:
[{'ad': 0.0015325069138180671, 'da': 0.000594934096138168, 'dd': 0.00214658723481318}, {'ad': 0.0029071079362244998, 'da': 0.0019151705947579604, 'dd': 0.004940311858652823}, {'ad': 0.006720581583059267, 'da': 0.006194006024318442, 'dd': 0.011482905837241935}, {'ad': 0.015544440997746505, 'da': 0.014983807646057994, 'dd': 0.030606580038987228}, {'ad': 0.04049138383135009, 'da': 0.03730160244826266, 'dd': 0.11567600846108368}]
Number of points in noise estimation: 128
Estimated noise: 0.026257389600550143
0.026257389600550143
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.8425351122539"
[1] "Starting iterative with newton 19.8425351122539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4357646497855"
[1] "Starting iterative with newton 18.4357646497855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8403447228799"
[1] "Starting iterative with newton 14.8403447228799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.26235053695642"
[1] "Starting iterative with newton 8.26235053695642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.67214422204264"
[1] "Starting iterative with newton 7.67214422204264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82086894828837"
[1] "Starting iterative with newton 4.82086894828837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 1.97314677144387"
[1] "Newton iter: 1, lambda:1.54166905784816, diff to last: 0.431"
[1] "Newton iter: 2, lambda:1.48926121191273, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.48712097597104, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48711719047836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48711719046649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48711719047836"
[1] "Starting iterative with newton 1.48711719047836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 1.56920790720112"
[1] "Newton iter: 1, lambda:1.31281500788267, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.26307249771413, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.26026310112711, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26025381294561, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26025381284394, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26025381284394"
[1] "Starting iterative with newton 1.26025381284394"
[1] "Starting newton at: 1.46560397070438"
[1] "Newton iter: 1, lambda:1.20306375923459, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.13579325855043, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.12931989852618, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.1292578928658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12925788717173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12925788717173"
[1] "Starting iterative with newton 1.12925788717173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 1.60586525772337"
[1] "Newton iter: 1, lambda:1.35270223419354, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.30844211440147, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.30639613381374, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30639160185635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30639160183408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30639160183408"
[1] "Starting iterative with newton 1.30639160183408"
[1] "Starting newton at: 1.52494426515355"
[1] "Newton iter: 1, lambda:1.27686492988575, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.22492553362314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.2216362892332, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22162266055147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22162266031719, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22162266031719"
[1] "Starting iterative with newton 1.22162266031719"
[1] "Starting newton at: 1.44973189897621"
[1] "Newton iter: 1, lambda:1.18771718760885, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.11808182871236, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.11092096358031, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.11084268156757, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11084267220649, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.11084267220649"
[1] "Starting iterative with newton 1.11084267220649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.04757472274499"
[1] "Newton iter: 1, lambda:1.11369314017763, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.10737431976233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.1073161580569, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10731615312033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10731615312033"
[1] "Starting iterative with newton 1.10731615312033"
[1] "Starting newton at: 1.40896200951839"
[1] "Newton iter: 1, lambda:1.42232878645614, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42219246533249, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42219245143556, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42219245143556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42219245143556"
[1] "Starting iterative with newton 1.42219245143556"
[1] "Starting newton at: 1.66684533761179"
[1] "Newton iter: 1, lambda:1.72494790119829, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.72379059691138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.72379023221585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72379023221581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72379023221581"
[1] "Starting iterative with newton 1.72379023221581"
[1] "Starting newton at: 1.96909777038898"
[1] "Newton iter: 1, lambda:1.96889107769615, diff to last: 0"
[1] "Newton iter: 2, lambda:1.96889107769641, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96889107769615"
[1] "Starting iterative with newton 1.96889107769615"
[1] "Starting newton at: 2.19666609673301"
[1] "Newton iter: 1, lambda:2.13225399734542, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.13304029973567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13304038305353, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13304038305353, diff to last: 0"
[1] "Final threshold is: 0.0560080723715433"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.31963183023644"
[1] "Newton iter: 1, lambda:1.34822394158907, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.34750481139408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34750437242475, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34750437242458, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34750437242475"
[1] "Starting iterative with newton 1.34750437242475"
[1] "Starting newton at: 1.99870844684082"
[1] "Newton iter: 1, lambda:1.98729338331807, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.98731521688534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98731521695939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.98731521688534"
[1] "Starting iterative with newton 1.98731521688534"
[1] "Starting newton at: 2.32319981611663"
[1] "Newton iter: 1, lambda:2.38692306687672, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.38865156166544, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38865295596028, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38865295596119, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38865295596119"
[1] "Starting iterative with newton 2.38865295596119"
[1] "Starting newton at: 2.62204174274588"
[1] "Newton iter: 1, lambda:2.60255485946857, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.60276703816848, diff to last: 0"
[1] "Newton iter: 3, lambda:2.6027670630939, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6027670630939, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60276703816848"
[1] "Starting iterative with newton 2.60276703816848"
[1] "Starting newton at: 2.72487781217573"
[1] "Newton iter: 1, lambda:2.70771794812739, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.70788962342179, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70788964054083, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70788964054083, diff to last: 0"
[1] "Final threshold is: 0.0711021132869743"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.21942902488595"
[1] "Newton iter: 1, lambda:1.25149579717832, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.2503506212732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2503491918176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25034919181537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25034919181537"
[1] "Starting iterative with newton 1.25034919181537"
[1] "Starting newton at: 1.77318714861486"
[1] "Newton iter: 1, lambda:1.78916648185515, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.78912663427819, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78912663406187, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78912663427819"
[1] "Starting iterative with newton 1.78912663427819"
[1] "Starting newton at: 2.16503842254596"
[1] "Newton iter: 1, lambda:2.17143984629881, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.17144990677904, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17144990680445, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17144990680445"
[1] "Starting iterative with newton 2.17144990680445"
[1] "Starting newton at: 2.39419925430188"
[1] "Newton iter: 1, lambda:2.37856747277873, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.37866205698165, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37866206036155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37866205698165"
[1] "Starting iterative with newton 2.37866205698165"
[1] "Starting newton at: 2.48802058998071"
[1] "Newton iter: 1, lambda:2.49380337093657, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.4938176467497, diff to last: 0"
[1] "Newton iter: 3, lambda:2.49381764683725, diff to last: 0"
[1] "Final threshold is: 0.0654811415434339"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93345384914355"
[1] "Newton iter: 1, lambda:2.19740965605917, diff to last: 0.264"
[1] "Newton iter: 2, lambda:2.23086892309036, diff to last: 0.033"
[1] "Newton iter: 3, lambda:2.23175020208546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23175082819312, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23175082819344, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23175082819312"
[1] "Starting iterative with newton 2.23175082819312"
[1] "Starting newton at: 3.09469019744535"
[1] "Newton iter: 1, lambda:3.05958468209303, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.06120833664825, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.06121192306798, diff to last: 0"
[1] "Newton iter: 4, lambda:3.06121192308545, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.06121192308545"
[1] "Starting iterative with newton 3.06121192308545"
[1] "Starting newton at: 3.56177808884449"
[1] "Newton iter: 1, lambda:3.61129627410605, diff to last: 0.05"
[1] "Newton iter: 2, lambda:3.6153519554317, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.61537768875362, diff to last: 0"
[1] "Newton iter: 4, lambda:3.61537768978407, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.61537768978407"
[1] "Starting iterative with newton 3.61537768978407"
[1] "Starting newton at: 3.89350153703307"
[1] "Newton iter: 1, lambda:3.91538987570926, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.91620466832729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.91620576036416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.91620576036612, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.91620576036612"
[1] "Starting iterative with newton 3.91620576036612"
[1] "Starting newton at: 3.99468495323965"
[1] "Newton iter: 1, lambda:4.11822335194931, diff to last: 0.124"
[1] "Newton iter: 2, lambda:4.1502058477377, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.15205843529966, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.15206432351625, diff to last: 0"
[1] "Newton iter: 5, lambda:4.15206432357553, diff to last: 0"
[1] "Final threshold is: 0.109022370590667"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.056008072371543254}, {'ad': 0.07110211328697434, 'da': 0.06548114154343394, 'dd': 0.10902237059066741}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369410125262688. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02625738960055014
0.02625738960055014
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.8425351122539"
[1] "Starting iterative with newton 19.8425351122539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4357646497855"
[1] "Starting iterative with newton 18.4357646497855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8403447228799"
[1] "Starting iterative with newton 14.8403447228799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.26235053695642"
[1] "Starting iterative with newton 8.26235053695642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.67214422204264"
[1] "Starting iterative with newton 7.67214422204264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82086894828837"
[1] "Starting iterative with newton 4.82086894828837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 1.97314677144387"
[1] "Newton iter: 1, lambda:1.54166905784816, diff to last: 0.431"
[1] "Newton iter: 2, lambda:1.48926121191273, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.48712097597104, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48711719047836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4871171904665, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48711719047836"
[1] "Starting iterative with newton 1.48711719047836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 1.56920790720112"
[1] "Newton iter: 1, lambda:1.31281500788267, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.26307249771413, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.26026310112711, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26025381294561, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26025381284394, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26025381284394"
[1] "Starting iterative with newton 1.26025381284394"
[1] "Starting newton at: 1.46560397070438"
[1] "Newton iter: 1, lambda:1.20306375923459, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.13579325855043, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.12931989852618, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.1292578928658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12925788717173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12925788717173"
[1] "Starting iterative with newton 1.12925788717173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 1.60586525772337"
[1] "Newton iter: 1, lambda:1.35270223419354, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.30844211440147, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.30639613381374, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30639160185635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30639160183408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30639160183408"
[1] "Starting iterative with newton 1.30639160183408"
[1] "Starting newton at: 1.52494426515355"
[1] "Newton iter: 1, lambda:1.27686492988575, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.22492553362314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.2216362892332, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22162266055147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22162266031719, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22162266031719"
[1] "Starting iterative with newton 1.22162266031719"
[1] "Starting newton at: 1.44973189897621"
[1] "Newton iter: 1, lambda:1.18771718760885, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.11808182871236, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.11092096358031, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.11084268156757, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11084267220649, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.11084267220649"
[1] "Starting iterative with newton 1.11084267220649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.04757472274499"
[1] "Newton iter: 1, lambda:1.11369314017763, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.10737431976233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.1073161580569, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10731615312033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10731615312033"
[1] "Starting iterative with newton 1.10731615312033"
[1] "Starting newton at: 1.40896200951839"
[1] "Newton iter: 1, lambda:1.42232878645614, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42219246533249, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42219245143556, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42219245143556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42219245143556"
[1] "Starting iterative with newton 1.42219245143556"
[1] "Starting newton at: 1.66684533761179"
[1] "Newton iter: 1, lambda:1.72494790119829, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.72379059691138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.72379023221585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72379023221581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72379023221581"
[1] "Starting iterative with newton 1.72379023221581"
[1] "Starting newton at: 1.96909777038898"
[1] "Newton iter: 1, lambda:1.96889107769615, diff to last: 0"
[1] "Newton iter: 2, lambda:1.96889107769641, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96889107769615"
[1] "Starting iterative with newton 1.96889107769615"
[1] "Starting newton at: 2.19666609673301"
[1] "Newton iter: 1, lambda:2.13225399734542, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.13304029973567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13304038305353, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13304038305353, diff to last: 0"
[1] "Final threshold is: 0.0560080723715432"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.31963183023644"
[1] "Newton iter: 1, lambda:1.34822394158907, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.34750481139408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34750437242475, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34750437242458, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34750437242475"
[1] "Starting iterative with newton 1.34750437242475"
[1] "Starting newton at: 1.99870844684082"
[1] "Newton iter: 1, lambda:1.98729338331807, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.98731521688534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98731521695939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.98731521688534"
[1] "Starting iterative with newton 1.98731521688534"
[1] "Starting newton at: 2.32319981611663"
[1] "Newton iter: 1, lambda:2.38692306687672, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.38865156166544, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38865295596028, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38865295596119, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38865295596119"
[1] "Starting iterative with newton 2.38865295596119"
[1] "Starting newton at: 2.62204174274588"
[1] "Newton iter: 1, lambda:2.60255485946857, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.60276703816848, diff to last: 0"
[1] "Newton iter: 3, lambda:2.6027670630939, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6027670630939, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60276703816848"
[1] "Starting iterative with newton 2.60276703816848"
[1] "Starting newton at: 2.72487781217573"
[1] "Newton iter: 1, lambda:2.70771794812739, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.70788962342179, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70788964054083, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70788964054083, diff to last: 0"
[1] "Final threshold is: 0.0711021132869743"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.21942902488595"
[1] "Newton iter: 1, lambda:1.25149579717832, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.2503506212732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2503491918176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25034919181537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25034919181537"
[1] "Starting iterative with newton 1.25034919181537"
[1] "Starting newton at: 1.77318714861486"
[1] "Newton iter: 1, lambda:1.78916648185515, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.78912663427819, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78912663406187, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78912663427819"
[1] "Starting iterative with newton 1.78912663427819"
[1] "Starting newton at: 2.16503842254596"
[1] "Newton iter: 1, lambda:2.17143984629881, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.17144990677904, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17144990680445, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17144990677904"
[1] "Starting iterative with newton 2.17144990677904"
[1] "Starting newton at: 2.39419925430188"
[1] "Newton iter: 1, lambda:2.37856747277873, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.37866205698165, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37866206036155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37866205698165"
[1] "Starting iterative with newton 2.37866205698165"
[1] "Starting newton at: 2.48802058998071"
[1] "Newton iter: 1, lambda:2.49380337093657, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.4938176467497, diff to last: 0"
[1] "Newton iter: 3, lambda:2.49381764683725, diff to last: 0"
[1] "Final threshold is: 0.0654811415434339"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93345384914355"
[1] "Newton iter: 1, lambda:2.19740965605917, diff to last: 0.264"
[1] "Newton iter: 2, lambda:2.23086892309036, diff to last: 0.033"
[1] "Newton iter: 3, lambda:2.23175020208546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23175082819312, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23175082819343, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23175082819312"
[1] "Starting iterative with newton 2.23175082819312"
[1] "Starting newton at: 3.09469019744535"
[1] "Newton iter: 1, lambda:3.05958468209303, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.06120833664825, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.06121192306798, diff to last: 0"
[1] "Newton iter: 4, lambda:3.06121192308545, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.06121192308545"
[1] "Starting iterative with newton 3.06121192308545"
[1] "Starting newton at: 3.56177808884449"
[1] "Newton iter: 1, lambda:3.61129627410605, diff to last: 0.05"
[1] "Newton iter: 2, lambda:3.6153519554317, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.61537768875362, diff to last: 0"
[1] "Newton iter: 4, lambda:3.61537768978407, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.61537768978407"
[1] "Starting iterative with newton 3.61537768978407"
[1] "Starting newton at: 3.89350153703307"
[1] "Newton iter: 1, lambda:3.91538987570926, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.91620466832729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.91620576036416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.91620576036612, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.91620576036612"
[1] "Starting iterative with newton 3.91620576036612"
[1] "Starting newton at: 3.99468495323965"
[1] "Newton iter: 1, lambda:4.11822335194931, diff to last: 0.124"
[1] "Newton iter: 2, lambda:4.1502058477377, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.15205843529966, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.15206432351625, diff to last: 0"
[1] "Newton iter: 5, lambda:4.15206432357553, diff to last: 0"
[1] "Final threshold is: 0.109022370590667"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05600807237154325}, {'ad': 0.07110211328697434, 'da': 0.06548114154343393, 'dd': 0.10902237059066737}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369410125262688. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02625738960055014
0.02625738960055014
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129896710513601, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131296651629075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131296813406908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13129681340691, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131296813406908"
[1] "Starting iterative with newton 0.131296813406908"
[1] "Starting newton at: 0.038547538972103"
[1] "Newton iter: 1, lambda:0.0607894079411333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0608129447251466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060812944751496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0608129447251466"
[1] "Starting iterative with newton 0.0608129447251466"
[1] "Starting newton at: 0.109031407653864"
[1] "Newton iter: 1, lambda:0.0583284563940777, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0584489631570893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584489638384816, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0584489631570893"
[1] "Starting iterative with newton 0.0584489631570893"
[1] "Starting newton at: 0.111395389221921"
[1] "Newton iter: 1, lambda:0.0582351849104068, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583675881711314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583675889933319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0583675889933319"
[1] "Starting iterative with newton 0.0583675889933319"
[1] "Starting newton at: 0.111476763385679"
[1] "Newton iter: 1, lambda:0.0582319620625454, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583647847484602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583647855758654, diff to last: 0"
[1] "Final threshold is: 0.00153250691381807"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.181990794749524"
[1] "Newton iter: 1, lambda:0.1062212531356, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106617904648582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106617915524191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106617915524191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106617904648582"
[1] "Starting iterative with newton 0.106617904648582"
[1] "Starting newton at: 0.046037815291907"
[1] "Newton iter: 1, lambda:0.0243853446880374, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0243998981726047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0243998981791773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0243998981791773"
[1] "Starting iterative with newton 0.0243998981791773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226780902164591, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226929924994962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226929925059324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0226929924994962"
[1] "Starting iterative with newton 0.0226929924994962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226436396713896, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226584753148875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022658475321257, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0226584753148875"
[1] "Starting iterative with newton 0.0226584753148875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226429433856121, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226577776842563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226577776906245, diff to last: 0"
[1] "Final threshold is: 0.000594934096138168"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.201548956290501"
[1] "Newton iter: 1, lambda:0.144332553826908, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.144605340308673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144605346539348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144605340308673"
[1] "Starting iterative with newton 0.144605340308673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0837800518222141, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842121813602782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0842121928342995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0842121928342995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0842121928342995"
[1] "Starting iterative with newton 0.0842121928342995"
[1] "Starting newton at: 0.0464682666970562"
[1] "Newton iter: 1, lambda:0.0817739387665999, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0818501321794762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0818501325339657, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0818501321794762"
[1] "Starting iterative with newton 0.0818501321794762"
[1] "Starting newton at: 0.0488303273518794"
[1] "Newton iter: 1, lambda:0.0816895507712249, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817555299976878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817555302634383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0817555299976878"
[1] "Starting iterative with newton 0.0817555299976878"
[1] "Starting newton at: 0.0489249295336678"
[1] "Newton iter: 1, lambda:0.0816861522925799, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817517377231363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817517379857213, diff to last: 0"
[1] "Final threshold is: 0.00214658723481318"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.425358104221237"
[1] "Newton iter: 1, lambda:0.2654552331889, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.269574167836037, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.269576967401086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269576967402379, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269576967401086"
[1] "Starting iterative with newton 0.269576967401086"
[1] "Starting newton at: 0.234837670825648"
[1] "Newton iter: 1, lambda:0.121243020965774, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.122524473092426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122524637082826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122524637082829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122524637082826"
[1] "Starting iterative with newton 0.122524637082826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110428281691656, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111612365376545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111612501266156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111612501266158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111612501266158"
[1] "Starting iterative with newton 0.111612501266158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109615410498945, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110779369261632, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110779500266193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110779500266195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110779500266193"
[1] "Starting iterative with newton 0.110779500266193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109553242905377, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110715670912672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110715801549579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110715801549581, diff to last: 0"
[1] "Final threshold is: 0.0029071079362245"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.444339266723496"
[1] "Newton iter: 1, lambda:0.26183605173918, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.26731321249625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.267318269519576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267318269523884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267318269519576"
[1] "Starting iterative with newton 0.267318269519576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843973383470647, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0850008118037272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0850008426651077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0850008426651078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0850008426651078"
[1] "Starting iterative with newton 0.0850008426651078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732547572896142, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736712873650672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736713008375459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0736713008375459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736713008375459"
[1] "Starting iterative with newton 0.0736713008375459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.072573881298496, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729804035617115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729804163224343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729804163224343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0729804035617115"
[1] "Starting iterative with newton 0.0729804035617115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725324165083295, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729383343104808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729383470289001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729383470289002, diff to last: 0"
[1] "Final threshold is: 0.00191517059475796"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.285749169171864"
[1] "Newton iter: 1, lambda:0.421896388733273, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.426780340051647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426786489722447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426786489732188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.426786489732188"
[1] "Starting iterative with newton 0.426786489732188"
[1] "Starting newton at: 0.215003655209622"
[1] "Newton iter: 1, lambda:0.212891764843573, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.212892492636246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212892492636332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.212892492636246"
[1] "Starting iterative with newton 0.212892492636246"
[1] "Starting newton at: 0.209849397593951"
[1] "Newton iter: 1, lambda:0.190734663650759, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.190791357457681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190791357956942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190791357457681"
[1] "Starting iterative with newton 0.190791357457681"
[1] "Starting newton at: 0.21497902593393"
[1] "Newton iter: 1, lambda:0.188297853041733, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.188407691083648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188407692947813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188407691083648"
[1] "Starting iterative with newton 0.188407691083648"
[1] "Starting newton at: 0.189940863711189"
[1] "Newton iter: 1, lambda:0.188148894999381, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.188149390849931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188149390849969, diff to last: 0"
[1] "Final threshold is: 0.00494031185865282"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0.502654573700347"
[1] "Newton iter: 1, lambda:0.565446537104446, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.566815383969735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.566816023570071, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566816023570211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566816023570071"
[1] "Starting iterative with newton 0.566816023570071"
[1] "Starting newton at: 0.220191256209077"
[1] "Newton iter: 1, lambda:0.299705744035684, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.301187907857994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.301188419497202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301188419497263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301188419497202"
[1] "Starting iterative with newton 0.301188419497202"
[1] "Starting newton at: 0.227516200603725"
[1] "Newton iter: 1, lambda:0.262371568191908, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.26263652198915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262636537262526, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262636537262526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262636537262526"
[1] "Starting iterative with newton 0.262636537262526"
[1] "Starting newton at: 0.244401721141622"
[1] "Newton iter: 1, lambda:0.256796456843735, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.25682956138204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256829561617987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25682956138204"
[1] "Starting iterative with newton 0.25682956138204"
[1] "Starting newton at: 0.247499050543261"
[1] "Newton iter: 1, lambda:0.255934797806587, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.255950103391788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255950103442144, diff to last: 0"
[1] "Final threshold is: 0.00672058158305927"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0.698310734849886"
[1] "Newton iter: 1, lambda:0.57381555404192, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.579234109360003, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.579244812772435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579244812814133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579244812772435"
[1] "Starting iterative with newton 0.579244812772435"
[1] "Starting newton at: 0.252980567094517"
[1] "Newton iter: 1, lambda:0.283977611189885, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.284192522607779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284192532912751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284192532912751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284192532912751"
[1] "Starting iterative with newton 0.284192532912751"
[1] "Starting newton at: 0.237972366128132"
[1] "Newton iter: 1, lambda:0.242757529993769, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.242762242096149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242762242100717, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242762242096149"
[1] "Starting iterative with newton 0.242762242096149"
[1] "Starting newton at: 0.219494168450164"
[1] "Newton iter: 1, lambda:0.236707139458515, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.236767413659828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.23676741439819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23676741439819"
[1] "Starting iterative with newton 0.23676741439819"
[1] "Starting newton at: 0.223941721013995"
[1] "Newton iter: 1, lambda:0.235866857329628, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.235895727416433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235895727585528, diff to last: 0"
[1] "Final threshold is: 0.00619400602431844"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 0.684145705694142"
[1] "Newton iter: 1, lambda:0.70219799921394, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.702351240454741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.702351251426454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702351251426454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702351240454741"
[1] "Starting iterative with newton 0.702351240454741"
[1] "Starting newton at: 0.414844712388116"
[1] "Newton iter: 1, lambda:0.495348931474137, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.497859199783019, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.497861607448866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49786160745108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497861607448866"
[1] "Starting iterative with newton 0.497861607448866"
[1] "Starting newton at: 0.409527316486114"
[1] "Newton iter: 1, lambda:0.450384686047631, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.450992020057506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.45099215341153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450992153411537, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45099215341153"
[1] "Starting iterative with newton 0.45099215341153"
[1] "Starting newton at: 0.406683317080273"
[1] "Newton iter: 1, lambda:0.439555658136346, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.439943091131115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439943144684691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439943144684692, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.439943144684691"
[1] "Starting iterative with newton 0.439943144684691"
[1] "Starting newton at: 0.405165550977931"
[1] "Newton iter: 1, lambda:0.436959657318908, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.437320875892616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437320922297674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437320922297674, diff to last: 0"
[1] "Final threshold is: 0.0114829058372419"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 0.796899227069536"
[1] "Newton iter: 1, lambda:0.809237487523961, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.809323623930107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.809323628106356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.809323623930107"
[1] "Starting iterative with newton 0.809323623930107"
[1] "Starting newton at: 0.637781066589211"
[1] "Newton iter: 1, lambda:0.655505283143911, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.655663493520557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.655663506059017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655663506059017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.655663506059017"
[1] "Starting iterative with newton 0.655663506059017"
[1] "Starting newton at: 0.665230016778096"
[1] "Newton iter: 1, lambda:0.608433019735509, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.609959099504671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.609960220696338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609960220696942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609960220696338"
[1] "Starting iterative with newton 0.609960220696338"
[1] "Starting newton at: 0.662508193437518"
[1] "Newton iter: 1, lambda:0.593986856860142, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.596173194142707, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.59617546667929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596175466681744, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.596175466681744"
[1] "Starting iterative with newton 0.596175466681744"
[1] "Starting newton at: 0.663720288360026"
[1] "Newton iter: 1, lambda:0.589444600636112, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.591999435736826, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.59200252706467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592002527069193, diff to last: 0"
[1] "Final threshold is: 0.015544440997766"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 0.822804071887915"
[1] "Newton iter: 1, lambda:0.782938808884836, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.783776050939278, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783776426715175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783776426715251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783776426715175"
[1] "Starting iterative with newton 0.783776426715175"
[1] "Starting newton at: 0.63830197839668"
[1] "Newton iter: 1, lambda:0.630055338285502, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.63008763403578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.63008763453234, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63008763403578"
[1] "Starting iterative with newton 0.63008763403578"
[1] "Starting newton at: 0.617260563646026"
[1] "Newton iter: 1, lambda:0.586339265497691, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.586774067858468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586774154586236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586774154586239, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.586774154586236"
[1] "Starting iterative with newton 0.586774154586236"
[1] "Starting newton at: 0.617697596406706"
[1] "Newton iter: 1, lambda:0.573399494506732, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.574278869976293, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.574279220835992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574279220836048, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574279220835992"
[1] "Starting iterative with newton 0.574279220835992"
[1] "Starting newton at: 0.616694582178423"
[1] "Newton iter: 1, lambda:0.569663293197956, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.570650635797481, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570651076668491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570651076668579, diff to last: 0"
[1] "Final threshold is: 0.014983807646058"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.07949142423379"
[1] "Newton iter: 1, lambda:1.05173900992558, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05235311566248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05235342183297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05235342183305, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05235342183305"
[1] "Starting iterative with newton 1.05235342183305"
[1] "Starting newton at: 1.05225851718412"
[1] "Newton iter: 1, lambda:1.11337400768674, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.11662993273094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.1166388526005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1166388526673, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1166388526673"
[1] "Starting iterative with newton 1.1166388526673"
[1] "Starting newton at: 1.04337712984297"
[1] "Newton iter: 1, lambda:1.13804331384798, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14613007834547, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.14618611257148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14618611524719, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14618611257148"
[1] "Starting iterative with newton 1.14618611257148"
[1] "Starting newton at: 1.03617793168679"
[1] "Newton iter: 1, lambda:1.14800919300723, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.15947853012879, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.15959225971533, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15959227081103, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15959227081104, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.15959227081103"
[1] "Starting iterative with newton 1.15959227081103"
[1] "Starting newton at: 1.0314869007017"
[1] "Newton iter: 1, lambda:1.1520481728381, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.16548014147938, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.16563680041954, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16563682153538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16563682153538, diff to last: 0"
[1] "Final threshold is: 0.0306065796013546"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.1954765687773"
[1] "Newton iter: 1, lambda:1.19383864619604, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.19384112712166, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19384112712736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19384112712736"
[1] "Starting iterative with newton 1.19384112712736"
[1] "Starting newton at: 1.15886629056019"
[1] "Newton iter: 1, lambda:1.35364196746752, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.39671006002056, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.39862561140768, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39862927021093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862927022426, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39862927021093"
[1] "Starting iterative with newton 1.39862927021093"
[1] "Starting newton at: 1.82476929890565"
[1] "Newton iter: 1, lambda:1.31436128746249, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.46371268969797, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.48941976067666, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.49011192105001, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.49011241126867, diff to last: 0"
[1] "Newton iter: 6, lambda:1.49011241126892, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49011241126867"
[1] "Starting iterative with newton 1.49011241126867"
[1] "Starting newton at: 1.86920269798739"
[1] "Newton iter: 1, lambda:1.34053575355304, diff to last: 0.529"
[1] "Newton iter: 2, lambda:1.4975771453132, diff to last: 0.157"
[1] "Newton iter: 3, lambda:1.52655213671088, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.52744405198943, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52744487478095, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52744487478165, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52744487478095"
[1] "Starting iterative with newton 1.52744487478095"
[1] "Starting newton at: 1.86595422570134"
[1] "Newton iter: 1, lambda:1.37815655602178, diff to last: 0.488"
[1] "Newton iter: 2, lambda:1.5185077218504, diff to last: 0.14"
[1] "Newton iter: 3, lambda:1.54153198072087, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.54209446644473, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.54209479492549, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5420947949256, diff to last: 0"
[1] "Final threshold is: 0.0404913838313391"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.32118651390649"
[1] "Newton iter: 1, lambda:1.10039177736365, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.13641421546806, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.13759400051749, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13759523750782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13759523750917, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13759523750782"
[1] "Starting iterative with newton 1.13759523750782"
[1] "Starting newton at: 1.28281877684921"
[1] "Newton iter: 1, lambda:1.29495695945086, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.29509923295067, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2950992523119, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2950992523119, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29509923295067"
[1] "Starting iterative with newton 1.29509923295067"
[1] "Starting newton at: 1.29602325823909"
[1] "Newton iter: 1, lambda:1.36547297276634, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.37050584547863, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.37053097013181, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37053097075527, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37053097013181"
[1] "Starting iterative with newton 1.37053097013181"
[1] "Starting newton at: 1.31129194080962"
[1] "Newton iter: 1, lambda:1.39713433024856, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.40503996369918, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.4051030092258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40510301320786, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4051030092258"
[1] "Starting iterative with newton 1.4051030092258"
[1] "Starting newton at: 1.32866698019231"
[1] "Newton iter: 1, lambda:1.41289633957558, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.42055398680861, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.42061350453237, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42061350810363, diff to last: 0"
[1] "Final threshold is: 0.0373016023540814"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25896409894747"
[1] "Newton iter: 1, lambda:1.47922250364382, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.55712576403132, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56641700664031, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.5665409837821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56654100563382, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56654100563382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56654100563382"
[1] "Starting iterative with newton 1.56654100563382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115676008461084"
threshold is:
[{'ad': 0.0015325069138180667, 'da': 0.0005949340961381678, 'dd': 0.0021465872348131795}, {'ad': 0.0029071079362244993, 'da': 0.00191517059475796, 'dd': 0.004940311858652823}, {'ad': 0.0067205815830592664, 'da': 0.006194006024318441, 'dd': 0.011482905837241932}, {'ad': 0.015544440997766019, 'da': 0.014983807646057968, 'dd': 0.03060657960135463}, {'ad': 0.04049138383133906, 'da': 0.03730160235408142, 'dd': 0.11567600846108367}]
Number of points in noise estimation: 128
Estimated noise: 0.026257389600550143
0.026257389600550143
threshold is:
[{'ad': 0.00445966933186881, 'da': 0.004008340713229891, 'dd': 0.0034313277390937316}, {'ad': 0.0023105529251852275, 'da': 0.001594187531902519, 'dd': 0.0034860782736842594}, {'ad': 0.006766676377452541, 'da': 0.008337701204995066, 'dd': 0.009478703637810094}, {'ad': 0.013908815300455457, 'da': 0.010318170594725628, 'dd': 0.024881660406695302}, {'ad': 0.030379196022097932, 'da': 0.02717131632848271, 'dd': 0.11567600846108368}]
['stjerten256', 0.025, 0, 0.0006176670556165375, 0.00029733867797519537, 0.00029652000803477227, 0.001353693695259067, 0.00031918994496521404, 0.00038187727307341217, 0.00031918994466949725, 0.00038187727307341217, 32.0924556192198, 35.26748593860556, 35.279459967822625, 28.684795937807127, 34.9595079813241, 34.18076187325837, 34.95950798534767, 34.18076187325837]
stjerten256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.012585247830871"
[1] "Newton iter: 1, lambda:0.150372227799759, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.152114130008808, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.152114406552808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152114406552815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152114406552808"
[1] "Starting iterative with newton 0.152114406552808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0477635642639082, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0478700239724403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0478700245014505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0478700239724403"
[1] "Starting iterative with newton 0.0478700239724403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044294539037547, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443814324095378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443814327440099, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0443814324095378"
[1] "Starting iterative with newton 0.0443814324095378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441782369751538, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442645242637511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442645245929997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442645245929997"
[1] "Starting iterative with newton 0.0442645245929997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441743394575541, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.044260606488584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442606068176588, diff to last: 0"
[1] "Final threshold is: 0.00117353365019848"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100884394536246, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.10157775420446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101577786878669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101577786878669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.101577786878669"
[1] "Starting iterative with newton 0.101577786878669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032872446219565, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329104392241922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329104392749324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329104392241922"
[1] "Starting iterative with newton 0.0329104392241922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305653423582806, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305977078217956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305977078580793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0305977078217956"
[1] "Starting iterative with newton 0.0305977078217956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304882029434894, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305203873461105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305203873819695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305203873461105"
[1] "Starting iterative with newton 0.0305203873461105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304856247248798, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030517803083972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305178031198168, diff to last: 0"
[1] "Final threshold is: 0.000809154498558651"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135761121297031, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.13724219938024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137242374807663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137242374807666, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137242374807663"
[1] "Starting iterative with newton 0.137242374807663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0690123960723298, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692638313306626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692638346655059, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692638313306626"
[1] "Starting iterative with newton 0.0692638313306626"
[1] "Starting newton at: 0.00579419743457826"
[1] "Newton iter: 1, lambda:0.0669971784820802, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0671916929522872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671916949156867, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671916929522872"
[1] "Starting iterative with newton 0.0671916929522872"
[1] "Starting newton at: 0.00786633581295364"
[1] "Newton iter: 1, lambda:0.0669467267616337, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671278893776903, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671278910799378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0671278910799378"
[1] "Starting iterative with newton 0.0671278910799378"
[1] "Starting newton at: 0.00793013768530305"
[1] "Newton iter: 1, lambda:0.066945164514325, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671259236059817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671259253006281, diff to last: 0"
[1] "Final threshold is: 0.00177978880974698"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.264366275788781"
[1] "Newton iter: 1, lambda:0.291318393259903, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.291446580882149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291446583771633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.291446580882149"
[1] "Starting iterative with newton 0.291446580882149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110641639583365, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111797140713744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111797266589436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111797266589438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111797266589438"
[1] "Starting iterative with newton 0.111797266589438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0995965556489055, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100481353464641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100481423240574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100481423240574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100481423240574"
[1] "Starting iterative with newton 0.100481423240574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988940349309147, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997631583916411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997632254692913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997632254692917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0997632254692917"
[1] "Starting iterative with newton 0.0997632254692917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098849415105519, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997175491333888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997176160426858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997176160426863, diff to last: 0"
[1] "Final threshold is: 0.00264393073723124"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.198610860955044"
[1] "Newton iter: 1, lambda:0.269719263443275, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.270545822547009, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.270545933438406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270545933438408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270545933438406"
[1] "Starting iterative with newton 0.270545933438406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09474613230422, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0955318624765411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0955319164897782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0955319164897785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0955319164897782"
[1] "Starting iterative with newton 0.0955319164897782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0834782143011472, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0840511480778153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840511750606504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840511750606504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0840511750606504"
[1] "Starting iterative with newton 0.0840511750606504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082735561749383, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832959451679995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832959708718772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832959708718773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0832959708718772"
[1] "Starting iterative with newton 0.0832959708718772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826867051060538, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832462689864929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832462946080394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832462946080394, diff to last: 0"
[1] "Final threshold is: 0.00220720716969994"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.473583630709759"
[1] "Newton iter: 1, lambda:0.444618553084186, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444838506940544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444838519710734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444838519710734, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444838519710734"
[1] "Starting iterative with newton 0.444838519710734"
[1] "Starting newton at: 0.13386256702714"
[1] "Newton iter: 1, lambda:0.2170103388367, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.218194748749961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.21819498804213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21819498804214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21819498804213"
[1] "Starting iterative with newton 0.21819498804213"
[1] "Starting newton at: 0.247850138936625"
[1] "Newton iter: 1, lambda:0.193395474465634, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.193871219068326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193871255493466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193871255493466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193871255493466"
[1] "Starting iterative with newton 0.193871255493466"
[1] "Starting newton at: 0.250209046189747"
[1] "Newton iter: 1, lambda:0.190613877637334, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.191179827723898, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191179878934521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191179878934521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191179878934521"
[1] "Starting iterative with newton 0.191179878934521"
[1] "Starting newton at: 0.252900422748692"
[1] "Newton iter: 1, lambda:0.190256469443444, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.190881236844468, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190881299207068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190881299207069, diff to last: 0"
[1] "Final threshold is: 0.00506106096559873"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0.611237062350787"
[1] "Newton iter: 1, lambda:0.571523991821745, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.572064463860157, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.572064565230643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572064565230646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572064565230646"
[1] "Starting iterative with newton 0.572064565230646"
[1] "Starting newton at: 0.23454393194299"
[1] "Newton iter: 1, lambda:0.305405056836078, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.306605409238056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306605751359109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306605751359136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306605751359109"
[1] "Starting iterative with newton 0.306605751359109"
[1] "Starting newton at: 0.278638740493722"
[1] "Newton iter: 1, lambda:0.26485896429073, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.264901378356928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26490137875925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.264901378356928"
[1] "Starting iterative with newton 0.264901378356928"
[1] "Starting newton at: 0.303820404731749"
[1] "Newton iter: 1, lambda:0.257637350270456, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.258107440895518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258107489804246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258107489804246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.258107489804246"
[1] "Starting iterative with newton 0.258107489804246"
[1] "Starting newton at: 0.302531797767656"
[1] "Newton iter: 1, lambda:0.256530122513267, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.256995742438837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256995790338318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256995790338319, diff to last: 0"
[1] "Final threshold is: 0.00681403242856959"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0.533963721988519"
[1] "Newton iter: 1, lambda:0.594694290886269, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.596099762428304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596100502494981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596100502495187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596100502494981"
[1] "Starting iterative with newton 0.596100502494981"
[1] "Starting newton at: 0.296953013125443"
[1] "Newton iter: 1, lambda:0.280987782545755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.2810453869716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281045387722596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.2810453869716"
[1] "Starting iterative with newton 0.2810453869716"
[1] "Starting newton at: 0.356650276487084"
[1] "Newton iter: 1, lambda:0.229294967099795, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.23262893036746, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.232631238349875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232631238350981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.232631238349875"
[1] "Starting iterative with newton 0.232631238349875"
[1] "Starting newton at: 0.356589608399471"
[1] "Newton iter: 1, lambda:0.221353254959801, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.225056861760708, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.22505966783881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225059667840421, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.22505966783881"
[1] "Starting iterative with newton 0.22505966783881"
[1] "Starting newton at: 0.364161178910535"
[1] "Newton iter: 1, lambda:0.219655371537497, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.2238708940228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223874520887423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223874520890108, diff to last: 0"
[1] "Final threshold is: 0.00593584915639072"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 0.762673598141022"
[1] "Newton iter: 1, lambda:0.677000280499491, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.680211864478808, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.680216530506216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680216530516054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.680216530506216"
[1] "Starting iterative with newton 0.680216530506216"
[1] "Starting newton at: 0.406361552030542"
[1] "Newton iter: 1, lambda:0.503650808163654, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.507304334541983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.507309401457131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507309401466869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.507309401457131"
[1] "Starting iterative with newton 0.507309401457131"
[1] "Starting newton at: 0.401017037491911"
[1] "Newton iter: 1, lambda:0.46776515389319, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.469403250976251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.469404227074481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469404227074827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.469404227074481"
[1] "Starting iterative with newton 0.469404227074481"
[1] "Starting newton at: 0.398411794656126"
[1] "Newton iter: 1, lambda:0.459476211042892, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.460832580542623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.460833243352484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460833243352642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460833243352484"
[1] "Starting iterative with newton 0.460833243352484"
[1] "Starting newton at: 0.391067088984479"
[1] "Newton iter: 1, lambda:0.457287755769155, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.458880400349536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.458881312237392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458881312237691, diff to last: 0"
[1] "Final threshold is: 0.0121668613261481"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 0.860726462160525"
[1] "Newton iter: 1, lambda:0.786669138124338, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.789594520171351, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.789599242443087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789599242455377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789599242443087"
[1] "Starting iterative with newton 0.789599242443087"
[1] "Starting newton at: 0.54231232736726"
[1] "Newton iter: 1, lambda:0.655790195049902, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.662381405942108, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.662403033490098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.662403033722479, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.662403033490098"
[1] "Starting iterative with newton 0.662403033490098"
[1] "Starting newton at: 0.554715011329445"
[1] "Newton iter: 1, lambda:0.623657592784952, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.625987290809798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625989905781939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625989905785232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.625989905785232"
[1] "Starting iterative with newton 0.625989905785232"
[1] "Starting newton at: 0.568636870287347"
[1] "Newton iter: 1, lambda:0.614314476305539, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.615321730959886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615322215066552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615322215066664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615322215066552"
[1] "Starting iterative with newton 0.615322215066552"
[1] "Starting newton at: 0.569679783779674"
[1] "Newton iter: 1, lambda:0.611341892867503, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.612176640728149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612176972283423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612176972283476, diff to last: 0"
[1] "Final threshold is: 0.0162313699211626"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 0.871487887834557"
[1] "Newton iter: 1, lambda:0.775821821948361, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.780528344339541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.780540263755167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780540263831466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780540263755167"
[1] "Starting iterative with newton 0.780540263755167"
[1] "Starting newton at: 0.618469309888962"
[1] "Newton iter: 1, lambda:0.626063080963621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.626090552867658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626090553226417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.626090552867658"
[1] "Starting iterative with newton 0.626090552867658"
[1] "Starting newton at: 0.613212021834082"
[1] "Newton iter: 1, lambda:0.582519996933375, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.582946848978286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.582946932237855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582946932237858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.582946932237858"
[1] "Starting iterative with newton 0.582946932237858"
[1] "Starting newton at: 0.626357635685087"
[1] "Newton iter: 1, lambda:0.569190772614945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.570643955059773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570644909073308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570644909073719, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.570644909073308"
[1] "Starting iterative with newton 0.570644909073308"
[1] "Starting newton at: 0.624485538112982"
[1] "Newton iter: 1, lambda:0.565579318390488, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.567116527248969, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.56711759119154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56711759119205, diff to last: 0"
[1] "Final threshold is: 0.0150366574180233"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05914720959998"
[1] "Newton iter: 1, lambda:1.06335766537548, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.06337210421542, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06337210438478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06337210421542"
[1] "Starting iterative with newton 1.06337210421542"
[1] "Starting newton at: 1.02252695811264"
[1] "Newton iter: 1, lambda:1.12074596417961, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.12933180498926, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.12939406574763, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12939406900303, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12939406900303"
[1] "Starting iterative with newton 1.12939406900303"
[1] "Starting newton at: 1.01141265479679"
[1] "Newton iter: 1, lambda:1.14290583290637, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.15880218315493, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.15901979321614, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15901983356088, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15901983356088, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15901983356088"
[1] "Starting iterative with newton 1.15901983356088"
[1] "Starting newton at: 1.02524423582783"
[1] "Newton iter: 1, lambda:1.15603622264246, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.17187545582652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.1720928736997, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17209291422398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17209291422398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17209291422398"
[1] "Starting iterative with newton 1.17209291422398"
[1] "Starting newton at: 1.02484847918436"
[1] "Newton iter: 1, lambda:1.16044671840782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.17756383027822, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.17781867056573, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17781872639287, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17781872639287, diff to last: 0"
[1] "Final threshold is: 0.0312288967303792"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.17957001690708"
[1] "Newton iter: 1, lambda:1.19801718105391, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.19833908226719, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19833917899372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19833917899373, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19833917899372"
[1] "Starting iterative with newton 1.19833917899372"
[1] "Starting newton at: 1.13534896663695"
[1] "Newton iter: 1, lambda:1.35073645596547, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.40435427861159, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.40737796795879, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40738717917511, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40738717926036, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40738717917511"
[1] "Starting iterative with newton 1.40738717917511"
[1] "Starting newton at: 1.77912197259819"
[1] "Newton iter: 1, lambda:1.39118707757166, diff to last: 0.388"
[1] "Newton iter: 2, lambda:1.49106938942888, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.50229316958648, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.50242446323249, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50242448100834, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50242448100834, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50242446323249"
[1] "Starting iterative with newton 1.50242446323249"
[1] "Starting newton at: 1.7800402597255"
[1] "Newton iter: 1, lambda:1.4629704725564, diff to last: 0.317"
[1] "Newton iter: 2, lambda:1.53580095435844, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.54170966536864, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54174622237319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54174622376442, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54174622237319"
[1] "Starting iterative with newton 1.54174622237319"
[1] "Starting newton at: 1.78117278066784"
[1] "Newton iter: 1, lambda:1.48896561427681, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.55278802120456, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.55730979021545, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.55733124915215, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55733124963326, diff to last: 0"
[1] "Final threshold is: 0.0412913597652951"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.30534517726257"
[1] "Newton iter: 1, lambda:1.12102235312431, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.14724912065415, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.14787831173092, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14787866768206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14787866768218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14787866768218"
[1] "Starting iterative with newton 1.14787866768218"
[1] "Starting newton at: 1.28785339081275"
[1] "Newton iter: 1, lambda:1.32019561693527, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.32124120444815, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32124227040657, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32124227040768, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32124227040768"
[1] "Starting iterative with newton 1.32124227040768"
[1] "Starting newton at: 1.29107659572643"
[1] "Newton iter: 1, lambda:1.39323122799062, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.40462629255409, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.40475851187123, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40475852949779, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40475852949779, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40475851187123"
[1] "Starting iterative with newton 1.40475851187123"
[1] "Starting newton at: 1.28928276867917"
[1] "Newton iter: 1, lambda:1.42252622489682, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.44265902165565, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.44308135086971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44308153346387, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44308153346391, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44308153346391"
[1] "Starting iterative with newton 1.44308153346391"
[1] "Starting newton at: 1.31448137498729"
[1] "Newton iter: 1, lambda:1.44151591656461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.45989508529956, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46024889834002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46024902733064, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46024902733066, diff to last: 0"
[1] "Final threshold is: 0.0387173043298468"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27097056480432"
[1] "Newton iter: 1, lambda:1.48231917307148, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.5538833458228, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.56166552997278, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.56175217605656, diff to last: 0"
[1] "Newton iter: 5, lambda:1.561752186707, diff to last: 0"
[1] "Newton iter: 6, lambda:1.561752186707, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.561752186707"
[1] "Starting iterative with newton 1.561752186707"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116807285856959"
threshold is:
[{'ad': 0.001173533650198476, 'da': 0.0008091544985586508, 'dd': 0.001779788809746978}, {'ad': 0.0026439307372312397, 'da': 0.002207207169699936, 'dd': 0.005061060965598732}, {'ad': 0.0068140324285695915, 'da': 0.005935849156390716, 'dd': 0.012166861326148113}, {'ad': 0.016231369921162603, 'da': 0.01503665741802326, 'dd': 0.0312288967303792}, {'ad': 0.0412913597652951, 'da': 0.03871730432984681, 'dd': 0.11680728585695872}]
Number of points in noise estimation: 128
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.6055910807165"
[1] "Starting iterative with newton 19.6055910807165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1586342945489"
[1] "Starting iterative with newton 18.1586342945489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2267328298768"
[1] "Starting iterative with newton 15.2267328298768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.14896843544981"
[1] "Starting iterative with newton 8.14896843544981"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.85892615224767"
[1] "Starting iterative with newton 7.85892615224767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.5800845515771"
[1] "Starting iterative with newton 4.5800845515771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 1.91624420604115"
[1] "Newton iter: 1, lambda:1.54316455144296, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.4981208617836, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.49658664316163, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49658476596205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49658476595923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49658476596205"
[1] "Starting iterative with newton 1.49658476596205"
[1] "Starting newton at: 1.83981883485505"
[1] "Newton iter: 1, lambda:1.49089590572379, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.44017875461348, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.43800773368309, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43800354078403, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43800354076836, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43800354076836"
[1] "Starting iterative with newton 1.43800354076836"
[1] "Starting newton at: 1.76277390535115"
[1] "Newton iter: 1, lambda:1.44179383629409, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.38815034801971, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.3854666707752, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38545961920728, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38545961915851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38545961915851"
[1] "Starting iterative with newton 1.38545961915851"
[1] "Starting newton at: 1.70402644071725"
[1] "Newton iter: 1, lambda:1.40678784959489, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.35323499834132, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.35037285053263, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35036430940411, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35036430932791, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35036430940411"
[1] "Starting iterative with newton 1.35036430940411"
[1] "Starting newton at: 1.67569639740303"
[1] "Newton iter: 1, lambda:1.37933549452032, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.32195915341205, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.31848206828103, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31846873426651, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31846873407006, diff to last: 0"
[1] "Final threshold is: 0.0349581162328827"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 1.46526687699363"
[1] "Newton iter: 1, lambda:1.31315607299697, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.29191623677122, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.29141851333989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29141823620636, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29141823620628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29141823620628"
[1] "Starting iterative with newton 1.29141823620628"
[1] "Starting newton at: 1.49911635420233"
[1] "Newton iter: 1, lambda:1.34334206470716, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.32267759552321, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.32223303634356, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32223282741611, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32223282741607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32223282741607"
[1] "Starting iterative with newton 1.32223282741607"
[1] "Starting newton at: 1.53900872790421"
[1] "Newton iter: 1, lambda:1.37950791307123, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.35974881857349, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.35937022016673, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35937007881565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35937007881563, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35937007881563"
[1] "Starting iterative with newton 1.35937007881563"
[1] "Starting newton at: 1.58022588137217"
[1] "Newton iter: 1, lambda:1.41490621394751, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.39565362779996, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.39531865287493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39531854957698, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39531854957697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39531854957697"
[1] "Starting iterative with newton 1.39531854957697"
[1] "Starting newton at: 1.63696339031897"
[1] "Newton iter: 1, lambda:1.45117987596858, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.42992015426179, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.42953984336483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42953971883988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42953971883987, diff to last: 0"
[1] "Final threshold is: 0.0379030722226221"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 1.58829864761136"
[1] "Newton iter: 1, lambda:1.34842869876851, diff to last: 0.24"
[1] "Newton iter: 2, lambda:1.3067498391775, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.30491184666915, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30490815393454, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30490815391962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30490815393454"
[1] "Starting iterative with newton 1.30490815393454"
[1] "Starting newton at: 1.52547855529154"
[1] "Newton iter: 1, lambda:1.27417728445867, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.22029834230743, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.21670605930719, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.21668955825022, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2166895579016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2166895579016"
[1] "Starting iterative with newton 1.2166895579016"
[1] "Starting newton at: 1.44148540836964"
[1] "Newton iter: 1, lambda:1.18523310204966, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.11683944524338, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.10986134359535, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.10978643237227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10978642373536, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.10978643237227"
[1] "Starting iterative with newton 1.10978643237227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05575022951775"
[1] "Newton iter: 1, lambda:1.12693342762568, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.11978817911329, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1197157931092, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11971578566184, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1197157931092"
[1] "Starting iterative with newton 1.1197157931092"
[1] "Starting newton at: 1.38438744205983"
[1] "Newton iter: 1, lambda:1.4516898474394, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.44823157188095, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.44822329470513, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44822329465743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44822329465743"
[1] "Starting iterative with newton 1.44822329465743"
[1] "Starting newton at: 1.8576213599397"
[1] "Newton iter: 1, lambda:1.78391420894152, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.7833575821243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78335752315756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78335752315756, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78335752315756"
[1] "Starting iterative with newton 1.78335752315756"
[1] "Starting newton at: 2.02066248831042"
[1] "Newton iter: 1, lambda:2.02972493139518, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.02972941376631, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02972941376759, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.02972941376631"
[1] "Starting iterative with newton 2.02972941376631"
[1] "Starting newton at: 2.13597116367109"
[1] "Newton iter: 1, lambda:2.19502308036098, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.19549734787615, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19549738982101, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19549738982101, diff to last: 0"
[1] "Final threshold is: 0.0582118111405098"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.30991730018951"
[1] "Newton iter: 1, lambda:1.3318672568506, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.33143152395252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33143135671988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33143135671985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33143135671985"
[1] "Starting iterative with newton 1.33143135671985"
[1] "Starting newton at: 1.98168847323408"
[1] "Newton iter: 1, lambda:1.97423827727093, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.97424668701591, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97424668702605, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.97424668701591"
[1] "Starting iterative with newton 1.97424668701591"
[1] "Starting newton at: 2.29863444556423"
[1] "Newton iter: 1, lambda:2.38121449421629, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.38403042453223, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.38403414545015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38403414545667, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38403414545015"
[1] "Starting iterative with newton 2.38403414545015"
[1] "Starting newton at: 2.63902528439255"
[1] "Newton iter: 1, lambda:2.60012763013041, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.60099646789606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.60099689392727, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60099689392738, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60099689392727"
[1] "Starting iterative with newton 2.60099689392727"
[1] "Starting newton at: 2.73363330677671"
[1] "Newton iter: 1, lambda:2.69885849891957, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.69958390870679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69958422204408, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69958422204413, diff to last: 0"
[1] "Final threshold is: 0.0715772597226096"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.35398704021809"
[1] "Newton iter: 1, lambda:1.29221184151299, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.28865917586667, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28864649311664, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28864649295445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28864649295445"
[1] "Starting iterative with newton 1.28864649295445"
[1] "Starting newton at: 1.80955627589636"
[1] "Newton iter: 1, lambda:1.8568521658946, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.85662729895199, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85662729676391, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85662729895199"
[1] "Starting iterative with newton 1.85662729895199"
[1] "Starting newton at: 2.22563541015256"
[1] "Newton iter: 1, lambda:2.22565358913313, diff to last: 0"
[1] "Newton iter: 2, lambda:2.22565358923378, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.22565358913313"
[1] "Starting iterative with newton 2.22565358913313"
[1] "Starting newton at: 2.44769475987191"
[1] "Newton iter: 1, lambda:2.42330298530161, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.42355892372551, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4235589510634, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4235589510634, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4235589510634"
[1] "Starting iterative with newton 2.4235589510634"
[1] "Starting newton at: 2.52579489457353"
[1] "Newton iter: 1, lambda:2.53028994685244, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.53029926018069, diff to last: 0"
[1] "Newton iter: 3, lambda:2.53029926022083, diff to last: 0"
[1] "Final threshold is: 0.06708880791562"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94583035990235"
[1] "Newton iter: 1, lambda:2.17603416939062, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.20070670718588, diff to last: 0.025"
[1] "Newton iter: 3, lambda:2.20114874452503, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20114888953929, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2011488895393, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20114888953929"
[1] "Starting iterative with newton 2.20114888953929"
[1] "Starting newton at: 3.02712978728819"
[1] "Newton iter: 1, lambda:3.02097247676166, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.02102337279515, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02102337628897, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.02102337279515"
[1] "Starting iterative with newton 3.02102337279515"
[1] "Starting newton at: 3.51518665559437"
[1] "Newton iter: 1, lambda:3.59718349205841, diff to last: 0.082"
[1] "Newton iter: 2, lambda:3.60901790557072, diff to last: 0.012"
[1] "Newton iter: 3, lambda:3.60924564096175, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60924572399289, diff to last: 0"
[1] "Newton iter: 5, lambda:3.6092457239929, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.60924572399289"
[1] "Starting iterative with newton 3.60924572399289"
[1] "Starting newton at: 4.005435660676"
[1] "Newton iter: 1, lambda:4.0199632005938, diff to last: 0.015"
[1] "Newton iter: 2, lambda:4.02032495885222, diff to last: 0"
[1] "Newton iter: 3, lambda:4.02032517778705, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02032517778713, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.02032517778705"
[1] "Starting iterative with newton 4.02032517778705"
[1] "Starting newton at: 4.12921877504299"
[1] "Newton iter: 1, lambda:4.18892101204796, diff to last: 0.06"
[1] "Newton iter: 2, lambda:4.19554219309713, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.19561612517069, diff to last: 0"
[1] "Newton iter: 4, lambda:4.19561613427583, diff to last: 0"
[1] "Final threshold is: 0.11124331787361"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03495811623288272}, {'ad': 0.03790307222262209, 'da': 0.0, 'dd': 0.05821181114050979}, {'ad': 0.0715772597226096, 'da': 0.06708880791561997, 'dd': 0.11124331787361047}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368545083735643. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.6055910807165"
[1] "Starting iterative with newton 19.6055910807165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1586342945489"
[1] "Starting iterative with newton 18.1586342945489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2267328298768"
[1] "Starting iterative with newton 15.2267328298768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.14896843544981"
[1] "Starting iterative with newton 8.14896843544981"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.85892615224767"
[1] "Starting iterative with newton 7.85892615224767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.5800845515771"
[1] "Starting iterative with newton 4.5800845515771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 1.91624420604115"
[1] "Newton iter: 1, lambda:1.54316455144296, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.4981208617836, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.49658664316163, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49658476596205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49658476595923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49658476596205"
[1] "Starting iterative with newton 1.49658476596205"
[1] "Starting newton at: 1.83981883485505"
[1] "Newton iter: 1, lambda:1.49089590572379, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.44017875461348, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.43800773368309, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43800354078403, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43800354076836, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43800354076836"
[1] "Starting iterative with newton 1.43800354076836"
[1] "Starting newton at: 1.76277390535115"
[1] "Newton iter: 1, lambda:1.44179383629409, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.38815034801971, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.3854666707752, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38545961920728, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38545961915851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38545961915851"
[1] "Starting iterative with newton 1.38545961915851"
[1] "Starting newton at: 1.70402644071725"
[1] "Newton iter: 1, lambda:1.40678784959489, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.35323499834132, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.35037285053263, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35036430940411, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35036430932791, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35036430940411"
[1] "Starting iterative with newton 1.35036430940411"
[1] "Starting newton at: 1.67569639740303"
[1] "Newton iter: 1, lambda:1.37933549452032, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.32195915341205, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.31848206828103, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31846873426651, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31846873407006, diff to last: 0"
[1] "Final threshold is: 0.0349581162328827"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 1.46526687699363"
[1] "Newton iter: 1, lambda:1.31315607299697, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.29191623677122, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.29141851333989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29141823620636, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29141823620628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29141823620628"
[1] "Starting iterative with newton 1.29141823620628"
[1] "Starting newton at: 1.49911635420233"
[1] "Newton iter: 1, lambda:1.34334206470716, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.32267759552321, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.32223303634356, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32223282741611, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32223282741607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32223282741607"
[1] "Starting iterative with newton 1.32223282741607"
[1] "Starting newton at: 1.53900872790421"
[1] "Newton iter: 1, lambda:1.37950791307123, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.35974881857349, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.35937022016673, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35937007881565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35937007881563, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35937007881563"
[1] "Starting iterative with newton 1.35937007881563"
[1] "Starting newton at: 1.58022588137217"
[1] "Newton iter: 1, lambda:1.41490621394751, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.39565362779996, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.39531865287493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39531854957698, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39531854957697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39531854957697"
[1] "Starting iterative with newton 1.39531854957697"
[1] "Starting newton at: 1.63696339031897"
[1] "Newton iter: 1, lambda:1.45117987596858, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.42992015426179, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.42953984336483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42953971883988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42953971883987, diff to last: 0"
[1] "Final threshold is: 0.0379030722226221"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 1.58829864761136"
[1] "Newton iter: 1, lambda:1.34842869876851, diff to last: 0.24"
[1] "Newton iter: 2, lambda:1.3067498391775, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.30491184666915, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30490815393454, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30490815391962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30490815393454"
[1] "Starting iterative with newton 1.30490815393454"
[1] "Starting newton at: 1.52547855529154"
[1] "Newton iter: 1, lambda:1.27417728445867, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.22029834230743, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.21670605930719, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.21668955825022, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2166895579016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2166895579016"
[1] "Starting iterative with newton 1.2166895579016"
[1] "Starting newton at: 1.44148540836964"
[1] "Newton iter: 1, lambda:1.18523310204966, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.11683944524338, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.10986134359535, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.10978643237227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10978642373536, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.10978643237227"
[1] "Starting iterative with newton 1.10978643237227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05575022951775"
[1] "Newton iter: 1, lambda:1.12693342762568, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.11978817911329, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1197157931092, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11971578566184, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1197157931092"
[1] "Starting iterative with newton 1.1197157931092"
[1] "Starting newton at: 1.38438744205983"
[1] "Newton iter: 1, lambda:1.4516898474394, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.44823157188095, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.44822329470513, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44822329465743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44822329465743"
[1] "Starting iterative with newton 1.44822329465743"
[1] "Starting newton at: 1.8576213599397"
[1] "Newton iter: 1, lambda:1.78391420894152, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.7833575821243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78335752315756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78335752315756, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78335752315756"
[1] "Starting iterative with newton 1.78335752315756"
[1] "Starting newton at: 2.02066248831042"
[1] "Newton iter: 1, lambda:2.02972493139518, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.02972941376631, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02972941376759, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.02972941376631"
[1] "Starting iterative with newton 2.02972941376631"
[1] "Starting newton at: 2.13597116367109"
[1] "Newton iter: 1, lambda:2.19502308036098, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.19549734787615, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19549738982101, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19549738982101, diff to last: 0"
[1] "Final threshold is: 0.0582118111405098"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.30991730018951"
[1] "Newton iter: 1, lambda:1.3318672568506, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.33143152395252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33143135671988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33143135671985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33143135671985"
[1] "Starting iterative with newton 1.33143135671985"
[1] "Starting newton at: 1.98168847323408"
[1] "Newton iter: 1, lambda:1.97423827727093, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.97424668701591, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97424668702605, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.97424668701591"
[1] "Starting iterative with newton 1.97424668701591"
[1] "Starting newton at: 2.29863444556423"
[1] "Newton iter: 1, lambda:2.38121449421629, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.38403042453223, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.38403414545015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38403414545667, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38403414545015"
[1] "Starting iterative with newton 2.38403414545015"
[1] "Starting newton at: 2.63902528439255"
[1] "Newton iter: 1, lambda:2.60012763013041, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.60099646789606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.60099689392727, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60099689392738, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60099689392727"
[1] "Starting iterative with newton 2.60099689392727"
[1] "Starting newton at: 2.73363330677671"
[1] "Newton iter: 1, lambda:2.69885849891957, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.69958390870679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69958422204408, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69958422204413, diff to last: 0"
[1] "Final threshold is: 0.0715772597226096"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.35398704021809"
[1] "Newton iter: 1, lambda:1.29221184151299, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.28865917586667, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28864649311664, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28864649295445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28864649295445"
[1] "Starting iterative with newton 1.28864649295445"
[1] "Starting newton at: 1.80955627589636"
[1] "Newton iter: 1, lambda:1.8568521658946, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.85662729895199, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85662729676391, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85662729895199"
[1] "Starting iterative with newton 1.85662729895199"
[1] "Starting newton at: 2.22563541015256"
[1] "Newton iter: 1, lambda:2.22565358913313, diff to last: 0"
[1] "Newton iter: 2, lambda:2.22565358923378, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.22565358913313"
[1] "Starting iterative with newton 2.22565358913313"
[1] "Starting newton at: 2.44769475987191"
[1] "Newton iter: 1, lambda:2.42330298530161, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.42355892372551, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4235589510634, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4235589510634, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4235589510634"
[1] "Starting iterative with newton 2.4235589510634"
[1] "Starting newton at: 2.52579489457353"
[1] "Newton iter: 1, lambda:2.53028994685244, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.53029926018069, diff to last: 0"
[1] "Newton iter: 3, lambda:2.53029926022083, diff to last: 0"
[1] "Final threshold is: 0.06708880791562"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94583035990235"
[1] "Newton iter: 1, lambda:2.17603416939062, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.20070670718588, diff to last: 0.025"
[1] "Newton iter: 3, lambda:2.20114874452503, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20114888953929, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2011488895393, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20114888953929"
[1] "Starting iterative with newton 2.20114888953929"
[1] "Starting newton at: 3.02712978728819"
[1] "Newton iter: 1, lambda:3.02097247676166, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.02102337279515, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02102337628897, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.02102337279515"
[1] "Starting iterative with newton 3.02102337279515"
[1] "Starting newton at: 3.51518665559437"
[1] "Newton iter: 1, lambda:3.59718349205841, diff to last: 0.082"
[1] "Newton iter: 2, lambda:3.60901790557072, diff to last: 0.012"
[1] "Newton iter: 3, lambda:3.60924564096175, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60924572399289, diff to last: 0"
[1] "Newton iter: 5, lambda:3.6092457239929, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.60924572399289"
[1] "Starting iterative with newton 3.60924572399289"
[1] "Starting newton at: 4.005435660676"
[1] "Newton iter: 1, lambda:4.0199632005938, diff to last: 0.015"
[1] "Newton iter: 2, lambda:4.02032495885222, diff to last: 0"
[1] "Newton iter: 3, lambda:4.02032517778705, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02032517778713, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.02032517778705"
[1] "Starting iterative with newton 4.02032517778705"
[1] "Starting newton at: 4.12921877504299"
[1] "Newton iter: 1, lambda:4.18892101204796, diff to last: 0.06"
[1] "Newton iter: 2, lambda:4.19554219309713, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.19561612517069, diff to last: 0"
[1] "Newton iter: 4, lambda:4.19561613427583, diff to last: 0"
[1] "Final threshold is: 0.11124331787361"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03495811623288272}, {'ad': 0.03790307222262209, 'da': 0.0, 'dd': 0.05821181114050979}, {'ad': 0.0715772597226096, 'da': 0.06708880791561997, 'dd': 0.11124331787361047}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368545083735643. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.012585247830871"
[1] "Newton iter: 1, lambda:0.150372227799759, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.152114130008808, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.152114406552808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152114406552815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152114406552808"
[1] "Starting iterative with newton 0.152114406552808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0477635642639082, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0478700239724403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0478700245014505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0478700239724403"
[1] "Starting iterative with newton 0.0478700239724403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044294539037547, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443814324095378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443814327440099, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0443814324095378"
[1] "Starting iterative with newton 0.0443814324095378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441782369751538, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442645242637511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442645245929997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442645245929997"
[1] "Starting iterative with newton 0.0442645245929997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441743394575541, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.044260606488584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442606068176588, diff to last: 0"
[1] "Final threshold is: 0.00117353365019848"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100884394536246, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.10157775420446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101577786878669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101577786878669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.101577786878669"
[1] "Starting iterative with newton 0.101577786878669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032872446219565, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329104392241922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329104392749324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329104392241922"
[1] "Starting iterative with newton 0.0329104392241922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305653423582806, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305977078217956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305977078580793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0305977078217956"
[1] "Starting iterative with newton 0.0305977078217956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304882029434894, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305203873461105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305203873819695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305203873461105"
[1] "Starting iterative with newton 0.0305203873461105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304856247248798, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030517803083972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305178031198168, diff to last: 0"
[1] "Final threshold is: 0.000809154498558651"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135761121297031, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.13724219938024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137242374807663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137242374807666, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137242374807663"
[1] "Starting iterative with newton 0.137242374807663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0690123960723298, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692638313306626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692638346655059, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692638313306626"
[1] "Starting iterative with newton 0.0692638313306626"
[1] "Starting newton at: 0.00579419743457826"
[1] "Newton iter: 1, lambda:0.0669971784820802, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0671916929522872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671916949156867, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671916929522872"
[1] "Starting iterative with newton 0.0671916929522872"
[1] "Starting newton at: 0.00786633581295364"
[1] "Newton iter: 1, lambda:0.0669467267616337, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671278893776903, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671278910799378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0671278910799378"
[1] "Starting iterative with newton 0.0671278910799378"
[1] "Starting newton at: 0.00793013768530305"
[1] "Newton iter: 1, lambda:0.066945164514325, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671259236059817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671259253006281, diff to last: 0"
[1] "Final threshold is: 0.00177978880974698"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.264366275788781"
[1] "Newton iter: 1, lambda:0.291318393259903, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.291446580882149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291446583771633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.291446580882149"
[1] "Starting iterative with newton 0.291446580882149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110641639583365, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111797140713744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111797266589436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111797266589438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111797266589438"
[1] "Starting iterative with newton 0.111797266589438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0995965556489055, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100481353464641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100481423240574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100481423240574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100481423240574"
[1] "Starting iterative with newton 0.100481423240574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988940349309147, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997631583916411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997632254692913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997632254692917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0997632254692917"
[1] "Starting iterative with newton 0.0997632254692917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098849415105519, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997175491333888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997176160426858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997176160426863, diff to last: 0"
[1] "Final threshold is: 0.00264393073723124"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.198610860955044"
[1] "Newton iter: 1, lambda:0.269719263443275, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.270545822547009, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.270545933438406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270545933438408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270545933438406"
[1] "Starting iterative with newton 0.270545933438406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09474613230422, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0955318624765411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0955319164897782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0955319164897785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0955319164897782"
[1] "Starting iterative with newton 0.0955319164897782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0834782143011472, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0840511480778153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840511750606504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840511750606504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0840511750606504"
[1] "Starting iterative with newton 0.0840511750606504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082735561749383, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832959451679995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832959708718772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832959708718773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0832959708718772"
[1] "Starting iterative with newton 0.0832959708718772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826867051060538, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832462689864929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832462946080394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832462946080394, diff to last: 0"
[1] "Final threshold is: 0.00220720716969994"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.473583630709759"
[1] "Newton iter: 1, lambda:0.444618553084186, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444838506940544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444838519710734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444838519710734, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444838519710734"
[1] "Starting iterative with newton 0.444838519710734"
[1] "Starting newton at: 0.13386256702714"
[1] "Newton iter: 1, lambda:0.2170103388367, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.218194748749961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.21819498804213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21819498804214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21819498804213"
[1] "Starting iterative with newton 0.21819498804213"
[1] "Starting newton at: 0.247850138936625"
[1] "Newton iter: 1, lambda:0.193395474465634, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.193871219068326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193871255493466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193871255493466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193871255493466"
[1] "Starting iterative with newton 0.193871255493466"
[1] "Starting newton at: 0.250209046189747"
[1] "Newton iter: 1, lambda:0.190613877637334, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.191179827723898, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191179878934521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191179878934521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191179878934521"
[1] "Starting iterative with newton 0.191179878934521"
[1] "Starting newton at: 0.252900422748692"
[1] "Newton iter: 1, lambda:0.190256469443444, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.190881236844468, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190881299207068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190881299207069, diff to last: 0"
[1] "Final threshold is: 0.00506106096559873"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0.611237062350787"
[1] "Newton iter: 1, lambda:0.571523991821745, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.572064463860157, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.572064565230643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572064565230646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572064565230646"
[1] "Starting iterative with newton 0.572064565230646"
[1] "Starting newton at: 0.23454393194299"
[1] "Newton iter: 1, lambda:0.305405056836078, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.306605409238056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306605751359109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306605751359136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306605751359109"
[1] "Starting iterative with newton 0.306605751359109"
[1] "Starting newton at: 0.278638740493722"
[1] "Newton iter: 1, lambda:0.26485896429073, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.264901378356928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26490137875925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.264901378356928"
[1] "Starting iterative with newton 0.264901378356928"
[1] "Starting newton at: 0.303820404731749"
[1] "Newton iter: 1, lambda:0.257637350270456, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.258107440895518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258107489804246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258107489804246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.258107489804246"
[1] "Starting iterative with newton 0.258107489804246"
[1] "Starting newton at: 0.302531797767656"
[1] "Newton iter: 1, lambda:0.256530122513267, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.256995742438837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256995790338318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256995790338319, diff to last: 0"
[1] "Final threshold is: 0.00681403242856959"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0.533963721988519"
[1] "Newton iter: 1, lambda:0.594694290886269, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.596099762428304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596100502494981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596100502495187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596100502494981"
[1] "Starting iterative with newton 0.596100502494981"
[1] "Starting newton at: 0.296953013125443"
[1] "Newton iter: 1, lambda:0.280987782545755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.2810453869716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281045387722596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.2810453869716"
[1] "Starting iterative with newton 0.2810453869716"
[1] "Starting newton at: 0.356650276487084"
[1] "Newton iter: 1, lambda:0.229294967099795, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.23262893036746, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.232631238349875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232631238350981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.232631238349875"
[1] "Starting iterative with newton 0.232631238349875"
[1] "Starting newton at: 0.356589608399471"
[1] "Newton iter: 1, lambda:0.221353254959801, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.225056861760708, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.22505966783881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225059667840421, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.22505966783881"
[1] "Starting iterative with newton 0.22505966783881"
[1] "Starting newton at: 0.364161178910535"
[1] "Newton iter: 1, lambda:0.219655371537497, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.2238708940228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223874520887423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223874520890108, diff to last: 0"
[1] "Final threshold is: 0.00593584915639072"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 0.762673598141022"
[1] "Newton iter: 1, lambda:0.677000280499491, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.680211864478808, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.680216530506216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680216530516054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.680216530506216"
[1] "Starting iterative with newton 0.680216530506216"
[1] "Starting newton at: 0.406361552030542"
[1] "Newton iter: 1, lambda:0.503650808163654, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.507304334541983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.507309401457131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507309401466869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.507309401457131"
[1] "Starting iterative with newton 0.507309401457131"
[1] "Starting newton at: 0.401017037491911"
[1] "Newton iter: 1, lambda:0.46776515389319, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.469403250976251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.469404227074481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469404227074827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.469404227074481"
[1] "Starting iterative with newton 0.469404227074481"
[1] "Starting newton at: 0.398411794656126"
[1] "Newton iter: 1, lambda:0.459476211042892, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.460832580542623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.460833243352484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460833243352642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460833243352484"
[1] "Starting iterative with newton 0.460833243352484"
[1] "Starting newton at: 0.391067088984479"
[1] "Newton iter: 1, lambda:0.457287755769155, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.458880400349536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.458881312237392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458881312237691, diff to last: 0"
[1] "Final threshold is: 0.0121668613261481"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 0.860726462160525"
[1] "Newton iter: 1, lambda:0.786669138124338, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.789594520171351, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.789599242443087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789599242455377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789599242443087"
[1] "Starting iterative with newton 0.789599242443087"
[1] "Starting newton at: 0.54231232736726"
[1] "Newton iter: 1, lambda:0.655790195049902, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.662381405942108, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.662403033490098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.662403033722479, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.662403033490098"
[1] "Starting iterative with newton 0.662403033490098"
[1] "Starting newton at: 0.554715011329445"
[1] "Newton iter: 1, lambda:0.623657592784952, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.625987290809798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625989905781939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625989905785232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.625989905785232"
[1] "Starting iterative with newton 0.625989905785232"
[1] "Starting newton at: 0.568636870287347"
[1] "Newton iter: 1, lambda:0.614314476305539, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.615321730959886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615322215066552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615322215066664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615322215066552"
[1] "Starting iterative with newton 0.615322215066552"
[1] "Starting newton at: 0.569679783779674"
[1] "Newton iter: 1, lambda:0.611341892867503, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.612176640728149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612176972283423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612176972283476, diff to last: 0"
[1] "Final threshold is: 0.0162313699211626"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 0.871487887834557"
[1] "Newton iter: 1, lambda:0.775821821948361, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.780528344339541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.780540263755167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780540263831466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780540263755167"
[1] "Starting iterative with newton 0.780540263755167"
[1] "Starting newton at: 0.618469309888962"
[1] "Newton iter: 1, lambda:0.626063080963621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.626090552867658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626090553226417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.626090552867658"
[1] "Starting iterative with newton 0.626090552867658"
[1] "Starting newton at: 0.613212021834082"
[1] "Newton iter: 1, lambda:0.582519996933375, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.582946848978286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.582946932237855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582946932237858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.582946932237858"
[1] "Starting iterative with newton 0.582946932237858"
[1] "Starting newton at: 0.626357635685087"
[1] "Newton iter: 1, lambda:0.569190772614945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.570643955059773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570644909073308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570644909073719, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.570644909073308"
[1] "Starting iterative with newton 0.570644909073308"
[1] "Starting newton at: 0.624485538112982"
[1] "Newton iter: 1, lambda:0.565579318390488, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.567116527248969, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.56711759119154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56711759119205, diff to last: 0"
[1] "Final threshold is: 0.0150366574180233"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05914720959998"
[1] "Newton iter: 1, lambda:1.06335766537548, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.06337210421542, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06337210438478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06337210421542"
[1] "Starting iterative with newton 1.06337210421542"
[1] "Starting newton at: 1.02252695811264"
[1] "Newton iter: 1, lambda:1.12074596417961, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.12933180498926, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.12939406574763, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12939406900303, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12939406900303"
[1] "Starting iterative with newton 1.12939406900303"
[1] "Starting newton at: 1.01141265479679"
[1] "Newton iter: 1, lambda:1.14290583290637, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.15880218315493, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.15901979321614, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15901983356088, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15901983356088, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15901983356088"
[1] "Starting iterative with newton 1.15901983356088"
[1] "Starting newton at: 1.02524423582783"
[1] "Newton iter: 1, lambda:1.15603622264246, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.17187545582652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.1720928736997, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17209291422398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17209291422398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17209291422398"
[1] "Starting iterative with newton 1.17209291422398"
[1] "Starting newton at: 1.02484847918436"
[1] "Newton iter: 1, lambda:1.16044671840782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.17756383027822, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.17781867056573, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17781872639287, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17781872639287, diff to last: 0"
[1] "Final threshold is: 0.0312288967303792"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.17957001690708"
[1] "Newton iter: 1, lambda:1.19801718105391, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.19833908226719, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19833917899372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19833917899373, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19833917899372"
[1] "Starting iterative with newton 1.19833917899372"
[1] "Starting newton at: 1.13534896663695"
[1] "Newton iter: 1, lambda:1.35073645596547, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.40435427861159, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.40737796795879, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40738717917511, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40738717926036, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40738717917511"
[1] "Starting iterative with newton 1.40738717917511"
[1] "Starting newton at: 1.77912197259819"
[1] "Newton iter: 1, lambda:1.39118707757166, diff to last: 0.388"
[1] "Newton iter: 2, lambda:1.49106938942888, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.50229316958648, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.50242446323249, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50242448100834, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50242448100834, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50242446323249"
[1] "Starting iterative with newton 1.50242446323249"
[1] "Starting newton at: 1.7800402597255"
[1] "Newton iter: 1, lambda:1.4629704725564, diff to last: 0.317"
[1] "Newton iter: 2, lambda:1.53580095435844, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.54170966536864, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54174622237319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54174622376442, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54174622237319"
[1] "Starting iterative with newton 1.54174622237319"
[1] "Starting newton at: 1.78117278066784"
[1] "Newton iter: 1, lambda:1.48896561427681, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.55278802120456, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.55730979021545, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.55733124915215, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55733124963326, diff to last: 0"
[1] "Final threshold is: 0.0412913597652951"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.30534517726257"
[1] "Newton iter: 1, lambda:1.12102235312431, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.14724912065415, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.14787831173092, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14787866768206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14787866768218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14787866768218"
[1] "Starting iterative with newton 1.14787866768218"
[1] "Starting newton at: 1.28785339081275"
[1] "Newton iter: 1, lambda:1.32019561693527, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.32124120444815, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32124227040657, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32124227040768, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32124227040768"
[1] "Starting iterative with newton 1.32124227040768"
[1] "Starting newton at: 1.29107659572643"
[1] "Newton iter: 1, lambda:1.39323122799062, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.40462629255409, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.40475851187123, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40475852949779, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40475852949779, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40475851187123"
[1] "Starting iterative with newton 1.40475851187123"
[1] "Starting newton at: 1.28928276867917"
[1] "Newton iter: 1, lambda:1.42252622489682, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.44265902165565, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.44308135086971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44308153346387, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44308153346391, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44308153346391"
[1] "Starting iterative with newton 1.44308153346391"
[1] "Starting newton at: 1.31448137498729"
[1] "Newton iter: 1, lambda:1.44151591656461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.45989508529956, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46024889834002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46024902733064, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46024902733066, diff to last: 0"
[1] "Final threshold is: 0.0387173043298468"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27097056480432"
[1] "Newton iter: 1, lambda:1.48231917307148, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.5538833458228, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.56166552997278, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.56175217605656, diff to last: 0"
[1] "Newton iter: 5, lambda:1.561752186707, diff to last: 0"
[1] "Newton iter: 6, lambda:1.561752186707, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.561752186707"
[1] "Starting iterative with newton 1.561752186707"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116807285856959"
threshold is:
[{'ad': 0.001173533650198476, 'da': 0.0008091544985586508, 'dd': 0.001779788809746978}, {'ad': 0.0026439307372312397, 'da': 0.002207207169699936, 'dd': 0.005061060965598732}, {'ad': 0.0068140324285695915, 'da': 0.005935849156390716, 'dd': 0.012166861326148113}, {'ad': 0.016231369921162603, 'da': 0.01503665741802326, 'dd': 0.0312288967303792}, {'ad': 0.0412913597652951, 'da': 0.03871730432984681, 'dd': 0.11680728585695872}]
Number of points in noise estimation: 128
Estimated noise: 0.02651417916067557
0.02651417916067557
threshold is:
[{'ad': 0.004665424535257756, 'da': 0.027391321080864284, 'dd': 0.001990102022128737}, {'ad': 0.002860826340430833, 'da': 0.0016755720522178413, 'dd': 0.005203502198109368}, {'ad': 0.005250886390433918, 'da': 0.005876702027030155, 'dd': 0.007644676379194501}, {'ad': 0.012311911502853157, 'da': 0.011915972511808728, 'dd': 0.024144011453568405}, {'ad': 0.03188955815602956, 'da': 0.029262035913936023, 'dd': 0.11680728585695872}]
['stjerten256', 0.025, 1, 0.0006244424818620863, 0.0002983504547289423, 0.0002961061633581325, 0.0013586986415776937, 0.0003208406795138368, 0.0003913075492416098, 0.0003208406795138368, 0.0003913075492416098, 32.045075588276035, 35.252732958922145, 35.28552552811413, 28.668768588033174, 34.93710572531444, 34.07481773458002, 34.93710572531444, 34.07481773458002]
stjerten256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.026563991161375613
0.026563991161375613
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123182181685411, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124425250806169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124425376876732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124425376876733, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124425376876732"
[1] "Starting iterative with newton 0.124425376876732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469695074541158, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470735205631579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470735210730384, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0470735205631579"
[1] "Starting iterative with newton 0.0470735205631579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437610427964564, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438495204217466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438495207833249, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438495207833249"
[1] "Starting iterative with newton 0.0438495207833249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436277147701053, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043715573941225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437155742974425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437155742974425"
[1] "Starting iterative with newton 0.0437155742974425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436221764768026, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043710010005056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437100103610522, diff to last: 0"
[1] "Final threshold is: 0.00116111231943795"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0914056509820113, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919637952219137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091963816010436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.091963816010436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.091963816010436"
[1] "Starting iterative with newton 0.091963816010436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269578905985434, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269793845072198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269793845208828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0269793845208828"
[1] "Starting iterative with newton 0.0269793845208828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252158046170395, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0252341986075876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252341986173749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0252341986173749"
[1] "Starting iterative with newton 0.0252341986173749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251694068352017, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251877217405065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251877217502037, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0251877217405065"
[1] "Starting iterative with newton 0.0251877217405065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025168171501075, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251864843032053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251864843129002, diff to last: 0"
[1] "Final threshold is: 0.000669053546674005"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0613921487430891"
[1] "Newton iter: 1, lambda:0.142044314434028, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.142622106054673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.142622135567913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142622135567913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.142622135567913"
[1] "Starting iterative with newton 0.142622135567913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0541139226143053, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0542400230700144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0542400237545677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0542400230700144"
[1] "Starting iterative with newton 0.0542400230700144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510865127671861, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511973723938233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511973729157044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0511973729157044"
[1] "Starting iterative with newton 0.0511973729157044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509796207593415, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510899673033848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510899678202134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0510899673033848"
[1] "Starting iterative with newton 0.0510899673033848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509758445157312, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510861729626794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510861734793303, diff to last: 0"
[1] "Final threshold is: 0.00135705266077343"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.328687892960919"
[1] "Newton iter: 1, lambda:0.27805308131053, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.278474661210041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278474690640963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278474690640963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.278474690640963"
[1] "Starting iterative with newton 0.278474690640963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114306716979099, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115533228087562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115533369086411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115533369086413, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115533369086411"
[1] "Starting iterative with newton 0.115533369086411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103809688099548, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104781300548295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104781385560711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104781385560712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104781385560711"
[1] "Starting iterative with newton 0.104781385560711"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103095510755743, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104051220905939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104051302938653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104051302938653, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104051302938653"
[1] "Starting iterative with newton 0.104051302938653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103046917453526, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104001551926034, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104001633759311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104001633759311, diff to last: 0"
[1] "Final threshold is: 0.00276269847995096"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.298007494315606"
[1] "Newton iter: 1, lambda:0.265122546911773, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.26529074464765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265290749064629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265290749064629"
[1] "Starting iterative with newton 0.265290749064629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0962435391097523, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.097072259809355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097072321233824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970723212338244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097072321233824"
[1] "Starting iterative with newton 0.097072321233824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0856904112547126, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0863053859303127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0863054176033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0863054176033001, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0863054176033"
[1] "Starting iterative with newton 0.0863054176033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0850160620055232, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0856187504182269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0856187807058152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0856187807058153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856187807058152"
[1] "Starting iterative with newton 0.0856187807058152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849730585176025, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0855749688749905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0855749990760017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0855749990760018, diff to last: 0"
[1] "Final threshold is: 0.00227321351908964"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201841694623151"
[1] "Newton iter: 1, lambda:0.411026113343817, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.422382129883464, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.422414672948642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42241467321531, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.42241467321531"
[1] "Starting iterative with newton 0.42241467321531"
[1] "Starting newton at: 0.177230230209384"
[1] "Newton iter: 1, lambda:0.200249029243242, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.200331023485867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200331024525133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200331023485867"
[1] "Starting iterative with newton 0.200331023485867"
[1] "Starting newton at: 0.286442761862599"
[1] "Newton iter: 1, lambda:0.17716589452194, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.17889829466279, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178898732584224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178898732584252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178898732584224"
[1] "Starting iterative with newton 0.178898732584224"
[1] "Starting newton at: 0.307875052764242"
[1] "Newton iter: 1, lambda:0.174165401195419, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.176740862848748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176741825376772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176741825376906, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176741825376772"
[1] "Starting iterative with newton 0.176741825376772"
[1] "Starting newton at: 0.310031959971695"
[1] "Newton iter: 1, lambda:0.17385332838574, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.17652287335685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176523906918863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176523906919018, diff to last: 0"
[1] "Final threshold is: 0.00468917950316829"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0.513732945408749"
[1] "Newton iter: 1, lambda:0.574653501988835, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.575971322742452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.575971928957908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575971928958036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575971928958036"
[1] "Starting iterative with newton 0.575971928958036"
[1] "Starting newton at: 0.236082510150919"
[1] "Newton iter: 1, lambda:0.298597534538335, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.299511315415799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.299511509644735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299511509644744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299511509644735"
[1] "Starting iterative with newton 0.299511509644735"
[1] "Starting newton at: 0.247786201554074"
[1] "Newton iter: 1, lambda:0.259296182197404, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.259324854916422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259324855094213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.259324854916422"
[1] "Starting iterative with newton 0.259324854916422"
[1] "Starting newton at: 0.262571051513374"
[1] "Newton iter: 1, lambda:0.253259796804962, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.253278324856998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253278324930408, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253278324856998"
[1] "Starting iterative with newton 0.253278324856998"
[1] "Starting newton at: 0.268578943273531"
[1] "Newton iter: 1, lambda:0.252307708252512, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.252364162834477, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252364163514859, diff to last: 0"
[1] "Final threshold is: 0.00670379940905666"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0.564640599470429"
[1] "Newton iter: 1, lambda:0.59014256216334, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.590379781695497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590379802065108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590379802065108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590379802065108"
[1] "Starting iterative with newton 0.590379802065108"
[1] "Starting newton at: 0.240360470420144"
[1] "Newton iter: 1, lambda:0.283038593915568, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.283443993490372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283444029964115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283444029964115, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283444029964115"
[1] "Starting iterative with newton 0.283444029964115"
[1] "Starting newton at: 0.278909227182789"
[1] "Newton iter: 1, lambda:0.241961239322448, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.242237134817527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.24223715023509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24223715023509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.24223715023509"
[1] "Starting iterative with newton 0.24223715023509"
[1] "Starting newton at: 0.286180261721857"
[1] "Newton iter: 1, lambda:0.236016474346647, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.236518303407398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236518353777827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236518353777827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.236518353777827"
[1] "Starting iterative with newton 0.236518353777827"
[1] "Starting newton at: 0.290018344176848"
[1] "Newton iter: 1, lambda:0.235121529470159, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.23572129365817, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235721365481398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235721365481399, diff to last: 0"
[1] "Final threshold is: 0.00626170026919524"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 0.670910711823242"
[1] "Newton iter: 1, lambda:0.699025616395401, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.699390453210385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.699390514041668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699390514041669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.699390514041668"
[1] "Starting iterative with newton 0.699390514041668"
[1] "Starting newton at: 0.42158367948624"
[1] "Newton iter: 1, lambda:0.50754906406174, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.51046362552236, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.510466922387303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510466922391518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.510466922391518"
[1] "Starting iterative with newton 0.510466922391518"
[1] "Starting newton at: 0.448787561076431"
[1] "Newton iter: 1, lambda:0.465074040786322, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.465172780832964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465172784451385, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.465172784451385"
[1] "Starting iterative with newton 0.465172784451385"
[1] "Starting newton at: 0.469093137933241"
[1] "Newton iter: 1, lambda:0.453949675528797, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.454033577719083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454033580302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.454033577719083"
[1] "Starting iterative with newton 0.454033577719083"
[1] "Starting newton at: 0.469670418107532"
[1] "Newton iter: 1, lambda:0.451154605204797, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.451279600969731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451279606685983, diff to last: 0"
[1] "Final threshold is: 0.0119877874833155"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 0.809450783754866"
[1] "Newton iter: 1, lambda:0.804870746784977, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.804882495696586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.804882495774051, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.804882495696586"
[1] "Starting iterative with newton 0.804882495696586"
[1] "Starting newton at: 0.587602249501613"
[1] "Newton iter: 1, lambda:0.651964199841605, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.654070610601883, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.654072827699751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654072827702205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.654072827699751"
[1] "Starting iterative with newton 0.654072827699751"
[1] "Starting newton at: 0.586231217285754"
[1] "Newton iter: 1, lambda:0.608672393280473, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.608915706231463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608915734664795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608915734664796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.608915734664795"
[1] "Starting iterative with newton 0.608915734664795"
[1] "Starting newton at: 0.603388003212865"
[1] "Newton iter: 1, lambda:0.595058493442639, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.59509133134322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595091331854747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59509133134322"
[1] "Starting iterative with newton 0.59509133134322"
[1] "Starting newton at: 0.604279127963179"
[1] "Newton iter: 1, lambda:0.590745779020439, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.590832012543188, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590832016057258, diff to last: 0"
[1] "Final threshold is: 0.015694856359055"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 0.842651733034164"
[1] "Newton iter: 1, lambda:0.782906067466845, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.784789513422958, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.784791436659428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.784791436661432, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.784791436659428"
[1] "Starting iterative with newton 0.784791436659428"
[1] "Starting newton at: 0.608863650876288"
[1] "Newton iter: 1, lambda:0.634888587760788, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.635217393467289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.635217445566059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63521744556606, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63521744556606"
[1] "Starting iterative with newton 0.63521744556606"
[1] "Starting newton at: 0.594947917864225"
[1] "Newton iter: 1, lambda:0.592685212706743, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.592687586658998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592687586661613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.592687586658998"
[1] "Starting iterative with newton 0.592687586658998"
[1] "Starting newton at: 0.597821195910532"
[1] "Newton iter: 1, lambda:0.580174444856347, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.580316631647236, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580316640921702, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.580316631647236"
[1] "Starting iterative with newton 0.580316631647236"
[1] "Starting newton at: 0.595748079586387"
[1] "Newton iter: 1, lambda:0.57652669955165, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.576694766332101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.576694779246765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.576694779246765, diff to last: 0"
[1] "Final threshold is: 0.0153193150187225"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.0711443721133"
[1] "Newton iter: 1, lambda:1.06029532665708, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.06038971092352, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06038971811626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06038971092352"
[1] "Starting iterative with newton 1.06038971092352"
[1] "Starting newton at: 1.03485349406709"
[1] "Newton iter: 1, lambda:1.12207460097283, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.12878461940743, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12882248657073, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12882248777138, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12882248777138"
[1] "Starting iterative with newton 1.12882248777138"
[1] "Starting newton at: 1.04075633020833"
[1] "Newton iter: 1, lambda:1.14821553204843, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.15868705174516, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.15878095679512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15878096429352, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15878096429352"
[1] "Starting iterative with newton 1.15878096429352"
[1] "Starting newton at: 1.04021182447183"
[1] "Newton iter: 1, lambda:1.15866245197501, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.17155138229399, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.1716948330109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17169485062463, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17169485062463, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17169485062463"
[1] "Starting iterative with newton 1.17169485062463"
[1] "Starting newton at: 1.04300123862653"
[1] "Newton iter: 1, lambda:1.16364059451334, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.17706787981755, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.17722406387971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17722408481758, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17722408481758, diff to last: 0"
[1] "Final threshold is: 0.0312717701840526"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.16907617486577"
[1] "Newton iter: 1, lambda:1.20205670948251, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.20309806507699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.20309907959854, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2030990795995, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20309907959854"
[1] "Starting iterative with newton 1.20309907959854"
[1] "Starting newton at: 1.16096584488418"
[1] "Newton iter: 1, lambda:1.36463866145831, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.41252457624114, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.41493160004464, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41493744929607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41493744933054, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41493744933054"
[1] "Starting iterative with newton 1.41493744933054"
[1] "Starting newton at: 1.84907765412549"
[1] "Newton iter: 1, lambda:1.32427260003317, diff to last: 0.525"
[1] "Newton iter: 2, lambda:1.48062801714456, diff to last: 0.156"
[1] "Newton iter: 3, lambda:1.5093677948324, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.5102481929029, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51024899772182, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5102489977225, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51024899772182"
[1] "Starting iterative with newton 1.51024899772182"
[1] "Starting newton at: 1.89301836462558"
[1] "Newton iter: 1, lambda:1.35436805663636, diff to last: 0.539"
[1] "Newton iter: 2, lambda:1.5167091989414, diff to last: 0.162"
[1] "Newton iter: 3, lambda:1.5483087908031, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.54938964867585, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.54939087663487, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54939087663645, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54939087663645"
[1] "Starting iterative with newton 1.54939087663645"
[1] "Starting newton at: 1.91106949706413"
[1] "Newton iter: 1, lambda:1.36508377734764, diff to last: 0.546"
[1] "Newton iter: 2, lambda:1.53054545735863, diff to last: 0.165"
[1] "Newton iter: 3, lambda:1.56364587459675, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.56483958354114, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.56484108865815, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56484108866054, diff to last: 0"
[1] "Final threshold is: 0.0415684248480725"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.2979810885075"
[1] "Newton iter: 1, lambda:1.13271129579653, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.15436570768696, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.15479797976599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15479814954776, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15479814954779, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15479814954779"
[1] "Starting iterative with newton 1.15479814954779"
[1] "Starting newton at: 1.26591887544495"
[1] "Newton iter: 1, lambda:1.32022874188327, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.32325157402468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.32326057452103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32326057460063, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32326057460063"
[1] "Starting iterative with newton 1.32326057460063"
[1] "Starting newton at: 1.27215544688342"
[1] "Newton iter: 1, lambda:1.39096278511969, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.40667711931094, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.40693170179567, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40693176771593, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40693176771593, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40693176771593"
[1] "Starting iterative with newton 1.40693176771593"
[1] "Starting newton at: 1.28456920448182"
[1] "Newton iter: 1, lambda:1.42378296027734, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.44604312613846, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.44656514743817, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44656542897955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44656542897963, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44656542897963"
[1] "Starting iterative with newton 1.44656542897963"
[1] "Starting newton at: 1.29705320380661"
[1] "Newton iter: 1, lambda:1.44041721275042, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.46428987675575, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.46489550828765, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46489588992293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46489588992308, diff to last: 0"
[1] "Final threshold is: 0.0389134814722521"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22941158939855"
[1] "Newton iter: 1, lambda:1.47921985680913, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.58111785735408, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.59766714310026, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.59807206810855, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59807230617918, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59807230617926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59807230617926"
[1] "Starting iterative with newton 1.59807230617926"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.11702673087804"
threshold is:
[{'ad': 0.0011611123194379472, 'da': 0.0006690535466740054, 'dd': 0.001357052660773431}, {'ad': 0.002762698479950956, 'da': 0.0022732135190896363, 'dd': 0.004689179503168294}, {'ad': 0.006703799409056662, 'da': 0.006261700269195238, 'dd': 0.011987787483315504}, {'ad': 0.015694856359055015, 'da': 0.015319315018722518, 'dd': 0.03127177018405257}, {'ad': 0.04156842484807253, 'da': 0.03891348147225214, 'dd': 0.11702673087804037}]
Number of points in noise estimation: 128
Estimated noise: 0.026563991161375613
0.026563991161375613
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.7139021711233"
[1] "Starting iterative with newton 19.7139021711233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5406508899444"
[1] "Starting iterative with newton 17.5406508899444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1798982377685"
[1] "Starting iterative with newton 15.1798982377685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.42067279126865"
[1] "Starting iterative with newton 8.42067279126865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66983754104396"
[1] "Starting iterative with newton 7.66983754104396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.07813860914452"
[1] "Starting iterative with newton 5.07813860914452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 1.87648730082582"
[1] "Newton iter: 1, lambda:1.53199833533966, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.49008528195488, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.48875069680185, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48874927428118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48874927427956, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48874927427956"
[1] "Starting iterative with newton 1.48874927427956"
[1] "Starting newton at: 1.75889916919609"
[1] "Newton iter: 1, lambda:1.42992367672905, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.37502702060926, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.37219352947186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37218558782137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37218558775886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37218558775886"
[1] "Starting iterative with newton 1.37218558775886"
[1] "Starting newton at: 1.61590384798959"
[1] "Newton iter: 1, lambda:1.28846264030889, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.20888036656485, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.20086797555923, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.20078247979356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20078247003751, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20078247003751"
[1] "Starting iterative with newton 1.20078247003751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 1.54871882910139"
[1] "Newton iter: 1, lambda:1.31290512103686, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26874792901943, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.26654078272091, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26653509581703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26653509577923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26653509581703"
[1] "Starting iterative with newton 1.26653509581703"
[1] "Starting newton at: 1.46670023362132"
[1] "Newton iter: 1, lambda:1.21772460037836, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.15740277846025, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.15237076034086, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.15233466694036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15233466508167, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15233466508167"
[1] "Starting iterative with newton 1.15233466508167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 1.56278831075489"
[1] "Newton iter: 1, lambda:1.3369072639389, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.29794647447605, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.29631342186518, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29631046739769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29631046738801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29631046738801"
[1] "Starting iterative with newton 1.29631046738801"
[1] "Starting newton at: 1.50984683458304"
[1] "Newton iter: 1, lambda:1.27580976244412, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.22794127448456, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.22514154214186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22513168324863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22513168312624, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22513168312624"
[1] "Starting iterative with newton 1.22513168312624"
[1] "Starting newton at: 1.44053214105288"
[1] "Newton iter: 1, lambda:1.19909824720121, diff to last: 0.241"
[1] "Newton iter: 2, lambda:1.13894320690002, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.13375195193946, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.13371221923042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13371221690131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.13371221923042"
[1] "Starting iterative with newton 1.13371221923042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.16279377457147"
[1] "Newton iter: 1, lambda:1.17108246793804, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.17099271588996, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17099270540131, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17099270540131, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17099270540131"
[1] "Starting iterative with newton 1.17099270540131"
[1] "Starting newton at: 1.58466085827989"
[1] "Newton iter: 1, lambda:1.5729109887926, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.57284446009251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57284445789518, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57284446009251"
[1] "Starting iterative with newton 1.57284446009251"
[1] "Starting newton at: 1.83997043242964"
[1] "Newton iter: 1, lambda:1.91652319236291, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.91573891962464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91573888993443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91573888993443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91573888993443"
[1] "Starting iterative with newton 1.91573888993443"
[1] "Starting newton at: 2.14547972270907"
[1] "Newton iter: 1, lambda:2.12431372055715, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.12438085636927, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12438085696075, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.12438085636927"
[1] "Starting iterative with newton 2.12438085636927"
[1] "Starting newton at: 2.24878362061893"
[1] "Newton iter: 1, lambda:2.25568696028934, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.25569700002767, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25569700004942, diff to last: 0"
[1] "Final threshold is: 0.0599203151714765"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.30669688877464"
[1] "Newton iter: 1, lambda:1.3389261477106, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.33799728868398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3379965469653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33799654696483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3379965469653"
[1] "Starting iterative with newton 1.3379965469653"
[1] "Starting newton at: 1.96902780815266"
[1] "Newton iter: 1, lambda:1.99047522710714, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.99054032936931, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9905403300683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9905403300683"
[1] "Starting iterative with newton 1.9905403300683"
[1] "Starting newton at: 2.34430021768792"
[1] "Newton iter: 1, lambda:2.41201461489556, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.41403777773013, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.41403975211549, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41403975211738, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.41403975211549"
[1] "Starting iterative with newton 2.41403975211549"
[1] "Starting newton at: 2.64562885598441"
[1] "Newton iter: 1, lambda:2.61999790114897, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62036906358405, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62036914061689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62036914061689, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62036914061689"
[1] "Starting iterative with newton 2.62036914061689"
[1] "Starting newton at: 2.72707090297176"
[1] "Newton iter: 1, lambda:2.71849067401283, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.71853360478812, diff to last: 0"
[1] "Newton iter: 3, lambda:2.71853360586103, diff to last: 0"
[1] "Final threshold is: 0.072215102677995"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.21806276928994"
[1] "Newton iter: 1, lambda:1.22998756749753, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22982512743362, diff to last: 0"
[1] "Newton iter: 3, lambda:1.229825097541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.229825097541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.229825097541"
[1] "Starting iterative with newton 1.229825097541"
[1] "Starting newton at: 1.75434552278302"
[1] "Newton iter: 1, lambda:1.76459383234836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.76457550316353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76457550310927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76457550310927"
[1] "Starting iterative with newton 1.76457550310927"
[1] "Starting newton at: 2.11664351761123"
[1] "Newton iter: 1, lambda:2.14910838363034, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.1493363462548, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14933635905795, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14933635905795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.14933635905795"
[1] "Starting iterative with newton 2.14933635905795"
[1] "Starting newton at: 2.35267515466146"
[1] "Newton iter: 1, lambda:2.37413902047127, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.37431319408671, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37431320597171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37431320597171, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37431319408671"
[1] "Starting iterative with newton 2.37431319408671"
[1] "Starting newton at: 2.4907734052307"
[1] "Newton iter: 1, lambda:2.50489768434276, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.50498667717635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50498668076086, diff to last: 0"
[1] "Final threshold is: 0.0665424439518763"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90414034970719"
[1] "Newton iter: 1, lambda:2.33476698804527, diff to last: 0.431"
[1] "Newton iter: 2, lambda:2.43893265848625, diff to last: 0.104"
[1] "Newton iter: 3, lambda:2.45135298169149, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.45153158498529, diff to last: 0"
[1] "Newton iter: 5, lambda:2.45153162178787, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45153162178788, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45153162178788"
[1] "Starting iterative with newton 2.45153162178788"
[1] "Starting newton at: 3.33772155808711"
[1] "Newton iter: 1, lambda:3.23661414451398, diff to last: 0.101"
[1] "Newton iter: 2, lambda:3.24983160167956, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.25009082292877, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25009092137395, diff to last: 0"
[1] "Newton iter: 5, lambda:3.25009092137396, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25009092137395"
[1] "Starting iterative with newton 3.25009092137395"
[1] "Starting newton at: 3.65462501489176"
[1] "Newton iter: 1, lambda:3.70221376421276, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.70605551372168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.70607914200243, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70607914289139, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.70607914200243"
[1] "Starting iterative with newton 3.70607914200243"
[1] "Starting newton at: 3.95890340099934"
[1] "Newton iter: 1, lambda:3.99595756866227, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.99840599880642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.99841609393611, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99841609410701, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.99841609393611"
[1] "Starting iterative with newton 3.99841609393611"
[1] "Starting newton at: 4.27796743306563"
[1] "Newton iter: 1, lambda:4.25616651276576, diff to last: 0.022"
[1] "Newton iter: 2, lambda:4.25693191892519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.25693290529146, diff to last: 0"
[1] "Newton iter: 4, lambda:4.25693290529309, diff to last: 0"
[1] "Final threshold is: 0.113081128070731"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05992031517147645}, {'ad': 0.07221510267799498, 'da': 0.06654244395187629, 'dd': 0.11308112807073134}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36676986122334. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02656399116137561
0.02656399116137561
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.7139021711233"
[1] "Starting iterative with newton 19.7139021711233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5406508899444"
[1] "Starting iterative with newton 17.5406508899444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1798982377685"
[1] "Starting iterative with newton 15.1798982377685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.42067279126865"
[1] "Starting iterative with newton 8.42067279126865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66983754104396"
[1] "Starting iterative with newton 7.66983754104396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.07813860914452"
[1] "Starting iterative with newton 5.07813860914452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 1.87648730082582"
[1] "Newton iter: 1, lambda:1.53199833533966, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.49008528195488, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.48875069680185, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48874927428118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48874927427956, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48874927428118"
[1] "Starting iterative with newton 1.48874927428118"
[1] "Starting newton at: 1.75889916919609"
[1] "Newton iter: 1, lambda:1.42992367672905, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.37502702060926, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.37219352947186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37218558782137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37218558775886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37218558782137"
[1] "Starting iterative with newton 1.37218558782137"
[1] "Starting newton at: 1.61590384798959"
[1] "Newton iter: 1, lambda:1.28846264030889, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.20888036656485, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.20086797555923, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.20078247979356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20078247003751, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20078247003751"
[1] "Starting iterative with newton 1.20078247003751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 1.54871882910139"
[1] "Newton iter: 1, lambda:1.31290512103686, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26874792901943, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.26654078272091, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26653509581703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26653509577923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26653509577923"
[1] "Starting iterative with newton 1.26653509577923"
[1] "Starting newton at: 1.46670023362132"
[1] "Newton iter: 1, lambda:1.21772460037836, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.15740277846025, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.15237076034086, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.15233466694036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15233466508167, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15233466508167"
[1] "Starting iterative with newton 1.15233466508167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 1.56278831075489"
[1] "Newton iter: 1, lambda:1.3369072639389, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.29794647447605, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.29631342186518, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29631046739769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29631046738801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29631046738801"
[1] "Starting iterative with newton 1.29631046738801"
[1] "Starting newton at: 1.50984683458304"
[1] "Newton iter: 1, lambda:1.27580976244412, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.22794127448456, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.22514154214186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22513168324863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22513168312625, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22513168324863"
[1] "Starting iterative with newton 1.22513168324863"
[1] "Starting newton at: 1.44053214105288"
[1] "Newton iter: 1, lambda:1.19909824720121, diff to last: 0.241"
[1] "Newton iter: 2, lambda:1.13894320690002, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.13375195193946, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.13371221923042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13371221690131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.13371221690131"
[1] "Starting iterative with newton 1.13371221690131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.16279377457147"
[1] "Newton iter: 1, lambda:1.17108246793804, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.17099271588996, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17099270540131, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17099270540131, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17099270540131"
[1] "Starting iterative with newton 1.17099270540131"
[1] "Starting newton at: 1.58466085827989"
[1] "Newton iter: 1, lambda:1.5729109887926, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.57284446009251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57284445789518, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57284446009251"
[1] "Starting iterative with newton 1.57284446009251"
[1] "Starting newton at: 1.83997043242965"
[1] "Newton iter: 1, lambda:1.91652319236291, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.91573891962464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91573888993443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91573888993443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91573888993443"
[1] "Starting iterative with newton 1.91573888993443"
[1] "Starting newton at: 2.14547972270907"
[1] "Newton iter: 1, lambda:2.12431372055715, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.12438085636927, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12438085696075, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.12438085636927"
[1] "Starting iterative with newton 2.12438085636927"
[1] "Starting newton at: 2.24878362061893"
[1] "Newton iter: 1, lambda:2.25568696028934, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.25569700002767, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25569700004942, diff to last: 0"
[1] "Final threshold is: 0.0599203151714764"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.30669688877464"
[1] "Newton iter: 1, lambda:1.3389261477106, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.33799728868398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3379965469653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33799654696483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33799654696483"
[1] "Starting iterative with newton 1.33799654696483"
[1] "Starting newton at: 1.96902780815266"
[1] "Newton iter: 1, lambda:1.99047522710714, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.99054032936931, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9905403300683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9905403300683"
[1] "Starting iterative with newton 1.9905403300683"
[1] "Starting newton at: 2.34430021768792"
[1] "Newton iter: 1, lambda:2.41201461489556, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.41403777773013, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.41403975211549, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41403975211738, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.41403975211549"
[1] "Starting iterative with newton 2.41403975211549"
[1] "Starting newton at: 2.64562885598441"
[1] "Newton iter: 1, lambda:2.61999790114897, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62036906358405, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62036914061689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62036914061689, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62036914061689"
[1] "Starting iterative with newton 2.62036914061689"
[1] "Starting newton at: 2.72707090297176"
[1] "Newton iter: 1, lambda:2.71849067401283, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.71853360478812, diff to last: 0"
[1] "Newton iter: 3, lambda:2.71853360586103, diff to last: 0"
[1] "Final threshold is: 0.072215102677995"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.21806276928994"
[1] "Newton iter: 1, lambda:1.22998756749753, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22982512743362, diff to last: 0"
[1] "Newton iter: 3, lambda:1.229825097541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.229825097541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.229825097541"
[1] "Starting iterative with newton 1.229825097541"
[1] "Starting newton at: 1.75434552278302"
[1] "Newton iter: 1, lambda:1.76459383234836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.76457550316353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76457550310927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76457550310927"
[1] "Starting iterative with newton 1.76457550310927"
[1] "Starting newton at: 2.11664351761123"
[1] "Newton iter: 1, lambda:2.14910838363034, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.1493363462548, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14933635905795, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14933635905795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.14933635905795"
[1] "Starting iterative with newton 2.14933635905795"
[1] "Starting newton at: 2.35267515466146"
[1] "Newton iter: 1, lambda:2.37413902047127, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.37431319408671, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37431320597171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37431320597171, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37431320597171"
[1] "Starting iterative with newton 2.37431320597171"
[1] "Starting newton at: 2.4907734052307"
[1] "Newton iter: 1, lambda:2.50489768434276, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.50498667717635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50498668076086, diff to last: 0"
[1] "Final threshold is: 0.0665424439518763"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90414034970719"
[1] "Newton iter: 1, lambda:2.33476698804527, diff to last: 0.431"
[1] "Newton iter: 2, lambda:2.43893265848625, diff to last: 0.104"
[1] "Newton iter: 3, lambda:2.45135298169149, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.45153158498528, diff to last: 0"
[1] "Newton iter: 5, lambda:2.45153162178787, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45153162178787, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45153158498528"
[1] "Starting iterative with newton 2.45153158498528"
[1] "Starting newton at: 3.33772155808711"
[1] "Newton iter: 1, lambda:3.23661414451398, diff to last: 0.101"
[1] "Newton iter: 2, lambda:3.24983160167956, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.25009082292877, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25009092137394, diff to last: 0"
[1] "Newton iter: 5, lambda:3.25009092137396, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25009092137394"
[1] "Starting iterative with newton 3.25009092137394"
[1] "Starting newton at: 3.65462501489176"
[1] "Newton iter: 1, lambda:3.70221376421276, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.70605551372168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.70607914200243, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70607914289139, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.70607914200243"
[1] "Starting iterative with newton 3.70607914200243"
[1] "Starting newton at: 3.95890340099934"
[1] "Newton iter: 1, lambda:3.99595756866227, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.99840599880642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.99841609393611, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99841609410701, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.99841609393611"
[1] "Starting iterative with newton 3.99841609393611"
[1] "Starting newton at: 4.27796743306563"
[1] "Newton iter: 1, lambda:4.25616651276576, diff to last: 0.022"
[1] "Newton iter: 2, lambda:4.25693191892519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.25693290529146, diff to last: 0"
[1] "Newton iter: 4, lambda:4.25693290529309, diff to last: 0"
[1] "Final threshold is: 0.113081128070731"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.059920315171476446}, {'ad': 0.07221510267799497, 'da': 0.06654244395187628, 'dd': 0.11308112807073133}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36676986122334. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02656399116137561
0.02656399116137561
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123182181685411, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124425250806169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124425376876732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124425376876733, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124425376876732"
[1] "Starting iterative with newton 0.124425376876732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469695074541158, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470735205631579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470735210730384, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0470735205631579"
[1] "Starting iterative with newton 0.0470735205631579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437610427964564, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438495204217466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438495207833249, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438495207833249"
[1] "Starting iterative with newton 0.0438495207833249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436277147701053, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043715573941225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437155742974425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437155742974425"
[1] "Starting iterative with newton 0.0437155742974425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436221764768026, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043710010005056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437100103610522, diff to last: 0"
[1] "Final threshold is: 0.00116111231943795"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0914056509820113, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919637952219137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091963816010436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.091963816010436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.091963816010436"
[1] "Starting iterative with newton 0.091963816010436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269578905985434, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269793845072198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269793845208828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0269793845208828"
[1] "Starting iterative with newton 0.0269793845208828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252158046170395, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0252341986075876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252341986173749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0252341986173749"
[1] "Starting iterative with newton 0.0252341986173749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251694068352017, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251877217405065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251877217502037, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0251877217405065"
[1] "Starting iterative with newton 0.0251877217405065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025168171501075, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251864843032053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251864843129002, diff to last: 0"
[1] "Final threshold is: 0.000669053546674005"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0613921487430895"
[1] "Newton iter: 1, lambda:0.142044314434028, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.142622106054673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.142622135567912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142622135567913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.142622135567913"
[1] "Starting iterative with newton 0.142622135567913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0541139226143053, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0542400230700144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0542400237545677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0542400230700144"
[1] "Starting iterative with newton 0.0542400230700144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510865127671861, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511973723938233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511973729157044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0511973729157044"
[1] "Starting iterative with newton 0.0511973729157044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509796207593415, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510899673033848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510899678202134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0510899673033848"
[1] "Starting iterative with newton 0.0510899673033848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509758445157312, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510861729626794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510861734793303, diff to last: 0"
[1] "Final threshold is: 0.00135705266077343"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.328687892960919"
[1] "Newton iter: 1, lambda:0.27805308131053, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.278474661210041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278474690640963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278474690640963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.278474690640963"
[1] "Starting iterative with newton 0.278474690640963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114306716979099, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115533228087562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115533369086411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115533369086412, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115533369086411"
[1] "Starting iterative with newton 0.115533369086411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103809688099548, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104781300548295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104781385560711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104781385560712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104781385560711"
[1] "Starting iterative with newton 0.104781385560711"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103095510755743, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104051220905939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104051302938653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104051302938653, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104051302938653"
[1] "Starting iterative with newton 0.104051302938653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103046917453526, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104001551926034, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104001633759311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104001633759311, diff to last: 0"
[1] "Final threshold is: 0.00276269847995096"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.298007494315607"
[1] "Newton iter: 1, lambda:0.265122546911773, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.26529074464765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265290749064629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265290749064629"
[1] "Starting iterative with newton 0.265290749064629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0962435391097522, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.097072259809355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097072321233824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970723212338244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097072321233824"
[1] "Starting iterative with newton 0.097072321233824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0856904112547125, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0863053859303127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0863054176033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0863054176033001, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0863054176033"
[1] "Starting iterative with newton 0.0863054176033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0850160620055232, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0856187504182268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0856187807058152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0856187807058152, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856187807058152"
[1] "Starting iterative with newton 0.0856187807058152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849730585176024, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0855749688749905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0855749990760017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0855749990760018, diff to last: 0"
[1] "Final threshold is: 0.00227321351908964"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201841694623152"
[1] "Newton iter: 1, lambda:0.411026113343817, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.422382129883463, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.422414672948642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42241467321531, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.422414672948642"
[1] "Starting iterative with newton 0.422414672948642"
[1] "Starting newton at: 0.177230230476053"
[1] "Newton iter: 1, lambda:0.200249029220525, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.200331023461081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200331024500348, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200331023461081"
[1] "Starting iterative with newton 0.200331023461081"
[1] "Starting newton at: 0.286442761887385"
[1] "Newton iter: 1, lambda:0.177165894518576, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.178898294660305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178898732581739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178898732581767, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178898732581739"
[1] "Starting iterative with newton 0.178898732581739"
[1] "Starting newton at: 0.307875052766727"
[1] "Newton iter: 1, lambda:0.17416540119506, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.176740862848497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176741825376521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176741825376655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176741825376521"
[1] "Starting iterative with newton 0.176741825376521"
[1] "Starting newton at: 0.310031959971946"
[1] "Newton iter: 1, lambda:0.173853328385704, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.176522873356824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176523906918838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176523906918993, diff to last: 0"
[1] "Final threshold is: 0.0046891795031635"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0.513732945408749"
[1] "Newton iter: 1, lambda:0.574653501988835, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.575971322742452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.575971928957908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575971928958036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575971928958036"
[1] "Starting iterative with newton 0.575971928958036"
[1] "Starting newton at: 0.236082510150919"
[1] "Newton iter: 1, lambda:0.298597534538335, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.299511315415799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.299511509644735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299511509644744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299511509644735"
[1] "Starting iterative with newton 0.299511509644735"
[1] "Starting newton at: 0.247786201554074"
[1] "Newton iter: 1, lambda:0.259296182197404, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.259324854916422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259324855094213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.259324854916422"
[1] "Starting iterative with newton 0.259324854916422"
[1] "Starting newton at: 0.262571051513374"
[1] "Newton iter: 1, lambda:0.253259796804962, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.253278324856998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253278324930408, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253278324930408"
[1] "Starting iterative with newton 0.253278324930408"
[1] "Starting newton at: 0.268578943200122"
[1] "Newton iter: 1, lambda:0.252307708264206, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.252364162845582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252364163525964, diff to last: 0"
[1] "Final threshold is: 0.00670379939127799"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0.564640599470429"
[1] "Newton iter: 1, lambda:0.59014256216334, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.590379781695497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590379802065108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590379802065108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590379802065108"
[1] "Starting iterative with newton 0.590379802065108"
[1] "Starting newton at: 0.240360470420144"
[1] "Newton iter: 1, lambda:0.283038593915568, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.283443993490372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283444029964115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283444029964115, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283444029964115"
[1] "Starting iterative with newton 0.283444029964115"
[1] "Starting newton at: 0.278909227182789"
[1] "Newton iter: 1, lambda:0.241961239322448, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.242237134817527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.24223715023509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24223715023509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.24223715023509"
[1] "Starting iterative with newton 0.24223715023509"
[1] "Starting newton at: 0.286180261721857"
[1] "Newton iter: 1, lambda:0.236016474346647, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.236518303407398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236518353777826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236518353777827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.236518353777826"
[1] "Starting iterative with newton 0.236518353777826"
[1] "Starting newton at: 0.290018344176848"
[1] "Newton iter: 1, lambda:0.235121529470159, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.23572129365817, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235721365481398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235721365481399, diff to last: 0"
[1] "Final threshold is: 0.00626170026919524"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 0.670910711823242"
[1] "Newton iter: 1, lambda:0.699025616395401, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.699390453210385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.699390514041668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699390514041669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.699390514041669"
[1] "Starting iterative with newton 0.699390514041669"
[1] "Starting newton at: 0.421583679486239"
[1] "Newton iter: 1, lambda:0.507549064061741, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.51046362552236, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.510466922387303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510466922391519, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.510466922391519"
[1] "Starting iterative with newton 0.510466922391519"
[1] "Starting newton at: 0.448787561076431"
[1] "Newton iter: 1, lambda:0.465074040786322, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.465172780832964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465172784451385, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.465172780832964"
[1] "Starting iterative with newton 0.465172780832964"
[1] "Starting newton at: 0.469093141551662"
[1] "Newton iter: 1, lambda:0.453949674584697, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.454033576825389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454033579408309, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.454033579408309"
[1] "Starting iterative with newton 0.454033579408309"
[1] "Starting newton at: 0.469670416418306"
[1] "Newton iter: 1, lambda:0.451154605651582, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.451279601387782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451279607104031, diff to last: 0"
[1] "Final threshold is: 0.0119877874944205"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 0.809450783754866"
[1] "Newton iter: 1, lambda:0.804870746784977, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.804882495696586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.804882495774051, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.804882495696586"
[1] "Starting iterative with newton 0.804882495696586"
[1] "Starting newton at: 0.587602249501613"
[1] "Newton iter: 1, lambda:0.651964199841605, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.654070610601883, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.654072827699751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654072827702205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.654072827699751"
[1] "Starting iterative with newton 0.654072827699751"
[1] "Starting newton at: 0.586231217285754"
[1] "Newton iter: 1, lambda:0.608672393280473, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.608915706231463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608915734664795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608915734664795, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.608915734664795"
[1] "Starting iterative with newton 0.608915734664795"
[1] "Starting newton at: 0.603388003212866"
[1] "Newton iter: 1, lambda:0.595058493442639, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.595091331343219, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595091331854747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.595091331343219"
[1] "Starting iterative with newton 0.595091331343219"
[1] "Starting newton at: 0.60427912796318"
[1] "Newton iter: 1, lambda:0.590745779020438, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.590832012543188, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590832016057258, diff to last: 0"
[1] "Final threshold is: 0.015694856359055"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 0.842651733034164"
[1] "Newton iter: 1, lambda:0.782906067466845, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.784789513422958, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.784791436659428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.784791436661432, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.784791436659428"
[1] "Starting iterative with newton 0.784791436659428"
[1] "Starting newton at: 0.608863650876288"
[1] "Newton iter: 1, lambda:0.634888587760787, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.635217393467289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.635217445566059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63521744556606, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63521744556606"
[1] "Starting iterative with newton 0.63521744556606"
[1] "Starting newton at: 0.594947917864225"
[1] "Newton iter: 1, lambda:0.592685212706743, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.592687586658998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592687586661613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.592687586661613"
[1] "Starting iterative with newton 0.592687586661613"
[1] "Starting newton at: 0.597821195907917"
[1] "Newton iter: 1, lambda:0.580174444857167, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.580316631648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580316640922467, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.580316631648"
[1] "Starting iterative with newton 0.580316631648"
[1] "Starting newton at: 0.595748079585623"
[1] "Newton iter: 1, lambda:0.576526699551891, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.576694766332325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.576694779246989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.576694779246989, diff to last: 0"
[1] "Final threshold is: 0.0153193146756634"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.0711443721133"
[1] "Newton iter: 1, lambda:1.06029532665708, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.06038971092352, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06038971811626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06038971092352"
[1] "Starting iterative with newton 1.06038971092352"
[1] "Starting newton at: 1.03485349406709"
[1] "Newton iter: 1, lambda:1.12207460097283, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.12878461940743, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12882248657073, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12882248777138, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12882248777138"
[1] "Starting iterative with newton 1.12882248777138"
[1] "Starting newton at: 1.04075633020833"
[1] "Newton iter: 1, lambda:1.14821553204843, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.15868705174516, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.15878095679512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15878096429352, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15878096429352"
[1] "Starting iterative with newton 1.15878096429352"
[1] "Starting newton at: 1.04021182447183"
[1] "Newton iter: 1, lambda:1.15866245197501, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.17155138229399, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.1716948330109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17169485062463, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17169485062463, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17169485062463"
[1] "Starting iterative with newton 1.17169485062463"
[1] "Starting newton at: 1.04300123862653"
[1] "Newton iter: 1, lambda:1.16364059451334, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.17706787981755, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.17722406387971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17722408481758, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17722408481758, diff to last: 0"
[1] "Final threshold is: 0.0312717696278592"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.16907617486577"
[1] "Newton iter: 1, lambda:1.20205670948251, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.20309806507699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.20309907959854, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2030990795995, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20309907959854"
[1] "Starting iterative with newton 1.20309907959854"
[1] "Starting newton at: 1.16096584488418"
[1] "Newton iter: 1, lambda:1.36463866145831, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.41252457624114, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.41493160004464, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41493744929607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41493744933054, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41493744929607"
[1] "Starting iterative with newton 1.41493744929607"
[1] "Starting newton at: 1.84907765415995"
[1] "Newton iter: 1, lambda:1.32427259995116, diff to last: 0.525"
[1] "Newton iter: 2, lambda:1.48062801711056, diff to last: 0.156"
[1] "Newton iter: 3, lambda:1.50936779481671, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.51024819288834, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51024899770727, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51024899770794, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51024899770727"
[1] "Starting iterative with newton 1.51024899770727"
[1] "Starting newton at: 1.89301836464014"
[1] "Newton iter: 1, lambda:1.35436805660145, diff to last: 0.539"
[1] "Newton iter: 2, lambda:1.5167091989268, diff to last: 0.162"
[1] "Newton iter: 3, lambda:1.54830879079671, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.54938964867003, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.54939087662906, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54939087663064, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54939087663064"
[1] "Starting iterative with newton 1.54939087663064"
[1] "Starting newton at: 1.91106949706994"
[1] "Newton iter: 1, lambda:1.36508377733361, diff to last: 0.546"
[1] "Newton iter: 2, lambda:1.53054545735273, diff to last: 0.165"
[1] "Newton iter: 3, lambda:1.56364587459424, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.56483958353887, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.56484108865588, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56484108865827, diff to last: 0"
[1] "Final threshold is: 0.0415684248480757"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.2979810885075"
[1] "Newton iter: 1, lambda:1.13271129579653, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.15436570768696, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.15479797976599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15479814954776, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15479814954779, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15479814954779"
[1] "Starting iterative with newton 1.15479814954779"
[1] "Starting newton at: 1.26591887544495"
[1] "Newton iter: 1, lambda:1.32022874188326, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.32325157402468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.32326057452103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32326057460063, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32326057460063"
[1] "Starting iterative with newton 1.32326057460063"
[1] "Starting newton at: 1.27215544688342"
[1] "Newton iter: 1, lambda:1.39096278511969, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.40667711931094, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.40693170179567, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40693176771593, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40693176771593, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40693176771593"
[1] "Starting iterative with newton 1.40693176771593"
[1] "Starting newton at: 1.28456920448182"
[1] "Newton iter: 1, lambda:1.42378296027734, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.44604312613846, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.44656514743817, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44656542897955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44656542897963, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44656542897963"
[1] "Starting iterative with newton 1.44656542897963"
[1] "Starting newton at: 1.29705320380661"
[1] "Newton iter: 1, lambda:1.44041721275042, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.46428987675575, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.46489550828765, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46489588992293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46489588992308, diff to last: 0"
[1] "Final threshold is: 0.0389134814722521"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22941158939855"
[1] "Newton iter: 1, lambda:1.47921985680913, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.58111785735408, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.59766714310026, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.59807206810855, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59807230617918, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59807230617926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59807230617918"
[1] "Starting iterative with newton 1.59807230617918"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.11702673087804"
threshold is:
[{'ad': 0.0011611123194379467, 'da': 0.0006690535466740053, 'dd': 0.0013570526607734306}, {'ad': 0.0027626984799509553, 'da': 0.0022732135190896355, 'dd': 0.004689179503163505}, {'ad': 0.006703799391277991, 'da': 0.0062617002691952375, 'dd': 0.011987787494420536}, {'ad': 0.015694856359055008, 'da': 0.01531931467566345, 'dd': 0.03127176962785917}, {'ad': 0.04156842484807573, 'da': 0.03891348147225214, 'dd': 0.11702673087804036}]
Number of points in noise estimation: 128
Estimated noise: 0.026563991161375613
0.026563991161375613
threshold is:
[{'ad': 0.013057629915040891, 'da': 0.021300634029525534, 'dd': 0.009284871776723477}, {'ad': 0.005593428663563715, 'da': 0.0007503985615318716, 'dd': 0.003785166671907925}, {'ad': 0.006037170593602426, 'da': 0.0054131111845230895, 'dd': 0.011388510134323413}, {'ad': 0.011809752685666641, 'da': 0.01280295453230807, 'dd': 0.022197733884436868}, {'ad': 0.033437105268177836, 'da': 0.028834720147875255, 'dd': 0.11702673087804037}]
['stjerten256', 0.025, 2, 0.0006237480628982736, 0.0003021377045622753, 0.0002983232054865795, 0.001364386127312595, 0.00032498072009976085, 0.00038888524481442877, 0.00032498071975602116, 0.00038888524481442877, 32.0499079010426, 35.19795074589137, 35.253129631220304, 28.650627050241084, 34.88142403336986, 34.10178534654649, 34.8814240379635, 34.10178534654649]
stjerten256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131418676914544, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132773030573538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.132773173781102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132773173781104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.132773173781102"
[1] "Starting iterative with newton 0.132773173781102"
[1] "Starting newton at: 0.089961426984746"
[1] "Newton iter: 1, lambda:0.046282703293927, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0463617034962439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046361703754491, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.046361703754491"
[1] "Starting iterative with newton 0.046361703754491"
[1] "Starting newton at: 0.0419409709117516"
[1] "Newton iter: 1, lambda:0.0444628028452731, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0444630525621777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444630525621802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444630525621777"
[1] "Starting iterative with newton 0.0444630525621777"
[1] "Starting newton at: 0.0438396221040648"
[1] "Newton iter: 1, lambda:0.0444209747150117, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444209879710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444209879710985, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444209879710985"
[1] "Starting iterative with newton 0.0444209879710985"
[1] "Starting newton at: 0.043881686695144"
[1] "Newton iter: 1, lambda:0.0444200442386412, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444200556061965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444200556061965, diff to last: 0"
[1] "Final threshold is: 0.00116830482516593"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0844955362241735, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848779030830583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0848779109090866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0848779030830583"
[1] "Starting iterative with newton 0.0848779030830583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187197920426746, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187283252839451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187283252857185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0187283252839451"
[1] "Starting iterative with newton 0.0187283252839451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174532540931368, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017460310592843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174603105939966, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.017460310592843"
[1] "Starting iterative with newton 0.017460310592843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174294604036309, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174364908564767, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174364908576207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0174364908564767"
[1] "Starting iterative with newton 0.0174364908564767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017429013612868, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174360435772019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174360435783458, diff to last: 0"
[1] "Final threshold is: 0.000458590579820447"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.198617731101732"
[1] "Newton iter: 1, lambda:0.119104955553088, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.119564341307053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119564356690246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119564356690246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119564356690246"
[1] "Starting iterative with newton 0.119564356690246"
[1] "Starting newton at: 0.0344376410100513"
[1] "Newton iter: 1, lambda:0.0369707381756224, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0369710265234073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036971026523411, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0369710265234073"
[1] "Starting iterative with newton 0.0369710265234073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340584067028915, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341080371399547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341080372453555, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0341080371399547"
[1] "Starting iterative with newton 0.0341080371399547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339616174867323, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340108791204305, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340108792240876, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0340108792240876"
[1] "Starting iterative with newton 0.0340108792240876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339583353428059, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340075844983335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340075846019319, diff to last: 0"
[1] "Final threshold is: 0.000894443617574758"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.24880544724037"
[1] "Newton iter: 1, lambda:0.276537009451494, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.276662146454037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276662148992627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.276662146454037"
[1] "Starting iterative with newton 0.276662146454037"
[1] "Starting newton at: 0.20838015335452"
[1] "Newton iter: 1, lambda:0.113662220042118, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.11456026609932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114560347159354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114560347159354, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114560347159354"
[1] "Starting iterative with newton 0.114560347159354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101082720367629, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102068684228771, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102068777915252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102068777915253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102068777915252"
[1] "Starting iterative with newton 0.102068777915252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100131284681828, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101095300476412, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101095389721224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101095389721225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101095389721224"
[1] "Starting iterative with newton 0.101095389721224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100057108026096, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101019424255023, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101019513160676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101019513160677, diff to last: 0"
[1] "Final threshold is: 0.00265694432962457"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.485446648792083"
[1] "Newton iter: 1, lambda:0.256036619726227, diff to last: 0.229"
[1] "Newton iter: 2, lambda:0.264201790003316, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.264212535973815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264212535992409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.264212535973815"
[1] "Starting iterative with newton 0.264212535973815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0939810403896559, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947927253639957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0947927858769151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947927858769154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0947927858769151"
[1] "Starting iterative with newton 0.0947927858769151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819415612445792, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0825206848749662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0825207137977899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.08252071379779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0825207137977899"
[1] "Starting iterative with newton 0.0825207137977899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810782377523687, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816424319272147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816424592435601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816424592435602, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816424592435601"
[1] "Starting iterative with newton 0.0816424592435601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810165113677692, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815796468737094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815796740780228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815796740780229, diff to last: 0"
[1] "Final threshold is: 0.00214565132688245"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430932906888872"
[1] "Newton iter: 1, lambda:0.416395343629092, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.416448803117282, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416448803842328, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.416448803842328"
[1] "Starting iterative with newton 0.416448803842328"
[1] "Starting newton at: 0.190578333451907"
[1] "Newton iter: 1, lambda:0.21594907022734, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.216053401146839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21605340290778, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216053401146839"
[1] "Starting iterative with newton 0.216053401146839"
[1] "Starting newton at: 0.202675401799275"
[1] "Newton iter: 1, lambda:0.195964631259532, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.195971631600832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195971631608453, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.195971631600832"
[1] "Starting iterative with newton 0.195971631600832"
[1] "Starting newton at: 0.212646061512959"
[1] "Newton iter: 1, lambda:0.193812814565256, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.193867675088238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193867675554328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193867675088238"
[1] "Starting iterative with newton 0.193867675088238"
[1] "Starting newton at: 0.214750018025553"
[1] "Newton iter: 1, lambda:0.193577029468514, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.193646326335544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193646327078881, diff to last: 0"
[1] "Final threshold is: 0.00509314977460356"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0.593791930572744"
[1] "Newton iter: 1, lambda:0.571657185079295, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.571825899618862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.571825909487239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571825909487239"
[1] "Starting iterative with newton 0.571825909487239"
[1] "Starting newton at: 0.317343501827227"
[1] "Newton iter: 1, lambda:0.29396061214831, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.294087267450027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294087271174654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.294087267450027"
[1] "Starting iterative with newton 0.294087267450027"
[1] "Starting newton at: 0.202542510793762"
[1] "Newton iter: 1, lambda:0.252910801873063, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.253457901737105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253457966098815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253457966098815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.253457966098815"
[1] "Starting iterative with newton 0.253457966098815"
[1] "Starting newton at: 0.220494278943222"
[1] "Newton iter: 1, lambda:0.247215553690215, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.247367468567677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247367473470116, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247367473470116"
[1] "Starting iterative with newton 0.247367473470116"
[1] "Starting newton at: 0.219111614429613"
[1] "Newton iter: 1, lambda:0.246294003061023, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.246450918748985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246450923969887, diff to last: 0"
[1] "Final threshold is: 0.00648197921852018"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0.656634310342067"
[1] "Newton iter: 1, lambda:0.585966148540689, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.587769879389876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587771081870406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58777108187094, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587771081870406"
[1] "Starting iterative with newton 0.587771081870406"
[1] "Starting newton at: 0.267802742464336"
[1] "Newton iter: 1, lambda:0.282829219876925, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.28288066193716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282880662539303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28288066193716"
[1] "Starting iterative with newton 0.28288066193716"
[1] "Starting newton at: 0.303801593788179"
[1] "Newton iter: 1, lambda:0.236820371773481, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.23775046481961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237750644969942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237750644969949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237750644969942"
[1] "Starting iterative with newton 0.237750644969942"
[1] "Starting newton at: 0.320659644757401"
[1] "Newton iter: 1, lambda:0.229243407889547, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.230948546494649, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230949143355704, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230949143355778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230949143355704"
[1] "Starting iterative with newton 0.230949143355704"
[1] "Starting newton at: 0.310646075176113"
[1] "Newton iter: 1, lambda:0.228548242536273, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.229921524848273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229921911136377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229921911136408, diff to last: 0"
[1] "Final threshold is: 0.00604724472467607"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 0.809238118125567"
[1] "Newton iter: 1, lambda:0.674030420389869, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.681869709296212, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.681897569485825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681897569836755, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681897569836755"
[1] "Starting iterative with newton 0.681897569836755"
[1] "Starting newton at: 0.423012868952396"
[1] "Newton iter: 1, lambda:0.493455266050888, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.495345013815404, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.495346356806149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495346356806827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495346356806149"
[1] "Starting iterative with newton 0.495346356806149"
[1] "Starting newton at: 0.410620058828264"
[1] "Newton iter: 1, lambda:0.452241824323339, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.452868330927868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452868471919344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452868471919351, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452868471919351"
[1] "Starting iterative with newton 0.452868471919351"
[1] "Starting newton at: 0.430332423566396"
[1] "Newton iter: 1, lambda:0.44283454549827, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.442890191058096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442890192158156, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.442890191058096"
[1] "Starting iterative with newton 0.442890191058096"
[1] "Starting newton at: 0.434902047026011"
[1] "Newton iter: 1, lambda:0.440519751188765, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.440530944327008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.440530944371402, diff to last: 0"
[1] "Final threshold is: 0.0115865356904866"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 0.835167307248539"
[1] "Newton iter: 1, lambda:0.798392300758151, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.799130904902989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.799131207824877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799131207824928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.799131207824877"
[1] "Starting iterative with newton 0.799131207824877"
[1] "Starting newton at: 0.601834669392593"
[1] "Newton iter: 1, lambda:0.650988238440007, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.652204213481163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.652204947427292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652204947427559, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652204947427292"
[1] "Starting iterative with newton 0.652204947427292"
[1] "Starting newton at: 0.601105197513542"
[1] "Newton iter: 1, lambda:0.609035782321151, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.609065902893337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609065903326887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609065902893337"
[1] "Starting iterative with newton 0.609065902893337"
[1] "Starting newton at: 0.606023882997923"
[1] "Newton iter: 1, lambda:0.596104508842301, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.596150856938726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596150857953343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.596150856938726"
[1] "Starting iterative with newton 0.596150856938726"
[1] "Starting newton at: 0.613094796584465"
[1] "Newton iter: 1, lambda:0.592055066685693, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.592262211244047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592262231439744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592262231439745, diff to last: 0"
[1] "Final threshold is: 0.0155772655028711"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 0.857609126713523"
[1] "Newton iter: 1, lambda:0.774015310560529, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.777610897519289, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.777617808371523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777617808397016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777617808371523"
[1] "Starting iterative with newton 0.777617808371523"
[1] "Starting newton at: 0.620176665312821"
[1] "Newton iter: 1, lambda:0.624401563596563, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.624410001689126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.624410001722744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624410001689126"
[1] "Starting iterative with newton 0.624410001689126"
[1] "Starting newton at: 0.656552084669424"
[1] "Newton iter: 1, lambda:0.578789247661822, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.581477671804032, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.581480960872386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581480960877306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.581480960872386"
[1] "Starting iterative with newton 0.581480960872386"
[1] "Starting newton at: 0.653661887829878"
[1] "Newton iter: 1, lambda:0.565810936133199, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.569195888120824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.569201045291886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569201045303847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.569201045291886"
[1] "Starting iterative with newton 0.569201045291886"
[1] "Starting newton at: 0.649175476567416"
[1] "Newton iter: 1, lambda:0.562367687186152, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.565663883133484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.565668757440346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565668757450996, diff to last: 0"
[1] "Final threshold is: 0.0148778226159603"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.06787343058146"
[1] "Newton iter: 1, lambda:1.05423373516467, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.05438183045454, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05438184806512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05438184806512, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05438184806512"
[1] "Starting iterative with newton 1.05438184806512"
[1] "Starting newton at: 1.04924876254957"
[1] "Newton iter: 1, lambda:1.12177208616407, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12635074445151, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.1263682531717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12636825342695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1263682531717"
[1] "Starting iterative with newton 1.1263682531717"
[1] "Starting newton at: 1.03109798163195"
[1] "Newton iter: 1, lambda:1.14571912837541, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.15761146207285, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.15773197234686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15773198462199, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15773198462199, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15773198462199"
[1] "Starting iterative with newton 1.15773198462199"
[1] "Starting newton at: 1.04606686909551"
[1] "Newton iter: 1, lambda:1.15934044744943, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17103300508041, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17115022800068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17115023968797, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17115023968797, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17115023968797"
[1] "Starting iterative with newton 1.17115023968797"
[1] "Starting newton at: 1.0521730120883"
[1] "Newton iter: 1, lambda:1.1650786101289, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17672923047016, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17684592204877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17684593366077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17684593366077, diff to last: 0"
[1] "Final threshold is: 0.0309525754143752"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.21885283029487"
[1] "Newton iter: 1, lambda:1.17585933697679, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.1775018485792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17750432933597, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750432934162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17750432934162"
[1] "Starting iterative with newton 1.17750432934162"
[1] "Starting newton at: 1.18446797794415"
[1] "Newton iter: 1, lambda:1.34892138703077, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.37895174717652, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.37986682068199, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37986764949937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37986764950005, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37986764949937"
[1] "Starting iterative with newton 1.37986764949937"
[1] "Starting newton at: 1.81023194795655"
[1] "Newton iter: 1, lambda:1.29337248023455, diff to last: 0.517"
[1] "Newton iter: 2, lambda:1.44511351667739, diff to last: 0.152"
[1] "Newton iter: 3, lambda:1.47147618370166, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.47219967773223, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.47220020993156, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47220020993184, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47220020993156"
[1] "Starting iterative with newton 1.47220020993156"
[1] "Starting newton at: 1.8477240924857"
[1] "Newton iter: 1, lambda:1.33187362833356, diff to last: 0.516"
[1] "Newton iter: 2, lambda:1.4833540408621, diff to last: 0.151"
[1] "Newton iter: 3, lambda:1.51001121279849, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.51075953421992, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51076010964435, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51076010964468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51076010964468"
[1] "Starting iterative with newton 1.51076010964468"
[1] "Starting newton at: 1.84758910967426"
[1] "Newton iter: 1, lambda:1.36674020973505, diff to last: 0.481"
[1] "Newton iter: 2, lambda:1.50393854143512, diff to last: 0.137"
[1] "Newton iter: 3, lambda:1.52572852582738, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.52622847168783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52622872953942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52622872953949, diff to last: 0"
[1] "Final threshold is: 0.0401417967854413"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.29384063608245"
[1] "Newton iter: 1, lambda:1.11961691909165, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.14311190624254, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.14361235635958, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14361257992425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14361257992429, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14361257992429"
[1] "Starting iterative with newton 1.14361257992429"
[1] "Starting newton at: 1.27415862330155"
[1] "Newton iter: 1, lambda:1.30816290938826, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.30930518147677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30930643769674, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30930643769826, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30930643769674"
[1] "Starting iterative with newton 1.30930643769674"
[1] "Starting newton at: 1.28960039257435"
[1] "Newton iter: 1, lambda:1.37939186242732, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.38798839874685, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38806240101436, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38806240645809, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38806240101436"
[1] "Starting iterative with newton 1.38806240101436"
[1] "Starting newton at: 1.29400549016438"
[1] "Newton iter: 1, lambda:1.40887981033272, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.4234310593971, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.42364736562699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42364741282468, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42364741282468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42364741282468"
[1] "Starting iterative with newton 1.42364741282468"
[1] "Starting newton at: 1.29142968002098"
[1] "Newton iter: 1, lambda:1.42035742544105, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.43899118212833, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.43934949787617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43934962823738, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4393496282374, diff to last: 0"
[1] "Final threshold is: 0.0378567636433757"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25724954791931"
[1] "Newton iter: 1, lambda:1.4808605516085, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.56143859021294, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57144317892385, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57158765442539, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57158768422786, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57158768422786, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57158768422786"
[1] "Starting iterative with newton 1.57158768422786"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115869445817572"
threshold is:
[{'ad': 0.0011683048251659276, 'da': 0.0004585905798204472, 'dd': 0.000894443617574758}, {'ad': 0.002656944329624571, 'da': 0.0021456513268824527, 'dd': 0.005093149774603563}, {'ad': 0.006481979218520182, 'da': 0.006047244724676068, 'dd': 0.011586535690486639}, {'ad': 0.01557726550287106, 'da': 0.014877822615960299, 'dd': 0.030952575414375186}, {'ad': 0.04014179678544129, 'da': 0.037856763643375674, 'dd': 0.11586944581757205}]
Number of points in noise estimation: 128
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.9346406665387"
[1] "Starting iterative with newton 20.9346406665387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.654621422305"
[1] "Starting iterative with newton 16.654621422305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.898607157244"
[1] "Starting iterative with newton 14.898607157244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92263485703996"
[1] "Starting iterative with newton 7.92263485703996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.16162889679486"
[1] "Starting iterative with newton 8.16162889679486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00934992740623"
[1] "Starting iterative with newton 5.00934992740623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 1.93686417354374"
[1] "Newton iter: 1, lambda:1.55997525892368, diff to last: 0.377"
[1] "Newton iter: 2, lambda:1.5147788181646, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51326006358743, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51325825500191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51325825499934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51325825499934"
[1] "Starting iterative with newton 1.51325825499934"
[1] "Starting newton at: 1.7557807286029"
[1] "Newton iter: 1, lambda:1.4474625895529, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.39591926935113, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.39344858870184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39344264628146, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39344264624702, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39344264624702"
[1] "Starting iterative with newton 1.39344264624702"
[1] "Starting newton at: 1.62827895368127"
[1] "Newton iter: 1, lambda:1.32596091988844, diff to last: 0.302"
[1] "Newton iter: 2, lambda:1.25758666786816, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.25203130969537, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.25199300947782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25199300765388, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.25199300765388"
[1] "Starting iterative with newton 1.25199300765388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 1.53349831649512"
[1] "Newton iter: 1, lambda:1.31332458152022, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.2740533290673, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.2723247189479, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27232127569165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27232127567798, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27232127569165"
[1] "Starting iterative with newton 1.27232127569165"
[1] "Starting newton at: 1.4854632293555"
[1] "Newton iter: 1, lambda:1.25097502756529, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.20046980724878, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.19720484386751, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.19719080616102, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19719080590125, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19719080616102"
[1] "Starting iterative with newton 1.19719080616102"
[1] "Starting newton at: 1.4068712597575"
[1] "Newton iter: 1, lambda:1.16112782816591, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09423974595485, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.08730498302439, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08722836898053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08722835962863, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08722835962863"
[1] "Starting iterative with newton 1.08722835962863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 1.57771763432857"
[1] "Newton iter: 1, lambda:1.35694400310614, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.32069488439858, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.31933176624332, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31932978333056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31932978332636, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31932978332636"
[1] "Starting iterative with newton 1.31932978332636"
[1] "Starting newton at: 1.50843984667325"
[1] "Newton iter: 1, lambda:1.27749772513835, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.23034533832524, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.22763043024276, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22762117532788, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22762117522022, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22762117532788"
[1] "Starting iterative with newton 1.22762117532788"
[1] "Starting newton at: 1.42427974100309"
[1] "Newton iter: 1, lambda:1.17339242428439, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.1052768046929, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.09820575341143, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.09812733251475, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09812732286725, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09812733251475"
[1] "Starting iterative with newton 1.09812733251475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.16169734888708"
[1] "Newton iter: 1, lambda:1.17177630886046, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.17164394421811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17164392148192, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17164392148192, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17164392148192"
[1] "Starting iterative with newton 1.17164392148192"
[1] "Starting newton at: 1.59813440516775"
[1] "Newton iter: 1, lambda:1.57707014398309, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.57686702694364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57686700696075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57686700696075, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57686700696075"
[1] "Starting iterative with newton 1.57686700696075"
[1] "Starting newton at: 2.00107690063912"
[1] "Newton iter: 1, lambda:1.91533363701169, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.91570419081427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91570418511291, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91570418511291"
[1] "Starting iterative with newton 1.91570418511291"
[1] "Starting newton at: 2.16757944862741"
[1] "Newton iter: 1, lambda:2.1311026792996, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.13134224152204, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13134225002555, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13134225002555"
[1] "Starting iterative with newton 2.13134225002555"
[1] "Starting newton at: 2.27273468321001"
[1] "Newton iter: 1, lambda:2.26115536620148, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.26118786921575, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26118786946279, diff to last: 0"
[1] "Final threshold is: 0.0594721762098866"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.32773430472192"
[1] "Newton iter: 1, lambda:1.3339697078297, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.33393509745834, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33393509640032, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33393509640032"
[1] "Starting iterative with newton 1.33393509640032"
[1] "Starting newton at: 1.99060276259718"
[1] "Newton iter: 1, lambda:1.9497002458192, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.94995879639089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94995880371864, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94995880371864"
[1] "Starting iterative with newton 1.94995880371864"
[1] "Starting newton at: 2.29080180637912"
[1] "Newton iter: 1, lambda:2.35144068513008, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.35290801684743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35290896652972, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35290896653012, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35290896653012"
[1] "Starting iterative with newton 2.35290896653012"
[1] "Starting newton at: 2.5870317487387"
[1] "Newton iter: 1, lambda:2.5708129663795, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.57095609502887, diff to last: 0"
[1] "Newton iter: 3, lambda:2.57095610607149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57095610607149, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57095610607149"
[1] "Starting iterative with newton 2.57095610607149"
[1] "Starting newton at: 2.69372359517238"
[1] "Newton iter: 1, lambda:2.67814672484517, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.67828594254873, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67828595361788, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67828595361788, diff to last: 0"
[1] "Final threshold is: 0.0704423972649699"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.22017888055726"
[1] "Newton iter: 1, lambda:1.25156458829075, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2504766613344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25047538282384, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25047538282208, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25047538282208"
[1] "Starting iterative with newton 1.25047538282208"
[1] "Starting newton at: 1.75558737284211"
[1] "Newton iter: 1, lambda:1.79609506336774, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.79581796038095, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79581795128238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79581795128238"
[1] "Starting iterative with newton 1.79581795128238"
[1] "Starting newton at: 2.14779609393303"
[1] "Newton iter: 1, lambda:2.19085719700454, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.19129722974137, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19129728295511, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19129728295511, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19129728295511"
[1] "Starting iterative with newton 2.19129728295511"
[1] "Starting newton at: 2.42631837279718"
[1] "Newton iter: 1, lambda:2.41284902442005, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.41292333106643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4129233332875, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41292333106643"
[1] "Starting iterative with newton 2.41292333106643"
[1] "Starting newton at: 2.52138180074279"
[1] "Newton iter: 1, lambda:2.52439262007216, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.52439666380001, diff to last: 0"
[1] "Newton iter: 3, lambda:2.52439666380732, diff to last: 0"
[1] "Final threshold is: 0.0663949091789678"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93173929811539"
[1] "Newton iter: 1, lambda:2.22024194107307, diff to last: 0.289"
[1] "Newton iter: 2, lambda:2.25954636209369, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.26079200900939, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.26079329137813, diff to last: 0"
[1] "Newton iter: 5, lambda:2.26079329137949, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.26079329137813"
[1] "Starting iterative with newton 2.26079329137813"
[1] "Starting newton at: 3.14915368661835"
[1] "Newton iter: 1, lambda:3.08678142846871, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.09183382094061, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.09186918234162, diff to last: 0"
[1] "Newton iter: 4, lambda:3.09186918406686, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09186918406686"
[1] "Starting iterative with newton 3.09186918406686"
[1] "Starting newton at: 3.57252848595572"
[1] "Newton iter: 1, lambda:3.62608503842227, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.63109230000149, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.6311335318025, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63113353457933, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.6311335318025"
[1] "Starting iterative with newton 3.6311335318025"
[1] "Starting newton at: 4.22773849372818"
[1] "Newton iter: 1, lambda:4.03880612510304, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.08358945839822, diff to last: 0.045"
[1] "Newton iter: 3, lambda:4.08757731830832, diff to last: 0.004"
[1] "Newton iter: 4, lambda:4.08760679447787, diff to last: 0"
[1] "Newton iter: 5, lambda:4.08760679607674, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.08760679447787"
[1] "Starting iterative with newton 4.08760679447787"
[1] "Starting newton at: 4.3350470728902"
[1] "Newton iter: 1, lambda:4.39188137544553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:4.39867105898805, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.39875885847612, diff to last: 0"
[1] "Newton iter: 4, lambda:4.39875887295762, diff to last: 0"
[1] "Newton iter: 5, lambda:4.39875887295762, diff to last: 0"
[1] "Final threshold is: 0.115693068390673"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05947217620988657}, {'ad': 0.07044239726496987, 'da': 0.06639490917896781, 'dd': 0.11569306839067253}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368079977933536. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.9346406665387"
[1] "Starting iterative with newton 20.9346406665387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.654621422305"
[1] "Starting iterative with newton 16.654621422305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.898607157244"
[1] "Starting iterative with newton 14.898607157244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92263485703996"
[1] "Starting iterative with newton 7.92263485703996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.16162889679486"
[1] "Starting iterative with newton 8.16162889679486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00934992740623"
[1] "Starting iterative with newton 5.00934992740623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 1.93686417354374"
[1] "Newton iter: 1, lambda:1.55997525892368, diff to last: 0.377"
[1] "Newton iter: 2, lambda:1.5147788181646, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51326006358743, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51325825500191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51325825499934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51325825499934"
[1] "Starting iterative with newton 1.51325825499934"
[1] "Starting newton at: 1.7557807286029"
[1] "Newton iter: 1, lambda:1.4474625895529, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.39591926935113, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.39344858870184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39344264628146, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39344264624702, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39344264624702"
[1] "Starting iterative with newton 1.39344264624702"
[1] "Starting newton at: 1.62827895368127"
[1] "Newton iter: 1, lambda:1.32596091988844, diff to last: 0.302"
[1] "Newton iter: 2, lambda:1.25758666786816, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.25203130969537, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.25199300947782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25199300765388, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.25199300765388"
[1] "Starting iterative with newton 1.25199300765388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 1.53349831649512"
[1] "Newton iter: 1, lambda:1.31332458152022, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.2740533290673, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.2723247189479, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27232127569165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27232127567798, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27232127569165"
[1] "Starting iterative with newton 1.27232127569165"
[1] "Starting newton at: 1.4854632293555"
[1] "Newton iter: 1, lambda:1.25097502756529, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.20046980724878, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.19720484386751, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.19719080616102, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19719080590125, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19719080616102"
[1] "Starting iterative with newton 1.19719080616102"
[1] "Starting newton at: 1.4068712597575"
[1] "Newton iter: 1, lambda:1.16112782816591, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09423974595485, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.08730498302439, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08722836898053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08722835962863, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08722835962863"
[1] "Starting iterative with newton 1.08722835962863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 1.57771763432857"
[1] "Newton iter: 1, lambda:1.35694400310614, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.32069488439858, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.31933176624332, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31932978333056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31932978332636, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31932978332636"
[1] "Starting iterative with newton 1.31932978332636"
[1] "Starting newton at: 1.50843984667325"
[1] "Newton iter: 1, lambda:1.27749772513835, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.23034533832524, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.22763043024276, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22762117532788, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22762117522022, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22762117532788"
[1] "Starting iterative with newton 1.22762117532788"
[1] "Starting newton at: 1.42427974100309"
[1] "Newton iter: 1, lambda:1.17339242428439, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.1052768046929, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.09820575341143, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.09812733251475, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09812732286725, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09812733251475"
[1] "Starting iterative with newton 1.09812733251475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.16169734888708"
[1] "Newton iter: 1, lambda:1.17177630886046, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.17164394421811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17164392148192, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17164392148192, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17164392148192"
[1] "Starting iterative with newton 1.17164392148192"
[1] "Starting newton at: 1.59813440516775"
[1] "Newton iter: 1, lambda:1.57707014398309, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.57686702694364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57686700696075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57686700696075, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57686700696075"
[1] "Starting iterative with newton 1.57686700696075"
[1] "Starting newton at: 2.00107690063912"
[1] "Newton iter: 1, lambda:1.91533363701169, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.91570419081427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91570418511291, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91570418511291"
[1] "Starting iterative with newton 1.91570418511291"
[1] "Starting newton at: 2.16757944862741"
[1] "Newton iter: 1, lambda:2.1311026792996, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.13134224152204, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13134225002555, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13134225002555"
[1] "Starting iterative with newton 2.13134225002555"
[1] "Starting newton at: 2.27273468321001"
[1] "Newton iter: 1, lambda:2.26115536620148, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.26118786921575, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26118786946279, diff to last: 0"
[1] "Final threshold is: 0.0594721762098866"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.32773430472192"
[1] "Newton iter: 1, lambda:1.3339697078297, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.33393509745834, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33393509640032, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33393509640032"
[1] "Starting iterative with newton 1.33393509640032"
[1] "Starting newton at: 1.99060276259718"
[1] "Newton iter: 1, lambda:1.9497002458192, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.94995879639089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94995880371864, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94995880371864"
[1] "Starting iterative with newton 1.94995880371864"
[1] "Starting newton at: 2.29080180637912"
[1] "Newton iter: 1, lambda:2.35144068513008, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.35290801684743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35290896652972, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35290896653012, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35290896653012"
[1] "Starting iterative with newton 2.35290896653012"
[1] "Starting newton at: 2.5870317487387"
[1] "Newton iter: 1, lambda:2.5708129663795, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.57095609502887, diff to last: 0"
[1] "Newton iter: 3, lambda:2.57095610607149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57095610607149, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57095610607149"
[1] "Starting iterative with newton 2.57095610607149"
[1] "Starting newton at: 2.69372359517238"
[1] "Newton iter: 1, lambda:2.67814672484517, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.67828594254873, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67828595361788, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67828595361788, diff to last: 0"
[1] "Final threshold is: 0.0704423972649699"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.22017888055726"
[1] "Newton iter: 1, lambda:1.25156458829075, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2504766613344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25047538282384, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25047538282208, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25047538282208"
[1] "Starting iterative with newton 1.25047538282208"
[1] "Starting newton at: 1.75558737284211"
[1] "Newton iter: 1, lambda:1.79609506336774, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.79581796038095, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79581795128238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79581795128238"
[1] "Starting iterative with newton 1.79581795128238"
[1] "Starting newton at: 2.14779609393303"
[1] "Newton iter: 1, lambda:2.19085719700454, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.19129722974137, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19129728295511, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19129728295511, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19129728295511"
[1] "Starting iterative with newton 2.19129728295511"
[1] "Starting newton at: 2.42631837279718"
[1] "Newton iter: 1, lambda:2.41284902442005, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.41292333106643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4129233332875, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41292333106643"
[1] "Starting iterative with newton 2.41292333106643"
[1] "Starting newton at: 2.52138180074279"
[1] "Newton iter: 1, lambda:2.52439262007216, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.52439666380001, diff to last: 0"
[1] "Newton iter: 3, lambda:2.52439666380732, diff to last: 0"
[1] "Final threshold is: 0.0663949091789678"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93173929811539"
[1] "Newton iter: 1, lambda:2.22024194107307, diff to last: 0.289"
[1] "Newton iter: 2, lambda:2.25954636209369, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.26079200900939, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.26079329137813, diff to last: 0"
[1] "Newton iter: 5, lambda:2.26079329137949, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.26079329137813"
[1] "Starting iterative with newton 2.26079329137813"
[1] "Starting newton at: 3.14915368661835"
[1] "Newton iter: 1, lambda:3.08678142846871, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.09183382094061, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.09186918234162, diff to last: 0"
[1] "Newton iter: 4, lambda:3.09186918406686, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09186918406686"
[1] "Starting iterative with newton 3.09186918406686"
[1] "Starting newton at: 3.57252848595572"
[1] "Newton iter: 1, lambda:3.62608503842227, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.63109230000149, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.6311335318025, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63113353457933, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.6311335318025"
[1] "Starting iterative with newton 3.6311335318025"
[1] "Starting newton at: 4.22773849372818"
[1] "Newton iter: 1, lambda:4.03880612510304, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.08358945839822, diff to last: 0.045"
[1] "Newton iter: 3, lambda:4.08757731830832, diff to last: 0.004"
[1] "Newton iter: 4, lambda:4.08760679447787, diff to last: 0"
[1] "Newton iter: 5, lambda:4.08760679607674, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.08760679447787"
[1] "Starting iterative with newton 4.08760679447787"
[1] "Starting newton at: 4.3350470728902"
[1] "Newton iter: 1, lambda:4.39188137544553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:4.39867105898805, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.39875885847612, diff to last: 0"
[1] "Newton iter: 4, lambda:4.39875887295762, diff to last: 0"
[1] "Newton iter: 5, lambda:4.39875887295762, diff to last: 0"
[1] "Final threshold is: 0.115693068390673"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05947217620988657}, {'ad': 0.07044239726496987, 'da': 0.06639490917896781, 'dd': 0.11569306839067253}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368079977933536. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131418676914544, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132773030573538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.132773173781102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132773173781104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.132773173781102"
[1] "Starting iterative with newton 0.132773173781102"
[1] "Starting newton at: 0.089961426984746"
[1] "Newton iter: 1, lambda:0.046282703293927, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0463617034962439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046361703754491, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.046361703754491"
[1] "Starting iterative with newton 0.046361703754491"
[1] "Starting newton at: 0.0419409709117516"
[1] "Newton iter: 1, lambda:0.0444628028452731, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0444630525621777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444630525621802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444630525621777"
[1] "Starting iterative with newton 0.0444630525621777"
[1] "Starting newton at: 0.0438396221040648"
[1] "Newton iter: 1, lambda:0.0444209747150117, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444209879710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444209879710985, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444209879710985"
[1] "Starting iterative with newton 0.0444209879710985"
[1] "Starting newton at: 0.043881686695144"
[1] "Newton iter: 1, lambda:0.0444200442386412, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444200556061965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444200556061965, diff to last: 0"
[1] "Final threshold is: 0.00116830482516593"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0844955362241735, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848779030830583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0848779109090866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0848779030830583"
[1] "Starting iterative with newton 0.0848779030830583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187197920426746, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187283252839451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187283252857185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0187283252839451"
[1] "Starting iterative with newton 0.0187283252839451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174532540931368, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017460310592843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174603105939966, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.017460310592843"
[1] "Starting iterative with newton 0.017460310592843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174294604036309, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174364908564767, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174364908576207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0174364908564767"
[1] "Starting iterative with newton 0.0174364908564767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017429013612868, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174360435772019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174360435783458, diff to last: 0"
[1] "Final threshold is: 0.000458590579820447"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.198617731101732"
[1] "Newton iter: 1, lambda:0.119104955553088, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.119564341307053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119564356690246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119564356690246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119564356690246"
[1] "Starting iterative with newton 0.119564356690246"
[1] "Starting newton at: 0.0344376410100513"
[1] "Newton iter: 1, lambda:0.0369707381756224, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0369710265234073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036971026523411, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0369710265234073"
[1] "Starting iterative with newton 0.0369710265234073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340584067028915, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341080371399547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341080372453555, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0341080371399547"
[1] "Starting iterative with newton 0.0341080371399547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339616174867323, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340108791204305, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340108792240876, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0340108792240876"
[1] "Starting iterative with newton 0.0340108792240876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339583353428059, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340075844983335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340075846019319, diff to last: 0"
[1] "Final threshold is: 0.000894443617574758"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.24880544724037"
[1] "Newton iter: 1, lambda:0.276537009451494, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.276662146454037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276662148992627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.276662146454037"
[1] "Starting iterative with newton 0.276662146454037"
[1] "Starting newton at: 0.20838015335452"
[1] "Newton iter: 1, lambda:0.113662220042118, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.11456026609932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114560347159354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114560347159354, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114560347159354"
[1] "Starting iterative with newton 0.114560347159354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101082720367629, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102068684228771, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102068777915252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102068777915253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102068777915252"
[1] "Starting iterative with newton 0.102068777915252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100131284681828, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101095300476412, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101095389721224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101095389721225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101095389721224"
[1] "Starting iterative with newton 0.101095389721224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100057108026096, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101019424255023, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101019513160676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101019513160677, diff to last: 0"
[1] "Final threshold is: 0.00265694432962457"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.485446648792083"
[1] "Newton iter: 1, lambda:0.256036619726227, diff to last: 0.229"
[1] "Newton iter: 2, lambda:0.264201790003316, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.264212535973815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264212535992409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.264212535973815"
[1] "Starting iterative with newton 0.264212535973815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0939810403896559, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947927253639957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0947927858769151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947927858769154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0947927858769151"
[1] "Starting iterative with newton 0.0947927858769151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819415612445792, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0825206848749662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0825207137977899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.08252071379779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0825207137977899"
[1] "Starting iterative with newton 0.0825207137977899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810782377523687, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816424319272147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816424592435601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816424592435602, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816424592435601"
[1] "Starting iterative with newton 0.0816424592435601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810165113677692, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815796468737094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815796740780228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815796740780229, diff to last: 0"
[1] "Final threshold is: 0.00214565132688245"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430932906888872"
[1] "Newton iter: 1, lambda:0.416395343629092, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.416448803117282, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416448803842328, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.416448803842328"
[1] "Starting iterative with newton 0.416448803842328"
[1] "Starting newton at: 0.190578333451907"
[1] "Newton iter: 1, lambda:0.21594907022734, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.216053401146839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21605340290778, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216053401146839"
[1] "Starting iterative with newton 0.216053401146839"
[1] "Starting newton at: 0.202675401799275"
[1] "Newton iter: 1, lambda:0.195964631259532, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.195971631600832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195971631608453, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.195971631600832"
[1] "Starting iterative with newton 0.195971631600832"
[1] "Starting newton at: 0.212646061512959"
[1] "Newton iter: 1, lambda:0.193812814565256, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.193867675088238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193867675554328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193867675088238"
[1] "Starting iterative with newton 0.193867675088238"
[1] "Starting newton at: 0.214750018025553"
[1] "Newton iter: 1, lambda:0.193577029468514, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.193646326335544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193646327078881, diff to last: 0"
[1] "Final threshold is: 0.00509314977460356"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0.593791930572744"
[1] "Newton iter: 1, lambda:0.571657185079295, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.571825899618862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.571825909487239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571825909487239"
[1] "Starting iterative with newton 0.571825909487239"
[1] "Starting newton at: 0.317343501827227"
[1] "Newton iter: 1, lambda:0.29396061214831, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.294087267450027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294087271174654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.294087267450027"
[1] "Starting iterative with newton 0.294087267450027"
[1] "Starting newton at: 0.202542510793762"
[1] "Newton iter: 1, lambda:0.252910801873063, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.253457901737105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253457966098815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253457966098815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.253457966098815"
[1] "Starting iterative with newton 0.253457966098815"
[1] "Starting newton at: 0.220494278943222"
[1] "Newton iter: 1, lambda:0.247215553690215, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.247367468567677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247367473470116, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247367473470116"
[1] "Starting iterative with newton 0.247367473470116"
[1] "Starting newton at: 0.219111614429613"
[1] "Newton iter: 1, lambda:0.246294003061023, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.246450918748985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246450923969887, diff to last: 0"
[1] "Final threshold is: 0.00648197921852018"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0.656634310342067"
[1] "Newton iter: 1, lambda:0.585966148540689, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.587769879389876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587771081870406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58777108187094, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587771081870406"
[1] "Starting iterative with newton 0.587771081870406"
[1] "Starting newton at: 0.267802742464336"
[1] "Newton iter: 1, lambda:0.282829219876925, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.28288066193716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282880662539303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28288066193716"
[1] "Starting iterative with newton 0.28288066193716"
[1] "Starting newton at: 0.303801593788179"
[1] "Newton iter: 1, lambda:0.236820371773481, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.23775046481961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237750644969942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237750644969949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237750644969942"
[1] "Starting iterative with newton 0.237750644969942"
[1] "Starting newton at: 0.320659644757401"
[1] "Newton iter: 1, lambda:0.229243407889547, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.230948546494649, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230949143355704, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230949143355778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230949143355704"
[1] "Starting iterative with newton 0.230949143355704"
[1] "Starting newton at: 0.310646075176113"
[1] "Newton iter: 1, lambda:0.228548242536273, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.229921524848273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229921911136377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229921911136408, diff to last: 0"
[1] "Final threshold is: 0.00604724472467607"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 0.809238118125567"
[1] "Newton iter: 1, lambda:0.674030420389869, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.681869709296212, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.681897569485825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681897569836755, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681897569836755"
[1] "Starting iterative with newton 0.681897569836755"
[1] "Starting newton at: 0.423012868952396"
[1] "Newton iter: 1, lambda:0.493455266050888, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.495345013815404, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.495346356806149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495346356806827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495346356806149"
[1] "Starting iterative with newton 0.495346356806149"
[1] "Starting newton at: 0.410620058828264"
[1] "Newton iter: 1, lambda:0.452241824323339, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.452868330927868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452868471919344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452868471919351, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452868471919351"
[1] "Starting iterative with newton 0.452868471919351"
[1] "Starting newton at: 0.430332423566396"
[1] "Newton iter: 1, lambda:0.44283454549827, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.442890191058096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442890192158156, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.442890191058096"
[1] "Starting iterative with newton 0.442890191058096"
[1] "Starting newton at: 0.434902047026011"
[1] "Newton iter: 1, lambda:0.440519751188765, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.440530944327008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.440530944371402, diff to last: 0"
[1] "Final threshold is: 0.0115865356904866"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 0.835167307248539"
[1] "Newton iter: 1, lambda:0.798392300758151, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.799130904902989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.799131207824877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799131207824928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.799131207824877"
[1] "Starting iterative with newton 0.799131207824877"
[1] "Starting newton at: 0.601834669392593"
[1] "Newton iter: 1, lambda:0.650988238440007, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.652204213481163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.652204947427292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652204947427559, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652204947427292"
[1] "Starting iterative with newton 0.652204947427292"
[1] "Starting newton at: 0.601105197513542"
[1] "Newton iter: 1, lambda:0.609035782321151, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.609065902893337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609065903326887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609065902893337"
[1] "Starting iterative with newton 0.609065902893337"
[1] "Starting newton at: 0.606023882997923"
[1] "Newton iter: 1, lambda:0.596104508842301, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.596150856938726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596150857953343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.596150856938726"
[1] "Starting iterative with newton 0.596150856938726"
[1] "Starting newton at: 0.613094796584465"
[1] "Newton iter: 1, lambda:0.592055066685693, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.592262211244047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592262231439744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592262231439745, diff to last: 0"
[1] "Final threshold is: 0.0155772655028711"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 0.857609126713523"
[1] "Newton iter: 1, lambda:0.774015310560529, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.777610897519289, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.777617808371523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777617808397016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777617808371523"
[1] "Starting iterative with newton 0.777617808371523"
[1] "Starting newton at: 0.620176665312821"
[1] "Newton iter: 1, lambda:0.624401563596563, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.624410001689126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.624410001722744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624410001689126"
[1] "Starting iterative with newton 0.624410001689126"
[1] "Starting newton at: 0.656552084669424"
[1] "Newton iter: 1, lambda:0.578789247661822, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.581477671804032, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.581480960872386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581480960877306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.581480960872386"
[1] "Starting iterative with newton 0.581480960872386"
[1] "Starting newton at: 0.653661887829878"
[1] "Newton iter: 1, lambda:0.565810936133199, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.569195888120824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.569201045291886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569201045303847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.569201045291886"
[1] "Starting iterative with newton 0.569201045291886"
[1] "Starting newton at: 0.649175476567416"
[1] "Newton iter: 1, lambda:0.562367687186152, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.565663883133484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.565668757440346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565668757450996, diff to last: 0"
[1] "Final threshold is: 0.0148778226159603"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.06787343058146"
[1] "Newton iter: 1, lambda:1.05423373516467, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.05438183045454, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05438184806512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05438184806512, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05438184806512"
[1] "Starting iterative with newton 1.05438184806512"
[1] "Starting newton at: 1.04924876254957"
[1] "Newton iter: 1, lambda:1.12177208616407, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12635074445151, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.1263682531717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12636825342695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1263682531717"
[1] "Starting iterative with newton 1.1263682531717"
[1] "Starting newton at: 1.03109798163195"
[1] "Newton iter: 1, lambda:1.14571912837541, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.15761146207285, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.15773197234686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15773198462199, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15773198462199, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15773198462199"
[1] "Starting iterative with newton 1.15773198462199"
[1] "Starting newton at: 1.04606686909551"
[1] "Newton iter: 1, lambda:1.15934044744943, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17103300508041, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17115022800068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17115023968797, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17115023968797, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17115023968797"
[1] "Starting iterative with newton 1.17115023968797"
[1] "Starting newton at: 1.0521730120883"
[1] "Newton iter: 1, lambda:1.1650786101289, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17672923047016, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17684592204877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17684593366077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17684593366077, diff to last: 0"
[1] "Final threshold is: 0.0309525754143752"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.21885283029487"
[1] "Newton iter: 1, lambda:1.17585933697679, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.1775018485792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17750432933597, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750432934162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17750432934162"
[1] "Starting iterative with newton 1.17750432934162"
[1] "Starting newton at: 1.18446797794415"
[1] "Newton iter: 1, lambda:1.34892138703077, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.37895174717652, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.37986682068199, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37986764949937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37986764950005, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37986764949937"
[1] "Starting iterative with newton 1.37986764949937"
[1] "Starting newton at: 1.81023194795655"
[1] "Newton iter: 1, lambda:1.29337248023455, diff to last: 0.517"
[1] "Newton iter: 2, lambda:1.44511351667739, diff to last: 0.152"
[1] "Newton iter: 3, lambda:1.47147618370166, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.47219967773223, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.47220020993156, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47220020993184, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47220020993156"
[1] "Starting iterative with newton 1.47220020993156"
[1] "Starting newton at: 1.8477240924857"
[1] "Newton iter: 1, lambda:1.33187362833356, diff to last: 0.516"
[1] "Newton iter: 2, lambda:1.4833540408621, diff to last: 0.151"
[1] "Newton iter: 3, lambda:1.51001121279849, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.51075953421992, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51076010964435, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51076010964468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51076010964468"
[1] "Starting iterative with newton 1.51076010964468"
[1] "Starting newton at: 1.84758910967426"
[1] "Newton iter: 1, lambda:1.36674020973505, diff to last: 0.481"
[1] "Newton iter: 2, lambda:1.50393854143512, diff to last: 0.137"
[1] "Newton iter: 3, lambda:1.52572852582738, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.52622847168783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52622872953942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52622872953949, diff to last: 0"
[1] "Final threshold is: 0.0401417967854413"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.29384063608245"
[1] "Newton iter: 1, lambda:1.11961691909165, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.14311190624254, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.14361235635958, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14361257992425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14361257992429, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14361257992429"
[1] "Starting iterative with newton 1.14361257992429"
[1] "Starting newton at: 1.27415862330155"
[1] "Newton iter: 1, lambda:1.30816290938826, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.30930518147677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30930643769674, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30930643769826, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30930643769674"
[1] "Starting iterative with newton 1.30930643769674"
[1] "Starting newton at: 1.28960039257435"
[1] "Newton iter: 1, lambda:1.37939186242732, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.38798839874685, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38806240101436, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38806240645809, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38806240101436"
[1] "Starting iterative with newton 1.38806240101436"
[1] "Starting newton at: 1.29400549016438"
[1] "Newton iter: 1, lambda:1.40887981033272, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.4234310593971, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.42364736562699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42364741282468, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42364741282468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42364741282468"
[1] "Starting iterative with newton 1.42364741282468"
[1] "Starting newton at: 1.29142968002098"
[1] "Newton iter: 1, lambda:1.42035742544105, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.43899118212833, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.43934949787617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43934962823738, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4393496282374, diff to last: 0"
[1] "Final threshold is: 0.0378567636433757"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25724954791931"
[1] "Newton iter: 1, lambda:1.4808605516085, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.56143859021294, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57144317892385, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57158765442539, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57158768422786, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57158768422786, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57158768422786"
[1] "Starting iterative with newton 1.57158768422786"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115869445817572"
threshold is:
[{'ad': 0.0011683048251659276, 'da': 0.0004585905798204472, 'dd': 0.000894443617574758}, {'ad': 0.002656944329624571, 'da': 0.0021456513268824527, 'dd': 0.005093149774603563}, {'ad': 0.006481979218520182, 'da': 0.006047244724676068, 'dd': 0.011586535690486639}, {'ad': 0.01557726550287106, 'da': 0.014877822615960299, 'dd': 0.030952575414375186}, {'ad': 0.04014179678544129, 'da': 0.037856763643375674, 'dd': 0.11586944581757205}]
Number of points in noise estimation: 128
Estimated noise: 0.0263012981006807
0.0263012981006807
threshold is:
[{'ad': 0.0018805081991599695, 'da': 0.014733458943475913, 'dd': 0.0040504524496158545}, {'ad': 0.0023198281991820835, 'da': 0.0001383658947757549, 'dd': 0.004692005400002905}, {'ad': 0.006963174847959053, 'da': 0.006219074155063581, 'dd': 0.011676547647969299}, {'ad': 0.012024102281534998, 'da': 0.013540541351663807, 'dd': 0.02338780191890253}, {'ad': 0.028312167462614776, 'da': 0.02689405132968104, 'dd': 0.11586944581757205}]
['stjerten256', 0.025, 3, 0.0006202428626793965, 0.0002960489205326516, 0.0002973877764134776, 0.001341788843937569, 0.0003187096151509379, 0.0003883250981582115, 0.0003187096151509379, 0.0003883250981582115, 32.07438224583828, 35.2863651812384, 35.26676886336173, 28.723158233086327, 34.96604834097637, 34.1080453930364, 34.96604834097637, 34.1080453930364]
stjerten256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124241394168994, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125488879593408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125489005000499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125489005000501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125489005000499"
[1] "Starting iterative with newton 0.125489005000499"
[1] "Starting newton at: 0.10238602582543"
[1] "Newton iter: 1, lambda:0.0669730816742902, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0670394442945598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0670394445278495, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0670394442945598"
[1] "Starting iterative with newton 0.0670394442945598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644981828440512, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0647170152431556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0647170177599702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0647170177599702"
[1] "Starting iterative with newton 0.0647170177599702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644047967545664, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646229258688171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646229283686868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0646229258688171"
[1] "Starting iterative with newton 0.0646229258688171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644010104952192, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646191111238513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646191136230359, diff to last: 0"
[1] "Final threshold is: 0.00170067440499768"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10280841308009, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103488951996522, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103488981756385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103488981756385, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.103488981756385"
[1] "Starting iterative with newton 0.103488981756385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0215928765678519, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216061561450638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216061561500872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0216061561450638"
[1] "Starting iterative with newton 0.0216061561450638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019758399191597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197688422282994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019768842231217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.019768842231217"
[1] "Starting iterative with newton 0.019768842231217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197183025311223, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197286883754157, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197286883782974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0197286883754157"
[1] "Starting iterative with newton 0.0197286883754157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197174267575667, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197278113549307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197278113578116, diff to last: 0"
[1] "Final threshold is: 0.000519205282376122"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.154036637641775"
[1] "Newton iter: 1, lambda:0.144738315190719, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.14474560772805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144745607732538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.14474560772805"
[1] "Starting iterative with newton 0.14474560772805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0699775337112932, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0702669655751552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0702669705215732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0702669655751552"
[1] "Starting iterative with newton 0.0702669655751552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662628405711305, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665199726015908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665199764701238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0665199764701238"
[1] "Starting iterative with newton 0.0665199764701238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066073271198871, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663288077583347, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663288115771434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0663288077583347"
[1] "Starting iterative with newton 0.0663288077583347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660635934591091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663190487026252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663190525189084, diff to last: 0"
[1] "Final threshold is: 0.00174541411558845"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.184000038573229"
[1] "Newton iter: 1, lambda:0.278766123905927, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.280284750890878, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.280285136587352, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280285136587377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280285136587352"
[1] "Starting iterative with newton 0.280285136587352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120450457889523, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121952794100521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121953027311309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121953027311315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121953027311315"
[1] "Starting iterative with newton 0.121953027311315"
[1] "Starting newton at: 0.200650861277598"
[1] "Newton iter: 1, lambda:0.109431496630838, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.110253180832528, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110253247707477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110253247707478, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110253247707478"
[1] "Starting iterative with newton 0.110253247707478"
[1] "Starting newton at: 0.212350640881435"
[1] "Newton iter: 1, lambda:0.108311744567478, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.109376548982126, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109376660912533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109376660912534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109376660912533"
[1] "Starting iterative with newton 0.109376660912533"
[1] "Starting newton at: 0.21322722767638"
[1] "Newton iter: 1, lambda:0.108226528346583, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.10931080043893, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109310916470501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109310916470502, diff to last: 0"
[1] "Final threshold is: 0.00287689314500033"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.20066432700428"
[1] "Newton iter: 1, lambda:0.261058745295783, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.261638383872058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261638436944846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261638436944847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261638436944846"
[1] "Starting iterative with newton 0.261638436944846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0827663068739331, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0833562744040387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0833563043838481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0833563043838482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0833563043838482"
[1] "Starting iterative with newton 0.0833563043838482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0710806392238389, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714807477024076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714807603839752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0714807603839752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0714807603839752"
[1] "Starting iterative with newton 0.0714807603839752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0703211708710335, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0707104632752254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070710475209664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070710475209664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.070710475209664"
[1] "Starting iterative with newton 0.070710475209664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0702719970050937, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0706605953151914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070660607202534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070660607202534, diff to last: 0"
[1] "Final threshold is: 0.00185967686346105"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507537154540255"
[1] "Newton iter: 1, lambda:0.426983051872661, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.428602570525772, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.428603238451767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428603238451881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.428603238451767"
[1] "Starting iterative with newton 0.428603238451767"
[1] "Starting newton at: 0.303918804936721"
[1] "Newton iter: 1, lambda:0.208872229799452, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.21033869948495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210339051433196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210339051433216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210339051433216"
[1] "Starting iterative with newton 0.210339051433216"
[1] "Starting newton at: 0.169679098305673"
[1] "Newton iter: 1, lambda:0.188334632824633, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.188388647213127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188388647665515, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188388647213127"
[1] "Starting iterative with newton 0.188388647213127"
[1] "Starting newton at: 0.162687534726768"
[1] "Newton iter: 1, lambda:0.186059627128892, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.186143923625994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.186143924721347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186143923625994"
[1] "Starting iterative with newton 0.186143923625994"
[1] "Starting newton at: 0.1649322583139"
[1] "Newton iter: 1, lambda:0.185846415861164, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.185913865946298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185913866647166, diff to last: 0"
[1] "Final threshold is: 0.00489296353728831"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0.604219965008471"
[1] "Newton iter: 1, lambda:0.56382045280657, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.564373141749178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564373246477884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564373246477888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564373246477888"
[1] "Starting iterative with newton 0.564373246477888"
[1] "Starting newton at: 0.283810398657963"
[1] "Newton iter: 1, lambda:0.30618416102002, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.306302632138825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306302635452812, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306302632138825"
[1] "Starting iterative with newton 0.306302632138825"
[1] "Starting newton at: 0.25380649348831"
[1] "Newton iter: 1, lambda:0.267186230852059, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.267226064010854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267226064363524, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267226064010854"
[1] "Starting iterative with newton 0.267226064010854"
[1] "Starting newton at: 0.240648375440907"
[1] "Newton iter: 1, lambda:0.261026253383912, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.261117773403509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261117775246663, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261117775246663"
[1] "Starting iterative with newton 0.261117775246663"
[1] "Starting newton at: 0.242260763549591"
[1] "Newton iter: 1, lambda:0.260088582131718, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.260158504983154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260158506057334, diff to last: 0"
[1] "Final threshold is: 0.00684696683337697"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0.604400273189233"
[1] "Newton iter: 1, lambda:0.594414204428836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.594451695389223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594451695919305, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594451695389223"
[1] "Starting iterative with newton 0.594451695389223"
[1] "Starting newton at: 0.328696711420477"
[1] "Newton iter: 1, lambda:0.279249617233401, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.279783346160747, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279783408645977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279783408645978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.279783408645978"
[1] "Starting iterative with newton 0.279783408645978"
[1] "Starting newton at: 0.271116820297494"
[1] "Newton iter: 1, lambda:0.234879203268521, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.235143882035049, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235143896190286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235143896190286, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235143896190286"
[1] "Starting iterative with newton 0.235143896190286"
[1] "Starting newton at: 0.27548391430838"
[1] "Newton iter: 1, lambda:0.228178288684138, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.228623327088412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.228623366600382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228623366600383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228623366600382"
[1] "Starting iterative with newton 0.228623366600382"
[1] "Starting newton at: 0.279045939743896"
[1] "Newton iter: 1, lambda:0.227132512900217, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.227667292711931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.227667349657912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227667349657913, diff to last: 0"
[1] "Final threshold is: 0.00599185020782429"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 0.636919647635375"
[1] "Newton iter: 1, lambda:0.706625801286989, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.708946468394625, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.708948980779999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708948980782941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708948980779999"
[1] "Starting iterative with newton 0.708948980779999"
[1] "Starting newton at: 0.385051141850423"
[1] "Newton iter: 1, lambda:0.492887763351822, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.497450665467269, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.497458694259051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497458694283886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497458694259051"
[1] "Starting iterative with newton 0.497458694259051"
[1] "Starting newton at: 0.45727120211747"
[1] "Newton iter: 1, lambda:0.446793073183207, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.446832990691535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446832991271916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.446832990691535"
[1] "Starting iterative with newton 0.446832990691535"
[1] "Starting newton at: 0.466738926193249"
[1] "Newton iter: 1, lambda:0.434056629867314, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.434437963717265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434438015925682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434438015925683, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.434438015925682"
[1] "Starting iterative with newton 0.434438015925682"
[1] "Starting newton at: 0.466268578426424"
[1] "Newton iter: 1, lambda:0.430943513227825, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.43138723177982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.431387302214096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431387302214098, diff to last: 0"
[1] "Final threshold is: 0.0113534422055167"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 0.833148232753502"
[1] "Newton iter: 1, lambda:0.797953630578396, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.798629935037053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.798630188723653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.798630188723688, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.798630188723688"
[1] "Starting iterative with newton 0.798630188723688"
[1] "Starting newton at: 0.568084390019199"
[1] "Newton iter: 1, lambda:0.653507974790612, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.657228293422588, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657235193175628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657235193199332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.657235193175628"
[1] "Starting iterative with newton 0.657235193175628"
[1] "Starting newton at: 0.613819456723484"
[1] "Newton iter: 1, lambda:0.615429252855097, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.615430499352532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615430499353279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615430499353279"
[1] "Starting iterative with newton 0.615430499353279"
[1] "Starting newton at: 0.612700579773261"
[1] "Newton iter: 1, lambda:0.602768556153979, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.602815337605079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.602815338645848, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.602815338645848"
[1] "Starting iterative with newton 0.602815338645848"
[1] "Starting newton at: 0.619504441455983"
[1] "Newton iter: 1, lambda:0.598785021029603, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.598987311508309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598987330904599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598987330904599, diff to last: 0"
[1] "Final threshold is: 0.0157644140389812"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 0.863006272227167"
[1] "Newton iter: 1, lambda:0.765476111474229, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.77024997349077, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770261941063876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770261941138941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770261941138941"
[1] "Starting iterative with newton 0.770261941138941"
[1] "Starting newton at: 0.614128001614488"
[1] "Newton iter: 1, lambda:0.633670410334048, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.633851901044426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.633851916608327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633851916608327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633851916608327"
[1] "Starting iterative with newton 0.633851916608327"
[1] "Starting newton at: 0.610343985534438"
[1] "Newton iter: 1, lambda:0.596757009798343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.59684121591336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596841219160137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596841219160137"
[1] "Starting iterative with newton 0.596841219160137"
[1] "Starting newton at: 0.605423436631532"
[1] "Newton iter: 1, lambda:0.586407816925564, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.586571048144001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58657106023547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58657106023547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58657106023547"
[1] "Starting iterative with newton 0.58657106023547"
[1] "Starting newton at: 0.607651903938836"
[1] "Newton iter: 1, lambda:0.583440409508084, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583703987169027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583704018617726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583704018617726, diff to last: 0"
[1] "Final threshold is: 0.0153621810528286"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.02962135730361"
[1] "Newton iter: 1, lambda:1.06758381851806, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.06878758688332, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06878877112364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06878877112478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06878877112364"
[1] "Starting iterative with newton 1.06878877112364"
[1] "Starting newton at: 1.03411810596599"
[1] "Newton iter: 1, lambda:1.13340286359907, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.14228219863301, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.14234954902837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14234955288034, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14234955288034"
[1] "Starting iterative with newton 1.14234955288034"
[1] "Starting newton at: 1.02954830422659"
[1] "Newton iter: 1, lambda:1.15918461722376, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.17484300124181, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.17505698678474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17505702632278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17505702632278, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17505702632278"
[1] "Starting iterative with newton 1.17505702632278"
[1] "Starting newton at: 1.02747865840171"
[1] "Newton iter: 1, lambda:1.16987403675375, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.18903599908582, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.18935957127497, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18935966233008, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18935966233009, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18935966233009"
[1] "Starting iterative with newton 1.18935966233009"
[1] "Starting newton at: 1.03029576055351"
[1] "Newton iter: 1, lambda:1.17526025236158, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.19521562453599, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.19556784260688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19556795082981, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19556795082982, diff to last: 0"
[1] "Final threshold is: 0.0314654871917804"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.20298023307575"
[1] "Newton iter: 1, lambda:1.19161169686583, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.19173118681465, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19173120012998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19173120012998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19173120012998"
[1] "Starting iterative with newton 1.19173120012998"
[1] "Starting newton at: 1.15979359266541"
[1] "Newton iter: 1, lambda:1.35695894652575, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.4016130772678, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.40369702815625, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40370140430863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40370140432789, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40370140430863"
[1] "Starting iterative with newton 1.40370140430863"
[1] "Starting newton at: 1.80185195783789"
[1] "Newton iter: 1, lambda:1.36481233546395, diff to last: 0.437"
[1] "Newton iter: 2, lambda:1.48472393457934, diff to last: 0.12"
[1] "Newton iter: 3, lambda:1.50117664818346, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.50146091192712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50146099548838, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50146099548839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50146099548838"
[1] "Starting iterative with newton 1.50146099548838"
[1] "Starting newton at: 1.84929205570518"
[1] "Newton iter: 1, lambda:1.39723682004402, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.52349773516206, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.54208605512438, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.54245378122228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54245392259387, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5424539225939, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.5424539225939"
[1] "Starting iterative with newton 1.5424539225939"
[1] "Starting newton at: 1.85933187754304"
[1] "Newton iter: 1, lambda:1.42052694975336, diff to last: 0.439"
[1] "Newton iter: 2, lambda:1.54150167047886, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.55859770753241, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.55890971295147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55890981515985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55890981515986, diff to last: 0"
[1] "Final threshold is: 0.0410280794061161"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2939575302504"
[1] "Newton iter: 1, lambda:1.117824349985, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.14176781039136, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.14228678957724, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14228702960225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1422870296023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14228702960225"
[1] "Starting iterative with newton 1.14228702960225"
[1] "Starting newton at: 1.30513248273297"
[1] "Newton iter: 1, lambda:1.30131479304955, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30132873177277, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30132873195916, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30132873195916"
[1] "Starting iterative with newton 1.30132873195916"
[1] "Starting newton at: 1.30814530564904"
[1] "Newton iter: 1, lambda:1.37297376130807, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.37736037082763, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.37737951185933, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37737951222242, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37737951222242"
[1] "Starting iterative with newton 1.37737951222242"
[1] "Starting newton at: 1.31469360048871"
[1] "Newton iter: 1, lambda:1.40354701201103, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.41206822216593, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.41214177597139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41214178141127, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41214177597139"
[1] "Starting iterative with newton 1.41214177597139"
[1] "Starting newton at: 1.31659302986185"
[1] "Newton iter: 1, lambda:1.41660425028775, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.4275644283962, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.42768717067898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42768718592554, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42768718592554, diff to last: 0"
[1] "Final threshold is: 0.0375745040935812"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25996795157708"
[1] "Newton iter: 1, lambda:1.4830453039843, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.56359677516181, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57364346357209, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57378984779937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5737898785367, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5737898785367, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57378984779937"
[1] "Starting iterative with newton 1.57378984779937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115944977899843"
threshold is:
[{'ad': 0.0017006744049976757, 'da': 0.0005192052823761223, 'dd': 0.0017454141155884544}, {'ad': 0.0028768931450003313, 'da': 0.0018596768634610466, 'dd': 0.00489296353728831}, {'ad': 0.006846966833376974, 'da': 0.005991850207824288, 'dd': 0.011353442205516748}, {'ad': 0.015764414038981163, 'da': 0.015362181052828593, 'dd': 0.03146548719178037}, {'ad': 0.041028079406116066, 'da': 0.03757450409358116, 'dd': 0.11594497789984291}]
Number of points in noise estimation: 128
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.9556852313686"
[1] "Starting iterative with newton 19.9556852313686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0108561790685"
[1] "Starting iterative with newton 17.0108561790685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7210721537107"
[1] "Starting iterative with newton 15.7210721537107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.37270232914141"
[1] "Starting iterative with newton 8.37270232914141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92299208849802"
[1] "Starting iterative with newton 7.92299208849802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.69143554833762"
[1] "Starting iterative with newton 4.69143554833762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 1.94990223222941"
[1] "Newton iter: 1, lambda:1.53500695982003, diff to last: 0.415"
[1] "Newton iter: 2, lambda:1.48504544170098, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4831035780571, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48310047200596, diff to last: 0"
[1] "Newton iter: 5, lambda:1.483100471998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.483100471998"
[1] "Starting iterative with newton 1.483100471998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 1.51555222900135"
[1] "Newton iter: 1, lambda:1.31200812103448, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.27730515953037, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.27596044388887, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27595837558443, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27595837557953, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27595837557953"
[1] "Starting iterative with newton 1.27595837557953"
[1] "Starting newton at: 1.46470076161095"
[1] "Newton iter: 1, lambda:1.24902338625088, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.20471012521461, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.20221010439856, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20220195332735, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20220195324064, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20220195324064"
[1] "Starting iterative with newton 1.20220195324064"
[1] "Starting newton at: 1.38946254829028"
[1] "Newton iter: 1, lambda:1.15915130817203, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.09871709116355, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.09309448862585, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.09304468553027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09304468162228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09304468162228"
[1] "Starting iterative with newton 1.09304468162228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 1.53163633558594"
[1] "Newton iter: 1, lambda:1.35160291826, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.32599237666031, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.3253224810683, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32532201321683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32532201321661, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32532201321661"
[1] "Starting iterative with newton 1.32532201321661"
[1] "Starting newton at: 1.53643465723278"
[1] "Newton iter: 1, lambda:1.35550907149767, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.32993100628935, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.32926790081534, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32926744576962, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3292674457694, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3292674457694"
[1] "Starting iterative with newton 1.3292674457694"
[1] "Starting newton at: 1.53769667818596"
[1] "Newton iter: 1, lambda:1.35873610496914, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33382275596741, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33319807391995, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33319767303551, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33319767303534, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33319767303534"
[1] "Starting iterative with newton 1.33319767303534"
[1] "Starting newton at: 1.54179602991159"
[1] "Newton iter: 1, lambda:1.36323520621328, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33868952150859, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33808869451431, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33808832705042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33808832705028, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33808832705042"
[1] "Starting iterative with newton 1.33808832705042"
[1] "Starting newton at: 1.54415025457972"
[1] "Newton iter: 1, lambda:1.36591098402462, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.34160109024905, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.3410149819598, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34101463419774, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34101463419762, diff to last: 0"
[1] "Final threshold is: 0.0352934174649367"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.16523179678695"
[1] "Newton iter: 1, lambda:1.16493610111483, diff to last: 0"
[1] "Newton iter: 2, lambda:1.16493598596927, diff to last: 0"
[1] "Newton iter: 3, lambda:1.16493598596925, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16493598596925"
[1] "Starting iterative with newton 1.16493598596925"
[1] "Starting newton at: 1.56945190460253"
[1] "Newton iter: 1, lambda:1.56338657031109, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56336801007981, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56336800990343, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56336800990343"
[1] "Starting iterative with newton 1.56336800990343"
[1] "Starting newton at: 1.95445354304418"
[1] "Newton iter: 1, lambda:1.90758162493827, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.90757239252257, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90757239251784, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.90757239251784"
[1] "Starting iterative with newton 1.90757239251784"
[1] "Starting newton at: 2.17317238912556"
[1] "Newton iter: 1, lambda:2.13414059409954, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.13441184878418, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13441185938736, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13441185938736, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13441184878418"
[1] "Starting iterative with newton 2.13441184878418"
[1] "Starting newton at: 2.2479847141532"
[1] "Newton iter: 1, lambda:2.25309747703681, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.25310320515669, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25310320516401, diff to last: 0"
[1] "Final threshold is: 0.0592981687027001"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.31590061290038"
[1] "Newton iter: 1, lambda:1.33102052158692, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.33081472248186, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3308146850571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3308146850571, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3308146850571"
[1] "Starting iterative with newton 1.3308146850571"
[1] "Starting newton at: 1.98713369470796"
[1] "Newton iter: 1, lambda:1.95666115115009, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.95681000663526, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95681000944196, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95681000944196"
[1] "Starting iterative with newton 1.95681000944196"
[1] "Starting newton at: 2.29911857852968"
[1] "Newton iter: 1, lambda:2.36385776129775, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.36560478064422, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.36560618728383, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36560618728474, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36560618728474"
[1] "Starting iterative with newton 2.36560618728474"
[1] "Starting newton at: 2.58801141163846"
[1] "Newton iter: 1, lambda:2.59174582293379, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.59175362347987, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59175362351398, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59175362347987"
[1] "Starting iterative with newton 2.59175362347987"
[1] "Starting newton at: 2.70215859069627"
[1] "Newton iter: 1, lambda:2.70764194119906, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.70765973867298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70765973886072, diff to last: 0"
[1] "Final threshold is: 0.0712613890107109"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2118169981804"
[1] "Newton iter: 1, lambda:1.24765305074603, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.24621398484871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24621171783715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24621171783152, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24621171783152"
[1] "Starting iterative with newton 1.24621171783152"
[1] "Starting newton at: 1.76408605614987"
[1] "Newton iter: 1, lambda:1.78844026377687, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.78834304941379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78834304815096, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78834304815096"
[1] "Starting iterative with newton 1.78834304815096"
[1] "Starting newton at: 2.14369293165487"
[1] "Newton iter: 1, lambda:2.17781032968981, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.17807580768644, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17807582587817, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17807582587817, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17807582587817"
[1] "Starting iterative with newton 2.17807582587817"
[1] "Starting newton at: 2.43506108593594"
[1] "Newton iter: 1, lambda:2.40164648666141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.40210184448149, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40210192528384, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40210192528384, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40210192528384"
[1] "Starting iterative with newton 2.40210192528384"
[1] "Starting newton at: 2.51571003781858"
[1] "Newton iter: 1, lambda:2.50787554979043, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.50790241520881, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50790241552227, diff to last: 0"
[1] "Final threshold is: 0.0660040872367121"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93475872065767"
[1] "Newton iter: 1, lambda:2.21192749432407, diff to last: 0.277"
[1] "Newton iter: 2, lambda:2.25056897537504, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.25181742242954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.25181875839557, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2518187583971, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25181875839557"
[1] "Starting iterative with newton 2.25181875839557"
[1] "Starting newton at: 3.10167130256962"
[1] "Newton iter: 1, lambda:3.09332351364775, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.09342113410052, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0934211475484, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0934211475484, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09342113410052"
[1] "Starting iterative with newton 3.09342113410052"
[1] "Starting newton at: 3.56343957895106"
[1] "Newton iter: 1, lambda:3.66665002128108, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.68663900432863, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.68732134001962, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.68732211365544, diff to last: 0"
[1] "Newton iter: 5, lambda:3.68732211365644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.68732211365544"
[1] "Starting iterative with newton 3.68732211365544"
[1] "Starting newton at: 4.03507098679715"
[1] "Newton iter: 1, lambda:4.10305899872808, diff to last: 0.068"
[1] "Newton iter: 2, lambda:4.11178840977674, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.11191818332961, diff to last: 0"
[1] "Newton iter: 4, lambda:4.1119182115621, diff to last: 0"
[1] "Newton iter: 5, lambda:4.11191821156211, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.1119182115621"
[1] "Starting iterative with newton 4.1119182115621"
[1] "Starting newton at: 4.39223455567331"
[1] "Newton iter: 1, lambda:4.22535604724566, diff to last: 0.167"
[1] "Newton iter: 2, lambda:4.25771000235141, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.25951436871543, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.25951965696242, diff to last: 0"
[1] "Newton iter: 5, lambda:4.25951965700768, diff to last: 0"
[1] "Final threshold is: 0.112103926101618"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.035293417464936666, 'dd': 0.05929816870270008}, {'ad': 0.07126138901071087, 'da': 0.06600408723671208, 'dd': 0.11210392610161794}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369043489961851. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.9556852313686"
[1] "Starting iterative with newton 19.9556852313686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0108561790685"
[1] "Starting iterative with newton 17.0108561790685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7210721537107"
[1] "Starting iterative with newton 15.7210721537107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.37270232914141"
[1] "Starting iterative with newton 8.37270232914141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92299208849802"
[1] "Starting iterative with newton 7.92299208849802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.69143554833762"
[1] "Starting iterative with newton 4.69143554833762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 1.94990223222941"
[1] "Newton iter: 1, lambda:1.53500695982003, diff to last: 0.415"
[1] "Newton iter: 2, lambda:1.48504544170098, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4831035780571, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48310047200596, diff to last: 0"
[1] "Newton iter: 5, lambda:1.483100471998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.483100471998"
[1] "Starting iterative with newton 1.483100471998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 1.51555222900135"
[1] "Newton iter: 1, lambda:1.31200812103448, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.27730515953037, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.27596044388887, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27595837558443, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27595837557953, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27595837557953"
[1] "Starting iterative with newton 1.27595837557953"
[1] "Starting newton at: 1.46470076161095"
[1] "Newton iter: 1, lambda:1.24902338625088, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.20471012521461, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.20221010439856, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20220195332735, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20220195324064, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20220195324064"
[1] "Starting iterative with newton 1.20220195324064"
[1] "Starting newton at: 1.38946254829028"
[1] "Newton iter: 1, lambda:1.15915130817203, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.09871709116355, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.09309448862585, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.09304468553027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09304468162228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09304468162228"
[1] "Starting iterative with newton 1.09304468162228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 1.53163633558594"
[1] "Newton iter: 1, lambda:1.35160291826, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.32599237666031, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.3253224810683, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32532201321683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32532201321661, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32532201321661"
[1] "Starting iterative with newton 1.32532201321661"
[1] "Starting newton at: 1.53643465723278"
[1] "Newton iter: 1, lambda:1.35550907149767, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.32993100628935, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.32926790081534, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32926744576962, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3292674457694, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3292674457694"
[1] "Starting iterative with newton 1.3292674457694"
[1] "Starting newton at: 1.53769667818596"
[1] "Newton iter: 1, lambda:1.35873610496914, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33382275596741, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33319807391995, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33319767303551, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33319767303534, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33319767303534"
[1] "Starting iterative with newton 1.33319767303534"
[1] "Starting newton at: 1.54179602991159"
[1] "Newton iter: 1, lambda:1.36323520621328, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33868952150859, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33808869451431, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33808832705042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33808832705028, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33808832705042"
[1] "Starting iterative with newton 1.33808832705042"
[1] "Starting newton at: 1.54415025457972"
[1] "Newton iter: 1, lambda:1.36591098402462, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.34160109024905, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.3410149819598, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34101463419774, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34101463419762, diff to last: 0"
[1] "Final threshold is: 0.0352934174649367"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.16523179678695"
[1] "Newton iter: 1, lambda:1.16493610111483, diff to last: 0"
[1] "Newton iter: 2, lambda:1.16493598596927, diff to last: 0"
[1] "Newton iter: 3, lambda:1.16493598596925, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16493598596925"
[1] "Starting iterative with newton 1.16493598596925"
[1] "Starting newton at: 1.56945190460253"
[1] "Newton iter: 1, lambda:1.56338657031109, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56336801007981, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56336800990343, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56336800990343"
[1] "Starting iterative with newton 1.56336800990343"
[1] "Starting newton at: 1.95445354304418"
[1] "Newton iter: 1, lambda:1.90758162493827, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.90757239252257, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90757239251784, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.90757239251784"
[1] "Starting iterative with newton 1.90757239251784"
[1] "Starting newton at: 2.17317238912556"
[1] "Newton iter: 1, lambda:2.13414059409954, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.13441184878418, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13441185938736, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13441185938736, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13441184878418"
[1] "Starting iterative with newton 2.13441184878418"
[1] "Starting newton at: 2.2479847141532"
[1] "Newton iter: 1, lambda:2.25309747703681, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.25310320515669, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25310320516401, diff to last: 0"
[1] "Final threshold is: 0.0592981687027001"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.31590061290038"
[1] "Newton iter: 1, lambda:1.33102052158692, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.33081472248186, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3308146850571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3308146850571, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3308146850571"
[1] "Starting iterative with newton 1.3308146850571"
[1] "Starting newton at: 1.98713369470796"
[1] "Newton iter: 1, lambda:1.95666115115009, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.95681000663526, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95681000944196, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95681000944196"
[1] "Starting iterative with newton 1.95681000944196"
[1] "Starting newton at: 2.29911857852968"
[1] "Newton iter: 1, lambda:2.36385776129775, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.36560478064422, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.36560618728383, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36560618728474, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36560618728474"
[1] "Starting iterative with newton 2.36560618728474"
[1] "Starting newton at: 2.58801141163846"
[1] "Newton iter: 1, lambda:2.59174582293379, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.59175362347987, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59175362351398, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59175362347987"
[1] "Starting iterative with newton 2.59175362347987"
[1] "Starting newton at: 2.70215859069627"
[1] "Newton iter: 1, lambda:2.70764194119906, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.70765973867298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70765973886072, diff to last: 0"
[1] "Final threshold is: 0.0712613890107109"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2118169981804"
[1] "Newton iter: 1, lambda:1.24765305074603, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.24621398484871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24621171783715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24621171783152, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24621171783152"
[1] "Starting iterative with newton 1.24621171783152"
[1] "Starting newton at: 1.76408605614987"
[1] "Newton iter: 1, lambda:1.78844026377687, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.78834304941379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78834304815096, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78834304815096"
[1] "Starting iterative with newton 1.78834304815096"
[1] "Starting newton at: 2.14369293165487"
[1] "Newton iter: 1, lambda:2.17781032968981, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.17807580768644, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17807582587817, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17807582587817, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17807582587817"
[1] "Starting iterative with newton 2.17807582587817"
[1] "Starting newton at: 2.43506108593594"
[1] "Newton iter: 1, lambda:2.40164648666141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.40210184448149, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40210192528384, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40210192528384, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40210192528384"
[1] "Starting iterative with newton 2.40210192528384"
[1] "Starting newton at: 2.51571003781858"
[1] "Newton iter: 1, lambda:2.50787554979043, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.50790241520881, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50790241552227, diff to last: 0"
[1] "Final threshold is: 0.0660040872367121"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93475872065767"
[1] "Newton iter: 1, lambda:2.21192749432407, diff to last: 0.277"
[1] "Newton iter: 2, lambda:2.25056897537504, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.25181742242954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.25181875839557, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2518187583971, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25181875839557"
[1] "Starting iterative with newton 2.25181875839557"
[1] "Starting newton at: 3.10167130256962"
[1] "Newton iter: 1, lambda:3.09332351364775, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.09342113410052, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0934211475484, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0934211475484, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09342113410052"
[1] "Starting iterative with newton 3.09342113410052"
[1] "Starting newton at: 3.56343957895106"
[1] "Newton iter: 1, lambda:3.66665002128108, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.68663900432863, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.68732134001962, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.68732211365544, diff to last: 0"
[1] "Newton iter: 5, lambda:3.68732211365644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.68732211365544"
[1] "Starting iterative with newton 3.68732211365544"
[1] "Starting newton at: 4.03507098679715"
[1] "Newton iter: 1, lambda:4.10305899872808, diff to last: 0.068"
[1] "Newton iter: 2, lambda:4.11178840977674, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.11191818332961, diff to last: 0"
[1] "Newton iter: 4, lambda:4.1119182115621, diff to last: 0"
[1] "Newton iter: 5, lambda:4.11191821156211, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.1119182115621"
[1] "Starting iterative with newton 4.1119182115621"
[1] "Starting newton at: 4.39223455567331"
[1] "Newton iter: 1, lambda:4.22535604724566, diff to last: 0.167"
[1] "Newton iter: 2, lambda:4.25771000235141, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.25951436871543, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.25951965696242, diff to last: 0"
[1] "Newton iter: 5, lambda:4.25951965700768, diff to last: 0"
[1] "Final threshold is: 0.112103926101618"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.035293417464936666, 'dd': 0.05929816870270008}, {'ad': 0.07126138901071087, 'da': 0.06600408723671208, 'dd': 0.11210392610161794}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369043489961851. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124241394168994, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125488879593408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125489005000499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125489005000501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125489005000499"
[1] "Starting iterative with newton 0.125489005000499"
[1] "Starting newton at: 0.10238602582543"
[1] "Newton iter: 1, lambda:0.0669730816742902, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0670394442945598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0670394445278495, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0670394442945598"
[1] "Starting iterative with newton 0.0670394442945598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644981828440512, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0647170152431556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0647170177599702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0647170177599702"
[1] "Starting iterative with newton 0.0647170177599702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644047967545664, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646229258688171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646229283686868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0646229258688171"
[1] "Starting iterative with newton 0.0646229258688171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644010104952192, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646191111238513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646191136230359, diff to last: 0"
[1] "Final threshold is: 0.00170067440499768"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10280841308009, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103488951996522, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103488981756385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103488981756385, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.103488981756385"
[1] "Starting iterative with newton 0.103488981756385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0215928765678519, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216061561450638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216061561500872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0216061561450638"
[1] "Starting iterative with newton 0.0216061561450638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019758399191597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197688422282994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019768842231217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.019768842231217"
[1] "Starting iterative with newton 0.019768842231217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197183025311223, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197286883754157, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197286883782974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0197286883754157"
[1] "Starting iterative with newton 0.0197286883754157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197174267575667, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197278113549307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197278113578116, diff to last: 0"
[1] "Final threshold is: 0.000519205282376122"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.154036637641775"
[1] "Newton iter: 1, lambda:0.144738315190719, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.14474560772805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144745607732538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.14474560772805"
[1] "Starting iterative with newton 0.14474560772805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0699775337112932, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0702669655751552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0702669705215732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0702669655751552"
[1] "Starting iterative with newton 0.0702669655751552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662628405711305, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665199726015908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665199764701238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0665199764701238"
[1] "Starting iterative with newton 0.0665199764701238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066073271198871, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663288077583347, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663288115771434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0663288077583347"
[1] "Starting iterative with newton 0.0663288077583347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660635934591091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663190487026252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663190525189084, diff to last: 0"
[1] "Final threshold is: 0.00174541411558845"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.184000038573229"
[1] "Newton iter: 1, lambda:0.278766123905927, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.280284750890878, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.280285136587352, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280285136587377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280285136587352"
[1] "Starting iterative with newton 0.280285136587352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120450457889523, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121952794100521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121953027311309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121953027311315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121953027311315"
[1] "Starting iterative with newton 0.121953027311315"
[1] "Starting newton at: 0.200650861277598"
[1] "Newton iter: 1, lambda:0.109431496630838, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.110253180832528, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110253247707477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110253247707478, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110253247707478"
[1] "Starting iterative with newton 0.110253247707478"
[1] "Starting newton at: 0.212350640881435"
[1] "Newton iter: 1, lambda:0.108311744567478, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.109376548982126, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109376660912533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109376660912534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109376660912533"
[1] "Starting iterative with newton 0.109376660912533"
[1] "Starting newton at: 0.21322722767638"
[1] "Newton iter: 1, lambda:0.108226528346583, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.10931080043893, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109310916470501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109310916470502, diff to last: 0"
[1] "Final threshold is: 0.00287689314500033"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.20066432700428"
[1] "Newton iter: 1, lambda:0.261058745295783, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.261638383872058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261638436944846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261638436944847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261638436944846"
[1] "Starting iterative with newton 0.261638436944846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0827663068739331, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0833562744040387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0833563043838481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0833563043838482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0833563043838482"
[1] "Starting iterative with newton 0.0833563043838482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0710806392238389, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714807477024076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714807603839752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0714807603839752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0714807603839752"
[1] "Starting iterative with newton 0.0714807603839752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0703211708710335, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0707104632752254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070710475209664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070710475209664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.070710475209664"
[1] "Starting iterative with newton 0.070710475209664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0702719970050937, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0706605953151914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070660607202534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070660607202534, diff to last: 0"
[1] "Final threshold is: 0.00185967686346105"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507537154540255"
[1] "Newton iter: 1, lambda:0.426983051872661, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.428602570525772, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.428603238451767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428603238451881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.428603238451767"
[1] "Starting iterative with newton 0.428603238451767"
[1] "Starting newton at: 0.303918804936721"
[1] "Newton iter: 1, lambda:0.208872229799452, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.21033869948495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210339051433196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210339051433216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210339051433216"
[1] "Starting iterative with newton 0.210339051433216"
[1] "Starting newton at: 0.169679098305673"
[1] "Newton iter: 1, lambda:0.188334632824633, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.188388647213127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188388647665515, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188388647213127"
[1] "Starting iterative with newton 0.188388647213127"
[1] "Starting newton at: 0.162687534726768"
[1] "Newton iter: 1, lambda:0.186059627128892, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.186143923625994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.186143924721347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186143923625994"
[1] "Starting iterative with newton 0.186143923625994"
[1] "Starting newton at: 0.1649322583139"
[1] "Newton iter: 1, lambda:0.185846415861164, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.185913865946298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185913866647166, diff to last: 0"
[1] "Final threshold is: 0.00489296353728831"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0.604219965008471"
[1] "Newton iter: 1, lambda:0.56382045280657, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.564373141749178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564373246477884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564373246477888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564373246477888"
[1] "Starting iterative with newton 0.564373246477888"
[1] "Starting newton at: 0.283810398657963"
[1] "Newton iter: 1, lambda:0.30618416102002, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.306302632138825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306302635452812, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306302632138825"
[1] "Starting iterative with newton 0.306302632138825"
[1] "Starting newton at: 0.25380649348831"
[1] "Newton iter: 1, lambda:0.267186230852059, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.267226064010854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267226064363524, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267226064010854"
[1] "Starting iterative with newton 0.267226064010854"
[1] "Starting newton at: 0.240648375440907"
[1] "Newton iter: 1, lambda:0.261026253383912, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.261117773403509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261117775246663, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261117775246663"
[1] "Starting iterative with newton 0.261117775246663"
[1] "Starting newton at: 0.242260763549591"
[1] "Newton iter: 1, lambda:0.260088582131718, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.260158504983154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260158506057334, diff to last: 0"
[1] "Final threshold is: 0.00684696683337697"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0.604400273189233"
[1] "Newton iter: 1, lambda:0.594414204428836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.594451695389223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594451695919305, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594451695389223"
[1] "Starting iterative with newton 0.594451695389223"
[1] "Starting newton at: 0.328696711420477"
[1] "Newton iter: 1, lambda:0.279249617233401, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.279783346160747, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279783408645977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279783408645978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.279783408645978"
[1] "Starting iterative with newton 0.279783408645978"
[1] "Starting newton at: 0.271116820297494"
[1] "Newton iter: 1, lambda:0.234879203268521, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.235143882035049, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235143896190286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235143896190286, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235143896190286"
[1] "Starting iterative with newton 0.235143896190286"
[1] "Starting newton at: 0.27548391430838"
[1] "Newton iter: 1, lambda:0.228178288684138, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.228623327088412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.228623366600382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228623366600383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228623366600382"
[1] "Starting iterative with newton 0.228623366600382"
[1] "Starting newton at: 0.279045939743896"
[1] "Newton iter: 1, lambda:0.227132512900217, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.227667292711931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.227667349657912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227667349657913, diff to last: 0"
[1] "Final threshold is: 0.00599185020782429"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 0.636919647635375"
[1] "Newton iter: 1, lambda:0.706625801286989, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.708946468394625, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.708948980779999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708948980782941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708948980779999"
[1] "Starting iterative with newton 0.708948980779999"
[1] "Starting newton at: 0.385051141850423"
[1] "Newton iter: 1, lambda:0.492887763351822, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.497450665467269, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.497458694259051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497458694283886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497458694259051"
[1] "Starting iterative with newton 0.497458694259051"
[1] "Starting newton at: 0.45727120211747"
[1] "Newton iter: 1, lambda:0.446793073183207, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.446832990691535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446832991271916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.446832990691535"
[1] "Starting iterative with newton 0.446832990691535"
[1] "Starting newton at: 0.466738926193249"
[1] "Newton iter: 1, lambda:0.434056629867314, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.434437963717265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434438015925682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434438015925683, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.434438015925682"
[1] "Starting iterative with newton 0.434438015925682"
[1] "Starting newton at: 0.466268578426424"
[1] "Newton iter: 1, lambda:0.430943513227825, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.43138723177982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.431387302214096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431387302214098, diff to last: 0"
[1] "Final threshold is: 0.0113534422055167"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 0.833148232753502"
[1] "Newton iter: 1, lambda:0.797953630578396, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.798629935037053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.798630188723653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.798630188723688, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.798630188723688"
[1] "Starting iterative with newton 0.798630188723688"
[1] "Starting newton at: 0.568084390019199"
[1] "Newton iter: 1, lambda:0.653507974790612, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.657228293422588, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657235193175628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657235193199332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.657235193175628"
[1] "Starting iterative with newton 0.657235193175628"
[1] "Starting newton at: 0.613819456723484"
[1] "Newton iter: 1, lambda:0.615429252855097, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.615430499352532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615430499353279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615430499353279"
[1] "Starting iterative with newton 0.615430499353279"
[1] "Starting newton at: 0.612700579773261"
[1] "Newton iter: 1, lambda:0.602768556153979, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.602815337605079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.602815338645848, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.602815338645848"
[1] "Starting iterative with newton 0.602815338645848"
[1] "Starting newton at: 0.619504441455983"
[1] "Newton iter: 1, lambda:0.598785021029603, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.598987311508309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598987330904599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598987330904599, diff to last: 0"
[1] "Final threshold is: 0.0157644140389812"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 0.863006272227167"
[1] "Newton iter: 1, lambda:0.765476111474229, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.77024997349077, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770261941063876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770261941138941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770261941138941"
[1] "Starting iterative with newton 0.770261941138941"
[1] "Starting newton at: 0.614128001614488"
[1] "Newton iter: 1, lambda:0.633670410334048, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.633851901044426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.633851916608327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633851916608327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633851916608327"
[1] "Starting iterative with newton 0.633851916608327"
[1] "Starting newton at: 0.610343985534438"
[1] "Newton iter: 1, lambda:0.596757009798343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.59684121591336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596841219160137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596841219160137"
[1] "Starting iterative with newton 0.596841219160137"
[1] "Starting newton at: 0.605423436631532"
[1] "Newton iter: 1, lambda:0.586407816925564, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.586571048144001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58657106023547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58657106023547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58657106023547"
[1] "Starting iterative with newton 0.58657106023547"
[1] "Starting newton at: 0.607651903938836"
[1] "Newton iter: 1, lambda:0.583440409508084, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583703987169027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583704018617726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583704018617726, diff to last: 0"
[1] "Final threshold is: 0.0153621810528286"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.02962135730361"
[1] "Newton iter: 1, lambda:1.06758381851806, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.06878758688332, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06878877112364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06878877112478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06878877112364"
[1] "Starting iterative with newton 1.06878877112364"
[1] "Starting newton at: 1.03411810596599"
[1] "Newton iter: 1, lambda:1.13340286359907, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.14228219863301, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.14234954902837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14234955288034, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14234955288034"
[1] "Starting iterative with newton 1.14234955288034"
[1] "Starting newton at: 1.02954830422659"
[1] "Newton iter: 1, lambda:1.15918461722376, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.17484300124181, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.17505698678474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17505702632278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17505702632278, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17505702632278"
[1] "Starting iterative with newton 1.17505702632278"
[1] "Starting newton at: 1.02747865840171"
[1] "Newton iter: 1, lambda:1.16987403675375, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.18903599908582, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.18935957127497, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18935966233008, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18935966233009, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18935966233009"
[1] "Starting iterative with newton 1.18935966233009"
[1] "Starting newton at: 1.03029576055351"
[1] "Newton iter: 1, lambda:1.17526025236158, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.19521562453599, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.19556784260688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19556795082981, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19556795082982, diff to last: 0"
[1] "Final threshold is: 0.0314654871917804"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.20298023307575"
[1] "Newton iter: 1, lambda:1.19161169686583, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.19173118681465, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19173120012998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19173120012998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19173120012998"
[1] "Starting iterative with newton 1.19173120012998"
[1] "Starting newton at: 1.15979359266541"
[1] "Newton iter: 1, lambda:1.35695894652575, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.4016130772678, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.40369702815625, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40370140430863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40370140432789, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40370140430863"
[1] "Starting iterative with newton 1.40370140430863"
[1] "Starting newton at: 1.80185195783789"
[1] "Newton iter: 1, lambda:1.36481233546395, diff to last: 0.437"
[1] "Newton iter: 2, lambda:1.48472393457934, diff to last: 0.12"
[1] "Newton iter: 3, lambda:1.50117664818346, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.50146091192712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50146099548838, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50146099548839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50146099548838"
[1] "Starting iterative with newton 1.50146099548838"
[1] "Starting newton at: 1.84929205570518"
[1] "Newton iter: 1, lambda:1.39723682004402, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.52349773516206, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.54208605512438, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.54245378122228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54245392259387, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5424539225939, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.5424539225939"
[1] "Starting iterative with newton 1.5424539225939"
[1] "Starting newton at: 1.85933187754304"
[1] "Newton iter: 1, lambda:1.42052694975336, diff to last: 0.439"
[1] "Newton iter: 2, lambda:1.54150167047886, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.55859770753241, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.55890971295147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55890981515985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55890981515986, diff to last: 0"
[1] "Final threshold is: 0.0410280794061161"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2939575302504"
[1] "Newton iter: 1, lambda:1.117824349985, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.14176781039136, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.14228678957724, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14228702960225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1422870296023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14228702960225"
[1] "Starting iterative with newton 1.14228702960225"
[1] "Starting newton at: 1.30513248273297"
[1] "Newton iter: 1, lambda:1.30131479304955, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30132873177277, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30132873195916, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30132873195916"
[1] "Starting iterative with newton 1.30132873195916"
[1] "Starting newton at: 1.30814530564904"
[1] "Newton iter: 1, lambda:1.37297376130807, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.37736037082763, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.37737951185933, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37737951222242, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37737951222242"
[1] "Starting iterative with newton 1.37737951222242"
[1] "Starting newton at: 1.31469360048871"
[1] "Newton iter: 1, lambda:1.40354701201103, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.41206822216593, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.41214177597139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41214178141127, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41214177597139"
[1] "Starting iterative with newton 1.41214177597139"
[1] "Starting newton at: 1.31659302986185"
[1] "Newton iter: 1, lambda:1.41660425028775, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.4275644283962, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.42768717067898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42768718592554, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42768718592554, diff to last: 0"
[1] "Final threshold is: 0.0375745040935812"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25996795157708"
[1] "Newton iter: 1, lambda:1.4830453039843, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.56359677516181, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57364346357209, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57378984779937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5737898785367, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5737898785367, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57378984779937"
[1] "Starting iterative with newton 1.57378984779937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115944977899843"
threshold is:
[{'ad': 0.0017006744049976757, 'da': 0.0005192052823761223, 'dd': 0.0017454141155884544}, {'ad': 0.0028768931450003313, 'da': 0.0018596768634610466, 'dd': 0.00489296353728831}, {'ad': 0.006846966833376974, 'da': 0.005991850207824288, 'dd': 0.011353442205516748}, {'ad': 0.015764414038981163, 'da': 0.015362181052828593, 'dd': 0.03146548719178037}, {'ad': 0.041028079406116066, 'da': 0.03757450409358116, 'dd': 0.11594497789984291}]
Number of points in noise estimation: 128
Estimated noise: 0.026318443188395185
0.026318443188395185
threshold is:
[{'ad': 0.005518259784929924, 'da': 0.014431462588953593, 'dd': 0.010395335895493296}, {'ad': 0.004820973660475403, 'da': 0.0027766643695702198, 'dd': 0.005879996246824365}, {'ad': 0.0078044607634027985, 'da': 0.004859279194175005, 'dd': 0.008759328481541574}, {'ad': 0.015269421791451411, 'da': 0.015165790684523355, 'dd': 0.024796559679526438}, {'ad': 0.02900016804810927, 'da': 0.02913771830469779, 'dd': 0.11594497789984291}]
['stjerten256', 0.025, 4, 0.0006204955265459102, 0.0003016501147749787, 0.00029976474404542087, 0.0013482671464338648, 0.0003232826081998709, 0.00039149840651622595, 0.0003232826081998709, 0.00039149840651622595, 32.072613451941464, 35.204965051026555, 35.2321944676092, 28.702240479140734, 34.90417658722788, 34.07270001275562, 34.90417658722788, 34.07270001275562]
stjerten256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.05004629946828758
0.05004629946828758
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189022609220501"
[1] "Newton iter: 1, lambda:0.220974127001818, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.221101919709028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.221101921746307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.221101919709028"
[1] "Starting iterative with newton 0.221101919709028"
[1] "Starting newton at: 0.141269281901783"
[1] "Newton iter: 1, lambda:0.0967064368425965, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0968603442711111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0968603461083733, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968603461083733"
[1] "Starting iterative with newton 0.0968603461083733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897731728233712, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0903777728225852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0903778002272245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0903778002272246, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0903778002272245"
[1] "Starting iterative with newton 0.0903778002272245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894316865004767, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900306497450591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900306765943389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090030676594339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.090030676594339"
[1] "Starting iterative with newton 0.090030676594339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894133786048438, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900120407499798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900120675697753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0900120675697753, diff to last: 0"
[1] "Final threshold is: 0.00450477088935671"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.312173157731294"
[1] "Newton iter: 1, lambda:0.262172145711826, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.262556528491952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26255655136258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26255655136258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26255655136258"
[1] "Starting iterative with newton 0.26255655136258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945676694883349, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954389974469894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954390713998211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954390713998216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0954390713998211"
[1] "Starting iterative with newton 0.0954390713998211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0816565599138373, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822626130604355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0822626464485994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822626464485995, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0822626464485994"
[1] "Starting iterative with newton 0.0822626464485994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806541557441367, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0812419619674891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0812419931923613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0812419931923614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0812419931923613"
[1] "Starting iterative with newton 0.0812419931923613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0805766285665812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811630372511433, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0811630683135652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811630683135653, diff to last: 0"
[1] "Final threshold is: 0.00406191122258577"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.208509600619092, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.21471480426883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.214720281416011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214720281420277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.214720281416011"
[1] "Starting iterative with newton 0.214720281416011"
[1] "Starting newton at: 0.155195854179461"
[1] "Newton iter: 1, lambda:0.11334233613288, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.113497177331519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.113497179455198, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113497177331519"
[1] "Starting iterative with newton 0.113497177331519"
[1] "Starting newton at: 0.174559370477986"
[1] "Newton iter: 1, lambda:0.106338685844626, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.106744530833531, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106744545244929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106744545244929, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106744545244929"
[1] "Starting iterative with newton 0.106744545244929"
[1] "Starting newton at: 0.181312002564575"
[1] "Newton iter: 1, lambda:0.105783005202031, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106279830506203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106279852084795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106279852084795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106279852084795"
[1] "Starting iterative with newton 0.106279852084795"
[1] "Starting newton at: 0.18177669572471"
[1] "Newton iter: 1, lambda:0.105744362102628, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106247786983833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106247809138207, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106247809138207, diff to last: 0"
[1] "Final threshold is: 0.00531730967398016"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.550942701810145"
[1] "Newton iter: 1, lambda:0.453729550158296, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.456301575754286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.456303422958667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456303422959619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456303422958667"
[1] "Starting iterative with newton 0.456303422958667"
[1] "Starting newton at: 0.22227155594741"
[1] "Newton iter: 1, lambda:0.208226852846678, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.208258575235031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.208258575396999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.208258575235031"
[1] "Starting iterative with newton 0.208258575235031"
[1] "Starting newton at: 0.200841414434026"
[1] "Newton iter: 1, lambda:0.182408534598205, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.182459985562933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182459985964148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182459985562933"
[1] "Starting iterative with newton 0.182459985562933"
[1] "Starting newton at: 0.219065128859421"
[1] "Newton iter: 1, lambda:0.179394930466337, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.179631482764075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179631491191659, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179631491191659"
[1] "Starting iterative with newton 0.179631491191659"
[1] "Starting newton at: 0.221893623230695"
[1] "Newton iter: 1, lambda:0.179043969288207, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.179319721454193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179319732898399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179319732898399, diff to last: 0"
[1] "Final threshold is: 0.00897428905320664"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.427376334360282"
[1] "Newton iter: 1, lambda:0.491555301658352, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.492789429489453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.492789879543218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492789879543277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.492789879543218"
[1] "Starting iterative with newton 0.492789879543218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.184874251926244, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.190592184855043, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190597646714548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190597646719531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190597646714548"
[1] "Starting iterative with newton 0.190597646714548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153342001989699, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156841981559446, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156843804699636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15684380470013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156843804699636"
[1] "Starting iterative with newton 0.156843804699636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149882140054007, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153179122226926, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153180717551266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15318071755164, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153180717551266"
[1] "Starting iterative with newton 0.153180717551266"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14950711542054, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152782560967279, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152784133110091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152784133110453, diff to last: 0"
[1] "Final threshold is: 0.00764628047963031"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0.571999459281971"
[1] "Newton iter: 1, lambda:0.585714338210632, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.585783531814996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585783533569209, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585783533569209"
[1] "Starting iterative with newton 0.585783533569209"
[1] "Starting newton at: 0.399046030495976"
[1] "Newton iter: 1, lambda:0.349979876095538, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.350609637888883, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350609742370573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350609742370576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.350609742370573"
[1] "Starting iterative with newton 0.350609742370573"
[1] "Starting newton at: 0.23588729807262"
[1] "Newton iter: 1, lambda:0.31016727513674, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.311559550865037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.311560036712147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311560036712206, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311560036712147"
[1] "Starting iterative with newton 0.311560036712147"
[1] "Starting newton at: 0.250371096143934"
[1] "Newton iter: 1, lambda:0.304064682527097, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.304784430407568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304784559097687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304784559097691, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.304784559097687"
[1] "Starting iterative with newton 0.304784559097687"
[1] "Starting newton at: 0.253779232902741"
[1] "Newton iter: 1, lambda:0.302997956432835, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.303601552589586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303601642954077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601642954079, diff to last: 0"
[1] "Final threshold is: 0.015194138742344"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 0.703189461175985"
[1] "Newton iter: 1, lambda:0.675377714750551, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.675717016640352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.675717067639108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675717067639109, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675717067639109"
[1] "Starting iterative with newton 0.675717067639109"
[1] "Starting newton at: 0.446256574981237"
[1] "Newton iter: 1, lambda:0.47969641367297, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.480105255594947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.480105316322617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.480105316322618, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.480105316322617"
[1] "Starting iterative with newton 0.480105316322617"
[1] "Starting newton at: 0.464402690399446"
[1] "Newton iter: 1, lambda:0.437417009228743, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.437668160457045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437668182317523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437668182317523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437668182317523"
[1] "Starting iterative with newton 0.437668182317523"
[1] "Starting newton at: 0.458543341609895"
[1] "Newton iter: 1, lambda:0.427903690519537, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.428223791159099, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428223826284631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428223826284631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.428223826284631"
[1] "Starting iterative with newton 0.428223826284631"
[1] "Starting newton at: 0.462385923654788"
[1] "Newton iter: 1, lambda:0.425652103503223, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.426110581373944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.426110653256707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426110653256709, diff to last: 0"
[1] "Final threshold is: 0.0213252613595128"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 0.687705265485712"
[1] "Newton iter: 1, lambda:0.689150623365307, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.689151569305246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689151569305651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689151569305246"
[1] "Starting iterative with newton 0.689151569305246"
[1] "Starting newton at: 0.430280811914667"
[1] "Newton iter: 1, lambda:0.478821112478433, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.479697650149545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479697933550444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479697933550474, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.479697933550444"
[1] "Starting iterative with newton 0.479697933550444"
[1] "Starting newton at: 0.404837601635309"
[1] "Newton iter: 1, lambda:0.432473307262613, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.432740941912249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.432740966908541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432740966908542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.432740966908542"
[1] "Starting iterative with newton 0.432740966908542"
[1] "Starting newton at: 0.427945456605756"
[1] "Newton iter: 1, lambda:0.421916371906868, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.421928879013321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421928879067195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421928879013321"
[1] "Starting iterative with newton 0.421928879013321"
[1] "Starting newton at: 0.429856448508626"
[1] "Newton iter: 1, lambda:0.41938778257856, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.419425349612716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.41942535009727, diff to last: 0"
[1] "Final threshold is: 0.0209906866755593"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 0.975841111731449"
[1] "Newton iter: 1, lambda:0.869960093573491, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.876667805749469, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.87669635449089, diff to last: 0"
[1] "Newton iter: 4, lambda:0.87669635500641, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.87669635449089"
[1] "Starting iterative with newton 0.87669635449089"
[1] "Starting newton at: 0.782276615801805"
[1] "Newton iter: 1, lambda:0.792297995927711, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.792358211732156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.792358213897447, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.792358211732156"
[1] "Starting iterative with newton 0.792358211732156"
[1] "Starting newton at: 0.752367970026903"
[1] "Newton iter: 1, lambda:0.763524764681862, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.763597875212968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763597878339122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.763597878339122"
[1] "Starting iterative with newton 0.763597878339122"
[1] "Starting newton at: 0.770465872110108"
[1] "Newton iter: 1, lambda:0.753498420043213, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.753664453022623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753664469027825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753664469027825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.753664469027825"
[1] "Starting iterative with newton 0.753664469027825"
[1] "Starting newton at: 0.766847849350993"
[1] "Newton iter: 1, lambda:0.750057621313659, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.750219805295728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.750219820528226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750219820528226, diff to last: 0"
[1] "Final threshold is: 0.0375457258052006"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09978072656211"
[1] "Newton iter: 1, lambda:1.01245238087203, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.01790844617624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01793105132146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01793105170825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01793105170825"
[1] "Starting iterative with newton 1.01793105170825"
[1] "Starting newton at: 1.08910198563586"
[1] "Newton iter: 1, lambda:1.03932469239152, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.04116202100403, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04116460835688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04116460836201, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04116460836201"
[1] "Starting iterative with newton 1.04116460836201"
[1] "Starting newton at: 1.07854128314009"
[1] "Newton iter: 1, lambda:1.05006040601227, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05067306051106, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05067334929289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05067334929296, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05067334929296"
[1] "Starting iterative with newton 1.05067334929296"
[1] "Starting newton at: 1.08285722249847"
[1] "Newton iter: 1, lambda:1.05390630254075, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.05454026144362, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.0545405712318, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05454057123188, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05454057123188"
[1] "Starting iterative with newton 1.05454057123188"
[1] "Starting newton at: 1.08340560358239"
[1] "Newton iter: 1, lambda:1.05552005560104, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05610904368526, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05610931127299, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05610931127305, diff to last: 0"
[1] "Final threshold is: 0.0528543628632179"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 0.858084552351833"
[1] "Newton iter: 1, lambda:0.969842191361509, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.979353724556718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979419340679017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979419343785347, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.979419343785347"
[1] "Starting iterative with newton 0.979419343785347"
[1] "Starting newton at: 0.856300309253672"
[1] "Newton iter: 1, lambda:0.971009107819209, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981051653102023, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981124887217646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981124891090571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.981124887217646"
[1] "Starting iterative with newton 0.981124887217646"
[1] "Starting newton at: 0.856725628579549"
[1] "Newton iter: 1, lambda:0.971631140966322, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981712984252394, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981786819889493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98178682382765, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.98178682382765"
[1] "Starting iterative with newton 0.98178682382765"
[1] "Starting newton at: 0.85818342912103"
[1] "Newton iter: 1, lambda:0.972070841763907, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.981972394405045, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982043615398335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982043619062997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982043615398335"
[1] "Starting iterative with newton 0.982043615398335"
[1] "Starting newton at: 0.857926637550345"
[1] "Newton iter: 1, lambda:0.972115405504022, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.982071210850278, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982143220368244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982143224114696, diff to last: 0"
[1] "Final threshold is: 0.0491526339147936"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.15746735311314"
[1] "Newton iter: 1, lambda:1.2794181844666, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.2972678084593, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.29762588895309, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29762603101441, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29762603101443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29762603101443"
[1] "Starting iterative with newton 1.29762603101443"
[1] "Starting newton at: 1.40034163368579"
[1] "Newton iter: 1, lambda:1.62178539921739, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.69828426610655, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.70671551666014, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.70681099918009, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70681101130848, diff to last: 0"
[1] "Newton iter: 6, lambda:1.70681101130848, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70681099918009"
[1] "Starting iterative with newton 1.70681099918009"
[1] "Starting newton at: 1.40469405393287"
[1] "Newton iter: 1, lambda:1.73577584331905, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.92507944747301, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.9874016780225, diff to last: 0.062"
[1] "Newton iter: 4, lambda:1.99346196457792, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.99351534490198, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99351534900979, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99351534900979"
[1] "Starting iterative with newton 1.99351534900979"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.204122238191663"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.42295538374843"
[1] "Newton iter: 1, lambda:1.40265663008317, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.40313843745971, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40313871443967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313871443976, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313871443967"
[1] "Starting iterative with newton 1.40313871443967"
[1] "Starting newton at: 1.26954889493969"
[1] "Newton iter: 1, lambda:1.63287369589003, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.85189307348155, diff to last: 0.219"
[1] "Newton iter: 3, lambda:1.93496891715803, diff to last: 0.083"
[1] "Newton iter: 4, lambda:1.94583956941172, diff to last: 0.011"
[1] "Newton iter: 5, lambda:1.94601028521099, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94601032671693, diff to last: 0"
[1] "Newton iter: 7, lambda:1.94601032671693, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94601028521099"
[1] "Starting iterative with newton 1.94601028521099"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.48155754376809"
[1] "Newton iter: 1, lambda:1.35425640050461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.37089761259059, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.37122769157316, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37122781957618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3712278195762, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37122781957618"
[1] "Starting iterative with newton 1.37122781957618"
[1] "Starting newton at: 1.34865798742372"
[1] "Newton iter: 1, lambda:1.66797415595463, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.84268684092931, diff to last: 0.175"
[1] "Newton iter: 3, lambda:1.89602313916875, diff to last: 0.053"
[1] "Newton iter: 4, lambda:1.90054450153847, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90057513240215, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90057513379976, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90057513379976"
[1] "Starting iterative with newton 1.90057513379976"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.23270046607308"
[1] "Newton iter: 1, lambda:1.48101496829789, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.58313948254705, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.60007762252332, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60051011046164, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60051038722152, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60051038722164, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60051038722152"
[1] "Starting iterative with newton 1.60051038722152"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
threshold is:
[{'ad': 0.004504770889356709, 'da': 0.004061911222585768, 'dd': 0.005317309673980157}, {'ad': 0.008974289053206635, 'da': 0.007646280479630314, 'dd': 0.015194138742343983}, {'ad': 0.021325261359512817, 'da': 0.020990686675559315, 'dd': 0.03754572580520057}, {'ad': 0.05285436286321788, 'da': 0.049152633914793555, 'dd': 0.2041222381916626}, {'ad': 0.22047721608313522, 'da': 0.22047721608313522, 'dd': 0.22047721608313522}]
Number of points in noise estimation: 128
Estimated noise: 0.05004629946828758
0.05004629946828758
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.3694585617989"
[1] "Starting iterative with newton 10.3694585617989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.77076388044079"
[1] "Starting iterative with newton 9.77076388044079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.09178701924877"
[1] "Starting iterative with newton 8.09178701924877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.39259844138594"
[1] "Starting iterative with newton 4.39259844138594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84019848112364"
[1] "Starting iterative with newton 3.84019848112364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 1.97206835861175"
[1] "Newton iter: 1, lambda:1.59567538999465, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.55352732901821, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.55229267960848, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55229156361979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55229156361888, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55229156361979"
[1] "Starting iterative with newton 1.55229156361979"
[1] "Starting newton at: 1.78558314754812"
[1] "Newton iter: 1, lambda:1.4289214151751, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.36365137601264, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.3595060033787, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.35948832232216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35948832199966, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35948832199966"
[1] "Starting iterative with newton 1.35948832199966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 2.02668370241688"
[1] "Newton iter: 1, lambda:1.57380324941768, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.52655415084242, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.52492562628681, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52492357881487, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52492357881162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52492357881162"
[1] "Starting iterative with newton 1.52492357881162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 1.28995558693578"
[1] "Newton iter: 1, lambda:1.182935660066, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.16890023793032, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.16863495090561, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16863485562712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1686348556271, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1686348556271"
[1] "Starting iterative with newton 1.1686348556271"
[1] "Starting newton at: 1.32600748836889"
[1] "Newton iter: 1, lambda:1.22023077841143, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.20755196288057, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.20735037837437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20735032709894, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20735032709893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20735032709893"
[1] "Starting iterative with newton 1.20735032709893"
[1] "Starting newton at: 1.36174537904509"
[1] "Newton iter: 1, lambda:1.26619608642006, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.25672356725603, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.25662085927, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2566208471228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2566208471228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2566208471228"
[1] "Starting iterative with newton 1.2566208471228"
[1] "Starting newton at: 1.43216195552734"
[1] "Newton iter: 1, lambda:1.3346083532949, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.32616461612139, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.32609330031037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32609329518612, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32609329518612"
[1] "Starting iterative with newton 1.32609329518612"
[1] "Starting newton at: 1.51633870089159"
[1] "Newton iter: 1, lambda:1.42456892159403, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.41849350871791, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.41846292245102, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41846292167021, diff to last: 0"
[1] "Final threshold is: 0.0709888201625694"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09534443346896"
[1] "Newton iter: 1, lambda:1.13632124903748, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.13397053777175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.13396283237251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13396283228966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13396283228966"
[1] "Starting iterative with newton 1.13396283228966"
[1] "Starting newton at: 1.39779448226858"
[1] "Newton iter: 1, lambda:1.41840877691293, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.41807309679713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41807301029916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41807301029915, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41807301029915"
[1] "Starting iterative with newton 1.41807301029915"
[1] "Starting newton at: 1.68156687556772"
[1] "Newton iter: 1, lambda:1.7314138945261, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.73057465510364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73057445917177, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73057445917176, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73057445917177"
[1] "Starting iterative with newton 1.73057445917177"
[1] "Starting newton at: 2.03464852218513"
[1] "Newton iter: 1, lambda:1.96263747624055, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.96291189227481, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96291189071658, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96291189071658"
[1] "Starting iterative with newton 1.96291189071658"
[1] "Starting newton at: 2.08431138891667"
[1] "Newton iter: 1, lambda:2.10147421806096, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.10149777223272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10149777228592, diff to last: 0"
[1] "Final threshold is: 0.105172186841098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 1.10349250286175"
[1] "Newton iter: 1, lambda:1.16218681081649, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.15753166327828, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15750249221528, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15750249106772, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15750249221528"
[1] "Starting iterative with newton 1.15750249221528"
[1] "Starting newton at: 1.46968272435686"
[1] "Newton iter: 1, lambda:1.44513316018185, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.44470848353026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44470835125831, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4447083512583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4447083512583"
[1] "Starting iterative with newton 1.4447083512583"
[1] "Starting newton at: 1.73868630096295"
[1] "Newton iter: 1, lambda:1.71699289800842, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.71685739517548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7168573894105, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71685739517548"
[1] "Starting iterative with newton 1.71685739517548"
[1] "Starting newton at: 1.85355896330898"
[1] "Newton iter: 1, lambda:1.91958376830281, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.91890340791761, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91890336898125, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91890336898125, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91890336898125"
[1] "Starting iterative with newton 1.91890336898125"
[1] "Starting newton at: 2.03610238082967"
[1] "Newton iter: 1, lambda:2.04941055861909, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.04941382185654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04941382185687, diff to last: 0"
[1] "Final threshold is: 0.10256557786308"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.29479656435999"
[1] "Newton iter: 1, lambda:1.26584525467482, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26504469124653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26504405589689, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26504405589649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26504405589649"
[1] "Starting iterative with newton 1.26504405589649"
[1] "Starting newton at: 1.85723161097156"
[1] "Newton iter: 1, lambda:1.90152706408718, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.90165371197548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90165371392159, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90165371197548"
[1] "Starting iterative with newton 1.90165371197548"
[1] "Starting newton at: 2.39707113311805"
[1] "Newton iter: 1, lambda:2.36896067446542, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.36942077997822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36942089985958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36942089985959, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36942089985958"
[1] "Starting iterative with newton 2.36942089985958"
[1] "Starting newton at: 2.72826069168109"
[1] "Newton iter: 1, lambda:2.67637999403269, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.67838318613186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6783861581009, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67838615810745, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.6783861581009"
[1] "Starting iterative with newton 2.6783861581009"
[1] "Starting newton at: 2.85078171479729"
[1] "Newton iter: 1, lambda:2.85741126529301, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.85744719993621, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85744720099103, diff to last: 0"
[1] "Final threshold is: 0.143004658335617"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.50373539196022"
[1] "Newton iter: 1, lambda:1.63833255580515, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.63073949464791, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.63072617440455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6307261743616, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6307261743616"
[1] "Starting iterative with newton 1.6307261743616"
[1] "Starting newton at: 2.49988333838661"
[1] "Newton iter: 1, lambda:2.41709522398639, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.42229209491853, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.42231202171598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42231202200982, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42231202171598"
[1] "Starting iterative with newton 2.42231202171598"
[1] "Starting newton at: 2.93283955776276"
[1] "Newton iter: 1, lambda:2.88904243335839, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.89084372704745, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.89084683218983, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89084683219905, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.89084683218983"
[1] "Starting iterative with newton 2.89084683218983"
[1] "Starting newton at: 3.15700885267948"
[1] "Newton iter: 1, lambda:3.13553021088631, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.13599063131585, diff to last: 0"
[1] "Newton iter: 3, lambda:3.13599084616273, diff to last: 0"
[1] "Newton iter: 4, lambda:3.13599084616278, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.13599084616273"
[1] "Starting iterative with newton 3.13599084616273"
[1] "Starting newton at: 3.22313942114699"
[1] "Newton iter: 1, lambda:3.2587397133315, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.26008270130391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.26008456131896, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26008456132253, diff to last: 0"
[1] "Final threshold is: 0.163155168247888"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.55179470783102"
[1] "Newton iter: 1, lambda:1.50257983580731, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.50156937352913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50156887336686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50156887336674, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50156887336674"
[1] "Starting iterative with newton 1.50156887336674"
[1] "Starting newton at: 2.17355435666341"
[1] "Newton iter: 1, lambda:2.2569196459683, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.26028481684331, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.26029110373089, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26029110375293, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26029110373089"
[1] "Starting iterative with newton 2.26029110373089"
[1] "Starting newton at: 2.7476780746676"
[1] "Newton iter: 1, lambda:2.71601529135969, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.71684165673707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71684222045211, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71684222045238, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71684222045238"
[1] "Starting iterative with newton 2.71684222045238"
[1] "Starting newton at: 2.95855209052011"
[1] "Newton iter: 1, lambda:2.96942697871782, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.96953514447172, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96953515513073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96953515513073, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96953515513073"
[1] "Starting iterative with newton 2.96953515513073"
[1] "Starting newton at: 3.04536643949197"
[1] "Newton iter: 1, lambda:3.09934322346016, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.10217007117806, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10217763292173, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10217763297575, diff to last: 0"
[1] "Final threshold is: 0.155252510823728"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90719021626916"
[1] "Newton iter: 1, lambda:2.25129775980527, diff to last: 0.344"
[1] "Newton iter: 2, lambda:2.3256634506826, diff to last: 0.074"
[1] "Newton iter: 3, lambda:2.33199660442147, diff to last: 0.006"
[1] "Newton iter: 4, lambda:2.33204372437363, diff to last: 0"
[1] "Newton iter: 5, lambda:2.33204372698245, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.33204372437363"
[1] "Starting iterative with newton 2.33204372437363"
[1] "Starting newton at: 3.0381544346089"
[1] "Newton iter: 1, lambda:3.17371979875782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:3.20436637559027, diff to last: 0.031"
[1] "Newton iter: 3, lambda:3.20586766339337, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.20587117027162, diff to last: 0"
[1] "Newton iter: 5, lambda:3.20587117029072, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.20587117027162"
[1] "Starting iterative with newton 3.20587117027162"
[1] "Starting newton at: 4.01289646487644"
[1] "Newton iter: 1, lambda:3.9244591346212, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.93700748953027, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.93731292102403, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93731309825926, diff to last: 0"
[1] "Newton iter: 5, lambda:3.93731309825932, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93731309825926"
[1] "Starting iterative with newton 3.93731309825926"
[1] "Starting newton at: 4.04958768581958"
[1] "Newton iter: 1, lambda:4.23879934520351, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.33811811255808, diff to last: 0.099"
[1] "Newton iter: 3, lambda:4.36341297022727, diff to last: 0.025"
[1] "Newton iter: 4, lambda:4.36485976965432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.36486427857642, diff to last: 0"
[1] "Newton iter: 6, lambda:4.36486427862008, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.36486427862008"
[1] "Starting iterative with newton 4.36486427862008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07098882016256944}, {'ad': 0.1051721868410981, 'da': 0.10256557786307997, 'dd': 0.1430046583356172}, {'ad': 0.16315516824788812, 'da': 0.15525251082372787, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36158798554941. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.050046299468287585
0.050046299468287585
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.3694585617989"
[1] "Starting iterative with newton 10.3694585617989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.77076388044078"
[1] "Starting iterative with newton 9.77076388044078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.09178701924877"
[1] "Starting iterative with newton 8.09178701924877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.39259844138593"
[1] "Starting iterative with newton 4.39259844138593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84019848112364"
[1] "Starting iterative with newton 3.84019848112364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 1.97206835861175"
[1] "Newton iter: 1, lambda:1.59567538999465, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.55352732901821, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.55229267960848, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55229156361979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55229156361888, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55229156361979"
[1] "Starting iterative with newton 1.55229156361979"
[1] "Starting newton at: 1.78558314754812"
[1] "Newton iter: 1, lambda:1.4289214151751, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.36365137601264, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.3595060033787, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.35948832232216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35948832199966, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35948832199966"
[1] "Starting iterative with newton 1.35948832199966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 2.02668370241688"
[1] "Newton iter: 1, lambda:1.57380324941768, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.52655415084242, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.52492562628681, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52492357881487, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52492357881162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52492357881162"
[1] "Starting iterative with newton 1.52492357881162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 1.28995558693578"
[1] "Newton iter: 1, lambda:1.182935660066, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.16890023793032, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.16863495090561, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16863485562712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1686348556271, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1686348556271"
[1] "Starting iterative with newton 1.1686348556271"
[1] "Starting newton at: 1.32600748836889"
[1] "Newton iter: 1, lambda:1.22023077841143, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.20755196288057, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.20735037837437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20735032709894, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20735032709893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20735032709893"
[1] "Starting iterative with newton 1.20735032709893"
[1] "Starting newton at: 1.36174537904509"
[1] "Newton iter: 1, lambda:1.26619608642006, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.25672356725603, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.25662085927, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2566208471228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2566208471228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2566208471228"
[1] "Starting iterative with newton 1.2566208471228"
[1] "Starting newton at: 1.43216195552734"
[1] "Newton iter: 1, lambda:1.3346083532949, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.32616461612139, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.32609330031037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32609329518612, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32609329518612"
[1] "Starting iterative with newton 1.32609329518612"
[1] "Starting newton at: 1.51633870089159"
[1] "Newton iter: 1, lambda:1.42456892159403, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.41849350871791, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.41846292245102, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41846292167021, diff to last: 0"
[1] "Final threshold is: 0.0709888201625694"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09534443346896"
[1] "Newton iter: 1, lambda:1.13632124903748, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.13397053777175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.13396283237251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13396283228966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13396283228966"
[1] "Starting iterative with newton 1.13396283228966"
[1] "Starting newton at: 1.39779448226858"
[1] "Newton iter: 1, lambda:1.41840877691293, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.41807309679713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41807301029916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41807301029915, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41807301029916"
[1] "Starting iterative with newton 1.41807301029916"
[1] "Starting newton at: 1.68156687556772"
[1] "Newton iter: 1, lambda:1.7314138945261, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.73057465510364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73057445917177, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73057445917176, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73057445917176"
[1] "Starting iterative with newton 1.73057445917176"
[1] "Starting newton at: 2.03464852218513"
[1] "Newton iter: 1, lambda:1.96263747624055, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.96291189227481, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96291189071658, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96291189071658"
[1] "Starting iterative with newton 1.96291189071658"
[1] "Starting newton at: 2.08431138891667"
[1] "Newton iter: 1, lambda:2.10147421806096, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.10149777223272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10149777228592, diff to last: 0"
[1] "Final threshold is: 0.105172186841098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 1.10349250286175"
[1] "Newton iter: 1, lambda:1.16218681081649, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.15753166327828, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15750249221528, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15750249106772, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15750249106772"
[1] "Starting iterative with newton 1.15750249106772"
[1] "Starting newton at: 1.46968272435686"
[1] "Newton iter: 1, lambda:1.44513316018185, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.44470848353026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44470835125831, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4447083512583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4447083512583"
[1] "Starting iterative with newton 1.4447083512583"
[1] "Starting newton at: 1.73868630096295"
[1] "Newton iter: 1, lambda:1.71699289800842, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.71685739517548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7168573894105, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71685739517548"
[1] "Starting iterative with newton 1.71685739517548"
[1] "Starting newton at: 1.85355896330898"
[1] "Newton iter: 1, lambda:1.91958376830281, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.91890340791761, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91890336898125, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91890336898125, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91890336898125"
[1] "Starting iterative with newton 1.91890336898125"
[1] "Starting newton at: 2.03610238082967"
[1] "Newton iter: 1, lambda:2.04941055861909, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.04941382185654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04941382185687, diff to last: 0"
[1] "Final threshold is: 0.10256557786308"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.29479656435999"
[1] "Newton iter: 1, lambda:1.26584525467482, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26504469124653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26504405589689, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26504405589649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26504405589649"
[1] "Starting iterative with newton 1.26504405589649"
[1] "Starting newton at: 1.85723161097156"
[1] "Newton iter: 1, lambda:1.90152706408718, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.90165371197548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90165371392159, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90165371197548"
[1] "Starting iterative with newton 1.90165371197548"
[1] "Starting newton at: 2.39707113311805"
[1] "Newton iter: 1, lambda:2.36896067446542, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.36942077997822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36942089985958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36942089985959, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36942089985958"
[1] "Starting iterative with newton 2.36942089985958"
[1] "Starting newton at: 2.72826069168109"
[1] "Newton iter: 1, lambda:2.67637999403269, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.67838318613186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6783861581009, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67838615810745, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.6783861581009"
[1] "Starting iterative with newton 2.6783861581009"
[1] "Starting newton at: 2.85078171479729"
[1] "Newton iter: 1, lambda:2.85741126529301, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.85744719993621, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85744720099103, diff to last: 0"
[1] "Final threshold is: 0.143004658335617"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.50373539196021"
[1] "Newton iter: 1, lambda:1.63833255580515, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.63073949464791, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.63072617440455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63072617436159, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63072617436159"
[1] "Starting iterative with newton 1.63072617436159"
[1] "Starting newton at: 2.49988333838661"
[1] "Newton iter: 1, lambda:2.41709522398639, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.42229209491853, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.42231202171598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42231202200982, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42231202171598"
[1] "Starting iterative with newton 2.42231202171598"
[1] "Starting newton at: 2.93283955776276"
[1] "Newton iter: 1, lambda:2.88904243335839, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.89084372704745, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.89084683218983, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89084683219905, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.89084683218983"
[1] "Starting iterative with newton 2.89084683218983"
[1] "Starting newton at: 3.15700885267948"
[1] "Newton iter: 1, lambda:3.13553021088631, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.13599063131585, diff to last: 0"
[1] "Newton iter: 3, lambda:3.13599084616273, diff to last: 0"
[1] "Newton iter: 4, lambda:3.13599084616278, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.13599084616273"
[1] "Starting iterative with newton 3.13599084616273"
[1] "Starting newton at: 3.22313942114699"
[1] "Newton iter: 1, lambda:3.2587397133315, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.26008270130391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.26008456131896, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26008456132253, diff to last: 0"
[1] "Final threshold is: 0.163155168247888"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.55179470783101"
[1] "Newton iter: 1, lambda:1.50257983580731, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.50156937352913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50156887336686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50156887336674, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50156887336674"
[1] "Starting iterative with newton 1.50156887336674"
[1] "Starting newton at: 2.17355435666341"
[1] "Newton iter: 1, lambda:2.2569196459683, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.26028481684331, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.26029110373089, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26029110375293, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26029110373089"
[1] "Starting iterative with newton 2.26029110373089"
[1] "Starting newton at: 2.7476780746676"
[1] "Newton iter: 1, lambda:2.71601529135969, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.71684165673707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71684222045211, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71684222045238, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71684222045238"
[1] "Starting iterative with newton 2.71684222045238"
[1] "Starting newton at: 2.95855209052011"
[1] "Newton iter: 1, lambda:2.96942697871782, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.96953514447172, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96953515513073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96953515513073, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96953515513073"
[1] "Starting iterative with newton 2.96953515513073"
[1] "Starting newton at: 3.04536643949197"
[1] "Newton iter: 1, lambda:3.09934322346016, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.10217007117806, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10217763292173, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10217763297575, diff to last: 0"
[1] "Final threshold is: 0.155252510823728"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90719021626916"
[1] "Newton iter: 1, lambda:2.25129775980527, diff to last: 0.344"
[1] "Newton iter: 2, lambda:2.3256634506826, diff to last: 0.074"
[1] "Newton iter: 3, lambda:2.33199660442147, diff to last: 0.006"
[1] "Newton iter: 4, lambda:2.33204372437363, diff to last: 0"
[1] "Newton iter: 5, lambda:2.33204372698245, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.33204372698245"
[1] "Starting iterative with newton 2.33204372698245"
[1] "Starting newton at: 3.0381544346089"
[1] "Newton iter: 1, lambda:3.17371979875782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:3.20436637559027, diff to last: 0.031"
[1] "Newton iter: 3, lambda:3.20586766339337, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.20587117027162, diff to last: 0"
[1] "Newton iter: 5, lambda:3.20587117029072, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.20587117027162"
[1] "Starting iterative with newton 3.20587117027162"
[1] "Starting newton at: 4.01289646487644"
[1] "Newton iter: 1, lambda:3.9244591346212, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.93700748953027, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.93731292102403, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93731309825926, diff to last: 0"
[1] "Newton iter: 5, lambda:3.93731309825932, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93731309825926"
[1] "Starting iterative with newton 3.93731309825926"
[1] "Starting newton at: 4.04958768581957"
[1] "Newton iter: 1, lambda:4.23879934520351, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.33811811255808, diff to last: 0.099"
[1] "Newton iter: 3, lambda:4.36341297022727, diff to last: 0.025"
[1] "Newton iter: 4, lambda:4.36485976965432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.36486427857642, diff to last: 0"
[1] "Newton iter: 6, lambda:4.36486427862008, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.36486427862008"
[1] "Starting iterative with newton 4.36486427862008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07098882016256944}, {'ad': 0.10517218684109811, 'da': 0.10256557786307999, 'dd': 0.1430046583356172}, {'ad': 0.16315516824788814, 'da': 0.15525251082372787, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36158798554941. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.050046299468287585
0.050046299468287585
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189022609220501"
[1] "Newton iter: 1, lambda:0.220974127001818, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.221101919709028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.221101921746307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.221101919709028"
[1] "Starting iterative with newton 0.221101919709028"
[1] "Starting newton at: 0.141269281901783"
[1] "Newton iter: 1, lambda:0.0967064368425966, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0968603442711111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0968603461083733, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968603461083733"
[1] "Starting iterative with newton 0.0968603461083733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897731728233712, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0903777728225852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0903778002272245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0903778002272246, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0903778002272245"
[1] "Starting iterative with newton 0.0903778002272245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894316865004767, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900306497450591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900306765943389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090030676594339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0900306765943389"
[1] "Starting iterative with newton 0.0900306765943389"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894133786048439, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900120407499798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900120675697753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0900120675697753, diff to last: 0"
[1] "Final threshold is: 0.00450477088935671"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.312173157731294"
[1] "Newton iter: 1, lambda:0.262172145711826, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.262556528491952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26255655136258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26255655136258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26255655136258"
[1] "Starting iterative with newton 0.26255655136258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.094567669488335, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954389974469894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954390713998211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954390713998216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0954390713998211"
[1] "Starting iterative with newton 0.0954390713998211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0816565599138373, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822626130604356, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0822626464485994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822626464485995, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0822626464485994"
[1] "Starting iterative with newton 0.0822626464485994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806541557441367, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0812419619674891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0812419931923613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0812419931923614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0812419931923613"
[1] "Starting iterative with newton 0.0812419931923613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0805766285665812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811630372511434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0811630683135652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811630683135653, diff to last: 0"
[1] "Final threshold is: 0.00406191122258577"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.208509600619092, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.21471480426883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.214720281416011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214720281420277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.214720281420277"
[1] "Starting iterative with newton 0.214720281420277"
[1] "Starting newton at: 0.155195854175195"
[1] "Newton iter: 1, lambda:0.11334233613319, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.113497177331795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.113497179455475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113497177331795"
[1] "Starting iterative with newton 0.113497177331795"
[1] "Starting newton at: 0.17455937047771"
[1] "Newton iter: 1, lambda:0.106338685844649, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.10674453083355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106744545244948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106744545244948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106744545244948"
[1] "Starting iterative with newton 0.106744545244948"
[1] "Starting newton at: 0.181312002564556"
[1] "Newton iter: 1, lambda:0.105783005202033, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106279830506205, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106279852084796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106279852084796, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106279852084796"
[1] "Starting iterative with newton 0.106279852084796"
[1] "Starting newton at: 0.181776695724709"
[1] "Newton iter: 1, lambda:0.105744362102628, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106247786983833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106247809138207, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106247809138207, diff to last: 0"
[1] "Final threshold is: 0.00531730967398016"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.550942701810145"
[1] "Newton iter: 1, lambda:0.453729550158296, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.456301575754286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.456303422958667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456303422959619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456303422959619"
[1] "Starting iterative with newton 0.456303422959619"
[1] "Starting newton at: 0.222271555946458"
[1] "Newton iter: 1, lambda:0.208226852846777, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.208258575235126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.208258575397094, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.208258575235126"
[1] "Starting iterative with newton 0.208258575235126"
[1] "Starting newton at: 0.200841414433931"
[1] "Newton iter: 1, lambda:0.182408534598216, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.182459985562944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182459985964159, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182459985562944"
[1] "Starting iterative with newton 0.182459985562944"
[1] "Starting newton at: 0.21906512885941"
[1] "Newton iter: 1, lambda:0.179394930466338, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.179631482764076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17963149119166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17963149119166"
[1] "Starting iterative with newton 0.17963149119166"
[1] "Starting newton at: 0.221893623230694"
[1] "Newton iter: 1, lambda:0.179043969288207, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.179319721454194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.1793197328984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1793197328984, diff to last: 0"
[1] "Final threshold is: 0.00897428848046649"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.427376334360282"
[1] "Newton iter: 1, lambda:0.491555301658352, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.492789429489453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.492789879543218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492789879543277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.492789879543277"
[1] "Starting iterative with newton 0.492789879543277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.18487425192625, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.19059218485505, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190597646714555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190597646719538, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190597646719538"
[1] "Starting iterative with newton 0.190597646719538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153342001990211, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156841981559988, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156843804700178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156843804700673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156843804700178"
[1] "Starting iterative with newton 0.156843804700178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149882140054062, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153179122226985, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153180717551325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153180717551698, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153180717551325"
[1] "Starting iterative with newton 0.153180717551325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149507115420547, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152782560967285, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152784133110097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152784133110459, diff to last: 0"
[1] "Final threshold is: 0.00764628047964876"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0.571999459281971"
[1] "Newton iter: 1, lambda:0.585714338210632, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.585783531814996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585783533569209, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585783533569209"
[1] "Starting iterative with newton 0.585783533569209"
[1] "Starting newton at: 0.399046030495976"
[1] "Newton iter: 1, lambda:0.349979876095538, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.350609637888884, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350609742370573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350609742370576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.350609742370573"
[1] "Starting iterative with newton 0.350609742370573"
[1] "Starting newton at: 0.23588729807262"
[1] "Newton iter: 1, lambda:0.31016727513674, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.311559550865037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.311560036712147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311560036712206, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311560036712147"
[1] "Starting iterative with newton 0.311560036712147"
[1] "Starting newton at: 0.250371096143934"
[1] "Newton iter: 1, lambda:0.304064682527097, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.304784430407568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304784559097687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304784559097691, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.304784559097687"
[1] "Starting iterative with newton 0.304784559097687"
[1] "Starting newton at: 0.253779232902741"
[1] "Newton iter: 1, lambda:0.302997956432835, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.303601552589587, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303601642954077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601642954079, diff to last: 0"
[1] "Final threshold is: 0.0151941387423439"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 0.703189461175985"
[1] "Newton iter: 1, lambda:0.675377714750551, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.675717016640352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.675717067639108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675717067639109, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675717067639109"
[1] "Starting iterative with newton 0.675717067639109"
[1] "Starting newton at: 0.446256574981237"
[1] "Newton iter: 1, lambda:0.47969641367297, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.480105255594947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.480105316322617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.480105316322618, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.480105316322617"
[1] "Starting iterative with newton 0.480105316322617"
[1] "Starting newton at: 0.464402690399446"
[1] "Newton iter: 1, lambda:0.437417009228743, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.437668160457045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437668182317523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437668182317523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437668182317523"
[1] "Starting iterative with newton 0.437668182317523"
[1] "Starting newton at: 0.458543341609895"
[1] "Newton iter: 1, lambda:0.427903690519537, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.428223791159099, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428223826284631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428223826284631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.428223826284631"
[1] "Starting iterative with newton 0.428223826284631"
[1] "Starting newton at: 0.462385923654788"
[1] "Newton iter: 1, lambda:0.425652103503223, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.426110581373944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.426110653256707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426110653256709, diff to last: 0"
[1] "Final threshold is: 0.0213252613595128"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 0.687705265485712"
[1] "Newton iter: 1, lambda:0.689150623365307, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.689151569305246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689151569305651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689151569305246"
[1] "Starting iterative with newton 0.689151569305246"
[1] "Starting newton at: 0.430280811914666"
[1] "Newton iter: 1, lambda:0.478821112478433, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.479697650149545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479697933550444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479697933550474, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.479697933550444"
[1] "Starting iterative with newton 0.479697933550444"
[1] "Starting newton at: 0.404837601635309"
[1] "Newton iter: 1, lambda:0.432473307262613, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.432740941912249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.432740966908541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432740966908542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.432740966908541"
[1] "Starting iterative with newton 0.432740966908541"
[1] "Starting newton at: 0.427945456605756"
[1] "Newton iter: 1, lambda:0.421916371906868, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.421928879013321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421928879067195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421928879013321"
[1] "Starting iterative with newton 0.421928879013321"
[1] "Starting newton at: 0.429856448508626"
[1] "Newton iter: 1, lambda:0.41938778257856, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.419425349612716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.41942535009727, diff to last: 0"
[1] "Final threshold is: 0.0209906866513092"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 0.975841111731448"
[1] "Newton iter: 1, lambda:0.869960093573491, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.876667805749469, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.87669635449089, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876696355006411, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876696355006411"
[1] "Starting iterative with newton 0.876696355006411"
[1] "Starting newton at: 0.782276615286285"
[1] "Newton iter: 1, lambda:0.792297996093616, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.792358211906274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.792358214071565, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.792358211906274"
[1] "Starting iterative with newton 0.792358211906274"
[1] "Starting newton at: 0.752367969852785"
[1] "Newton iter: 1, lambda:0.763524764738777, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.76359787527292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763597878399074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.76359787527292"
[1] "Starting iterative with newton 0.76359787527292"
[1] "Starting newton at: 0.77046587517631"
[1] "Newton iter: 1, lambda:0.753498418899013, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.753664451960415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753664467965633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753664467965633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.753664467965633"
[1] "Starting iterative with newton 0.753664467965633"
[1] "Starting newton at: 0.766847850413185"
[1] "Newton iter: 1, lambda:0.750057620916889, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.750219804927005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.750219820159508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750219820159509, diff to last: 0"
[1] "Final threshold is: 0.0375457257867476"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09978072656211"
[1] "Newton iter: 1, lambda:1.01245238087203, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.01790844617624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01793105132146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01793105170825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01793105132146"
[1] "Starting iterative with newton 1.01793105132146"
[1] "Starting newton at: 1.08910198602264"
[1] "Newton iter: 1, lambda:1.03932469218981, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.04116202084491, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04116460819788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04116460820301, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04116460819788"
[1] "Starting iterative with newton 1.04116460819788"
[1] "Starting newton at: 1.07854128330421"
[1] "Newton iter: 1, lambda:1.05006040593513, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05067306044417, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05067334922602, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05067334922609, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05067334922602"
[1] "Starting iterative with newton 1.05067334922602"
[1] "Starting newton at: 1.0828572225654"
[1] "Newton iter: 1, lambda:1.05390630250932, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.05454026141644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05454057120463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0545405712047, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05454057120463"
[1] "Starting iterative with newton 1.05454057120463"
[1] "Starting newton at: 1.08340560360963"
[1] "Newton iter: 1, lambda:1.05552005558833, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05610904367422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05610931126195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.056109311262, diff to last: 0"
[1] "Final threshold is: 0.0528543628626624"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 0.858084552351833"
[1] "Newton iter: 1, lambda:0.969842191361509, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.979353724556718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979419340679017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979419343785347, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.979419343785347"
[1] "Starting iterative with newton 0.979419343785347"
[1] "Starting newton at: 0.856300309253671"
[1] "Newton iter: 1, lambda:0.971009107819209, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981051653102023, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981124887217646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981124891090571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.981124887217646"
[1] "Starting iterative with newton 0.981124887217646"
[1] "Starting newton at: 0.856725628579549"
[1] "Newton iter: 1, lambda:0.971631140966322, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981712984252394, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981786819889493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98178682382765, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.981786819889493"
[1] "Starting iterative with newton 0.981786819889493"
[1] "Starting newton at: 0.858183433059186"
[1] "Newton iter: 1, lambda:0.972070841079359, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.981972392889479, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982043613870724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982043617535384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982043613870724"
[1] "Starting iterative with newton 0.982043613870724"
[1] "Starting newton at: 0.857926639077955"
[1] "Newton iter: 1, lambda:0.972115405239354, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.982071210262481, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982143219775737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982143223522189, diff to last: 0"
[1] "Final threshold is: 0.0491526336976447"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.15746735311314"
[1] "Newton iter: 1, lambda:1.2794181844666, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.2972678084593, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.29762588895309, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29762603101441, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29762603101443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29762603101443"
[1] "Starting iterative with newton 1.29762603101443"
[1] "Starting newton at: 1.40034163368579"
[1] "Newton iter: 1, lambda:1.62178539921739, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.69828426610655, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.70671551666014, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.70681099918009, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70681101130848, diff to last: 0"
[1] "Newton iter: 6, lambda:1.70681101130848, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70681101130848"
[1] "Starting iterative with newton 1.70681101130848"
[1] "Starting newton at: 1.40469404180448"
[1] "Newton iter: 1, lambda:1.73577583764524, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.92507944898322, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.98740168464933, diff to last: 0.062"
[1] "Newton iter: 4, lambda:1.99346197224846, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.99351535259107, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99351535669889, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99351535669889"
[1] "Starting iterative with newton 1.99351535669889"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.204122238191663"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.42295538374843"
[1] "Newton iter: 1, lambda:1.40265663008317, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.40313843745971, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40313871443967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313871443976, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313871443976"
[1] "Starting iterative with newton 1.40313871443976"
[1] "Starting newton at: 1.2695488949396"
[1] "Newton iter: 1, lambda:1.63287369588998, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.85189307348155, diff to last: 0.219"
[1] "Newton iter: 3, lambda:1.93496891715808, diff to last: 0.083"
[1] "Newton iter: 4, lambda:1.94583956941178, diff to last: 0.011"
[1] "Newton iter: 5, lambda:1.94601028521106, diff to last: 0"
[1] "Newton iter: 6, lambda:1.946010326717, diff to last: 0"
[1] "Newton iter: 7, lambda:1.946010326717, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.946010326717"
[1] "Starting iterative with newton 1.946010326717"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.48155754376809"
[1] "Newton iter: 1, lambda:1.35425640050461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.37089761259059, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.37122769157316, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37122781957618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3712278195762, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37122781957618"
[1] "Starting iterative with newton 1.37122781957618"
[1] "Starting newton at: 1.34865798742371"
[1] "Newton iter: 1, lambda:1.66797415595463, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.84268684092931, diff to last: 0.175"
[1] "Newton iter: 3, lambda:1.89602313916875, diff to last: 0.053"
[1] "Newton iter: 4, lambda:1.90054450153847, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90057513240215, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90057513379976, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90057513379976"
[1] "Starting iterative with newton 1.90057513379976"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.23270046607308"
[1] "Newton iter: 1, lambda:1.48101496829789, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.58313948254705, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.60007762252332, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60051011046164, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60051038722152, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60051038722164, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60051038722164"
[1] "Starting iterative with newton 1.60051038722164"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
threshold is:
[{'ad': 0.00450477088935671, 'da': 0.00406191122258577, 'dd': 0.005317309673980162}, {'ad': 0.008974288480466488, 'da': 0.00764628047964876, 'dd': 0.015194138742343885}, {'ad': 0.02132526135951282, 'da': 0.020990686651309192, 'dd': 0.03754572578674762}, {'ad': 0.052854362862662416, 'da': 0.049152633697644714, 'dd': 0.20412223819166264}, {'ad': 0.22047721608313525, 'da': 0.22047721608313525, 'dd': 0.22047721608313525}]
Number of points in noise estimation: 128
Estimated noise: 0.05004629946828758
0.05004629946828758
threshold is:
[{'ad': 0.003207257516422146, 'da': 0.010277735348028942, 'dd': 0.007975597115390087}, {'ad': 0.008685207519483984, 'da': 0.011736907461319236, 'dd': 0.013092227206921768}, {'ad': 0.02080624207851589, 'da': 0.021437845234123513, 'dd': 0.030850364062205867}, {'ad': 0.04453089218427819, 'da': 0.04246753746063936, 'dd': 0.2041222381916626}, {'ad': 0.22047721608313522, 'da': 0.22047721608313522, 'dd': 0.22047721608313522}]
['stjerten256', 0.05, 0, 0.0024202192532763967, 0.0008839436974013463, 0.0007245011831489225, 0.0023786312991681217, 0.0008932341109479671, 0.0009215600249515873, 0.0008932341107922444, 0.0009215600249515873, 26.16145288492781, 30.535753963971363, 31.399609009662658, 26.23672870760641, 30.490347003860812, 30.35476372158137, 30.490347004617945, 30.35476372158137]
stjerten256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.211089002286549, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.217240323359114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217245490655313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217245490658957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217245490655313"
[1] "Starting iterative with newton 0.217245490655313"
[1] "Starting newton at: 0.215347173130974"
[1] "Newton iter: 1, lambda:0.109083763020939, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.110208848284249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110208975299673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110208975299674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110208975299673"
[1] "Starting iterative with newton 0.110208975299673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100394368035712, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101387203105247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101387299992065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101387299992066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.101387299992065"
[1] "Starting iterative with newton 0.101387299992065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996845419007273, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100661365439057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100661459038322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100661459038323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100661459038322"
[1] "Starting iterative with newton 0.100661459038322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099626157647608, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100601669290557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100601762622992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100601762622993, diff to last: 0"
[1] "Final threshold is: 0.00513144428673765"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.272303667857171"
[1] "Newton iter: 1, lambda:0.250930709775396, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.251003983520803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.2510039843841, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251003983520803"
[1] "Starting iterative with newton 0.251003983520803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658951261575339, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662142100289692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662142175130526, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0662142175130526"
[1] "Starting iterative with newton 0.0662142175130526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557289280955484, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559350785556358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055935081377667, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.055935081377667"
[1] "Starting iterative with newton 0.055935081377667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551944292727376, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553954178291018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553954204953176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553954204953176"
[1] "Starting iterative with newton 0.0553954204953176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551664640238555, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553671845814069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055367187239665, diff to last: 0"
[1] "Final threshold is: 0.00282414160135278"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.115923167201655"
[1] "Newton iter: 1, lambda:0.226586204130107, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.228457525241551, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228458057710232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228458057710275, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228458057710232"
[1] "Starting iterative with newton 0.228458057710232"
[1] "Starting newton at: 0.0953374584108891"
[1] "Newton iter: 1, lambda:0.0957104255017362, diff to last: 0"
[1] "Newton iter: 2, lambda:0.0957104356040909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.095710435604091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0957104255017362"
[1] "Starting iterative with newton 0.0957104255017362"
[1] "Starting newton at: 0.168920929114622"
[1] "Newton iter: 1, lambda:0.0893087064606015, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0897533618565029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0897533757526631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897533757526631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0897533757526631"
[1] "Starting iterative with newton 0.0897533757526631"
[1] "Starting newton at: 0.174877978863695"
[1] "Newton iter: 1, lambda:0.0889516210538393, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894688074386757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894688262124993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894688262124993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0894688262124993"
[1] "Starting iterative with newton 0.0894688262124993"
[1] "Starting newton at: 0.175162528403859"
[1] "Newton iter: 1, lambda:0.0889343934010113, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894551805877472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894551996226692, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894551996226692, diff to last: 0"
[1] "Final threshold is: 0.00456288598782276"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561116404888292"
[1] "Newton iter: 1, lambda:0.47633482866792, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.478325008790426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.478326130827505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478326130827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478326130827505"
[1] "Starting iterative with newton 0.478326130827505"
[1] "Starting newton at: 0.330155877772463"
[1] "Newton iter: 1, lambda:0.2146164046565, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.217027861706863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.217028921278533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217028921278738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.217028921278533"
[1] "Starting iterative with newton 0.217028921278533"
[1] "Starting newton at: 0.268349207188388"
[1] "Newton iter: 1, lambda:0.184742566860312, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.185907472414425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.18590769936689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185907699366899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18590769936689"
[1] "Starting iterative with newton 0.18590769936689"
[1] "Starting newton at: 0.246785590952976"
[1] "Newton iter: 1, lambda:0.181513792282281, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.182216679361695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.182216761070197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182216761070198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182216761070197"
[1] "Starting iterative with newton 0.182216761070197"
[1] "Starting newton at: 0.250476529249669"
[1] "Newton iter: 1, lambda:0.180983422614425, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.181778969931474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1817790744633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181779074463302, diff to last: 0"
[1] "Final threshold is: 0.00927209592339665"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.584007142577357"
[1] "Newton iter: 1, lambda:0.470645519018077, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.474284349371705, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.474288210539815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474288210544159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.474288210539815"
[1] "Starting iterative with newton 0.474288210539815"
[1] "Starting newton at: 0.277059730873634"
[1] "Newton iter: 1, lambda:0.194762035073475, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.195884038491588, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.195884247974331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195884247974338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195884247974331"
[1] "Starting iterative with newton 0.195884247974331"
[1] "Starting newton at: 0.27629422446594"
[1] "Newton iter: 1, lambda:0.16188835326933, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.163870347110694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163870944436036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163870944436091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163870944436036"
[1] "Starting iterative with newton 0.163870944436036"
[1] "Starting newton at: 0.300455593106669"
[1] "Newton iter: 1, lambda:0.157080032372214, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.160154970979776, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.160156392737434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160156392737737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160156392737737"
[1] "Starting iterative with newton 0.160156392737737"
[1] "Starting newton at: 0.304170144804968"
[1] "Newton iter: 1, lambda:0.156464875222193, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.159723511908356, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1597251065259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159725106526282, diff to last: 0"
[1] "Final threshold is: 0.00814717818021144"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0.506155475648074"
[1] "Newton iter: 1, lambda:0.602342579063553, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.606008307484009, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.60601349542213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60601349543251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.60601349542213"
[1] "Starting iterative with newton 0.60601349542213"
[1] "Starting newton at: 0.440066079627694"
[1] "Newton iter: 1, lambda:0.370393755099457, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.371744608147438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371745121658212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371745121658286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371745121658212"
[1] "Starting iterative with newton 0.371745121658212"
[1] "Starting newton at: 0.33454882789647"
[1] "Newton iter: 1, lambda:0.330657682370702, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.330661722042608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330661722046964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330661722042608"
[1] "Starting iterative with newton 0.330661722042608"
[1] "Starting newton at: 0.20865924245278"
[1] "Newton iter: 1, lambda:0.31998429049769, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.323290597542651, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.323293487262527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323293487264734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323293487264734"
[1] "Starting iterative with newton 0.323293487264734"
[1] "Starting newton at: 0.212996690195398"
[1] "Newton iter: 1, lambda:0.31897442080223, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.321964010616861, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.321966368801441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321966368802908, diff to last: 0"
[1] "Final threshold is: 0.0164226991717761"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 0.679399667092092"
[1] "Newton iter: 1, lambda:0.685536491845391, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.685553609238868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685553609371767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685553609238868"
[1] "Starting iterative with newton 0.685553609238868"
[1] "Starting newton at: 0.402307931077039"
[1] "Newton iter: 1, lambda:0.492711081366491, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.495798336783611, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.495801881790316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495801881794987, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495801881790316"
[1] "Starting iterative with newton 0.495801881790316"
[1] "Starting newton at: 0.450111537305271"
[1] "Newton iter: 1, lambda:0.454243006206133, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.454249073884811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454249073897889, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454249073884811"
[1] "Starting iterative with newton 0.454249073884811"
[1] "Starting newton at: 0.448853678688795"
[1] "Newton iter: 1, lambda:0.444842332986497, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.444847985675963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444847985687196, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444847985687196"
[1] "Starting iterative with newton 0.444847985687196"
[1] "Starting newton at: 0.448249902785991"
[1] "Newton iter: 1, lambda:0.442696319610786, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.442707125835549, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442707125876503, diff to last: 0"
[1] "Final threshold is: 0.0225813831918655"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 0.825788008963513"
[1] "Newton iter: 1, lambda:0.713796431199016, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.719404803957209, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719419590937583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719419591040152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719419591040152"
[1] "Starting iterative with newton 0.719419591040152"
[1] "Starting newton at: 0.412704614879136"
[1] "Newton iter: 1, lambda:0.491749297435552, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.494211155114823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494213511270336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494213511272493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494213511270336"
[1] "Starting iterative with newton 0.494213511270336"
[1] "Starting newton at: 0.432266240602183"
[1] "Newton iter: 1, lambda:0.439366619976848, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.43938501806959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439385018192977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.43938501806959"
[1] "Starting iterative with newton 0.43938501806959"
[1] "Starting newton at: 0.467237125553048"
[1] "Newton iter: 1, lambda:0.425209797267371, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.425838507794173, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425838649473225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425838649473233, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425838649473225"
[1] "Starting iterative with newton 0.425838649473225"
[1] "Starting newton at: 0.467275686006794"
[1] "Newton iter: 1, lambda:0.421748138022695, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422482421139675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422482613573836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422482613573849, diff to last: 0"
[1] "Final threshold is: 0.0215497814068516"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 0.770463793516726"
[1] "Newton iter: 1, lambda:0.850088751362342, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.854115939743673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.854125932343238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85412593240465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.854125932343238"
[1] "Starting iterative with newton 0.854125932343238"
[1] "Starting newton at: 0.766122347603773"
[1] "Newton iter: 1, lambda:0.785808590141261, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.786036564928123, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786036595270189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786036595270189, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786036595270189"
[1] "Starting iterative with newton 0.786036595270189"
[1] "Starting newton at: 0.784079647659889"
[1] "Newton iter: 1, lambda:0.7643368967587, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.764558866712814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.764558894992686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764558894992686, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764558894992686"
[1] "Starting iterative with newton 0.764558894992686"
[1] "Starting newton at: 0.797867540083267"
[1] "Newton iter: 1, lambda:0.756778665447305, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.757726686580664, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.757727199762836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757727199762987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.757727199762987"
[1] "Starting iterative with newton 0.757727199762987"
[1] "Starting newton at: 0.798785060234906"
[1] "Newton iter: 1, lambda:0.754447330416329, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.755547848461327, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.755548538851984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755548538852255, diff to last: 0"
[1] "Final threshold is: 0.0385386411923454"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.11765935924847"
[1] "Newton iter: 1, lambda:1.00133991652554, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01090489477955, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01097506767859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01097507143492, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01097506767859"
[1] "Starting iterative with newton 1.01097506767859"
[1] "Starting newton at: 1.12134696494872"
[1] "Newton iter: 1, lambda:1.0415919001065, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04628222516543, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04629937422691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04629937445551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04629937422691"
[1] "Starting iterative with newton 1.04629937422691"
[1] "Starting newton at: 1.12125782072295"
[1] "Newton iter: 1, lambda:1.05799828942653, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.06100369998008, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06101078749427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06101078753361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06101078749427"
[1] "Starting iterative with newton 1.06101078749427"
[1] "Starting newton at: 1.11554839244101"
[1] "Newton iter: 1, lambda:1.06515893907519, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.0670884073665, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06709133562626, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06709133563299, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06709133563299"
[1] "Starting iterative with newton 1.06709133563299"
[1] "Starting newton at: 1.1153299274423"
[1] "Newton iter: 1, lambda:1.06787755340941, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.06959411253625, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06959643281996, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06959643282419, diff to last: 0"
[1] "Final threshold is: 0.0545574387687348"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.09099455694759"
[1] "Newton iter: 1, lambda:0.972094341925269, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.981467435267321, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.981530514948066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981530517790229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.981530514948066"
[1] "Starting iterative with newton 0.981530514948066"
[1] "Starting newton at: 1.09294758131627"
[1] "Newton iter: 1, lambda:0.96872031241337, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.978904101693504, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.978978501133395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.978978505082088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.978978505082088"
[1] "Starting iterative with newton 0.978978505082088"
[1] "Starting newton at: 1.09468808818924"
[1] "Newton iter: 1, lambda:0.967233544941669, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.977925360896831, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.978007350477207, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97800735527035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.97800735527035"
[1] "Starting iterative with newton 0.97800735527035"
[1] "Starting newton at: 1.09463922875408"
[1] "Newton iter: 1, lambda:0.966803168654111, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977554626130304, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977637519961311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97763752485985, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.97763752485985"
[1] "Starting iterative with newton 0.97763752485985"
[1] "Starting newton at: 1.09500905916458"
[1] "Newton iter: 1, lambda:0.966563121658548, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977412238510747, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977496643499685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977496648578095, diff to last: 0"
[1] "Final threshold is: 0.0498596591338937"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.12364285731161"
[1] "Newton iter: 1, lambda:1.28333357479871, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.31423388763853, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31530857345096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31530984200781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31530984200958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31530984200958"
[1] "Starting iterative with newton 1.31530984200958"
[1] "Starting newton at: 1.43219348439426"
[1] "Newton iter: 1, lambda:1.63565604266007, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.69748605760646, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.70267677998725, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.70271125023937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70271125175061, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70271125175061"
[1] "Starting iterative with newton 1.70271125175061"
[1] "Starting newton at: 1.44449448229184"
[1] "Newton iter: 1, lambda:1.7451950717021, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.89556448612233, diff to last: 0.15"
[1] "Newton iter: 3, lambda:1.93175184828642, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.93362837908974, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.93363321611155, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93363321614361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.93363321614361"
[1] "Starting iterative with newton 1.93363321614361"
[1] "Starting newton at: 1.55980441473696"
[1] "Newton iter: 1, lambda:1.8558186767489, diff to last: 0.296"
[1] "Newton iter: 2, lambda:2.00988054196047, diff to last: 0.154"
[1] "Newton iter: 3, lambda:2.05009613884809, diff to last: 0.04"
[1] "Newton iter: 4, lambda:2.05253986302813, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.05254845465829, diff to last: 0"
[1] "Newton iter: 6, lambda:2.05254845476414, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05254845476414"
[1] "Starting iterative with newton 2.05254845476414"
[1] "Starting newton at: 1.57722787668151"
[1] "Newton iter: 1, lambda:1.88475076502038, diff to last: 0.308"
[1] "Newton iter: 2, lambda:2.05497527918785, diff to last: 0.17"
[1] "Newton iter: 3, lambda:2.10607212356899, diff to last: 0.051"
[1] "Newton iter: 4, lambda:2.11017594821448, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.11020083398501, diff to last: 0"
[1] "Newton iter: 6, lambda:2.11020083489494, diff to last: 0"
[1] "Final threshold is: 0.107636066517056"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.72454011332658"
[1] "Starting iterative with newton 0.72454011332658"
[1] "Starting newton at: 1.39798135300674"
[1] "Newton iter: 1, lambda:1.40528449533142, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.40534819859328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40534820340741, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40534819859328"
[1] "Starting iterative with newton 1.40534819859328"
[1] "Starting newton at: 1.27902491294645"
[1] "Newton iter: 1, lambda:1.63790691883872, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.85012125975355, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92677967860867, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.9358379346856, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.9359546176775, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93595463681268, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93595463681269, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93595463681269"
[1] "Starting iterative with newton 1.93595463681269"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.43608317614067"
[1] "Newton iter: 1, lambda:1.39914594698691, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.40073528092081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40073833764552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40073833765681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40073833764552"
[1] "Starting iterative with newton 1.40073833764552"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22219066367573"
[1] "Newton iter: 1, lambda:1.48066743119905, diff to last: 0.258"
[1] "Newton iter: 2, lambda:1.59176495575484, diff to last: 0.111"
[1] "Newton iter: 3, lambda:1.61210179746252, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61273286240014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61273345666395, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61273345666448, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61273345666448"
[1] "Starting iterative with newton 1.61273345666448"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
threshold is:
[{'ad': 0.0051314442867376525, 'da': 0.002824141601352783, 'dd': 0.004562885987822763}, {'ad': 0.009272095923396647, 'da': 0.008147178180211443, 'dd': 0.016422699171776054}, {'ad': 0.022581383191865506, 'da': 0.02154978140685161, 'dd': 0.03853864119234538}, {'ad': 0.05455743876873482, 'da': 0.04985965913389371, 'dd': 0.10763606651705582}, {'ad': 0.22471174602906624, 'da': 0.22471174602906624, 'dd': 0.22471174602906624}]
Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.2462847506924"
[1] "Starting iterative with newton 10.2462847506924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.6770129899211"
[1] "Starting iterative with newton 9.6770129899211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.42671647627565"
[1] "Starting iterative with newton 7.42671647627565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02355891438223"
[1] "Starting iterative with newton 4.02355891438223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.09366105237749"
[1] "Starting iterative with newton 4.09366105237749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 1.95674261346358"
[1] "Newton iter: 1, lambda:1.57001114236604, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.52360754463687, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.52203323722621, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52203132340763, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52203132340479, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52203132340479"
[1] "Starting iterative with newton 1.52203132340479"
[1] "Starting newton at: 1.8517367139778"
[1] "Newton iter: 1, lambda:1.47060950924059, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.40820008409756, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.40470571643417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40469409576284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40469409563399, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40469409563399"
[1] "Starting iterative with newton 1.40469409563399"
[1] "Starting newton at: 1.71611613990824"
[1] "Newton iter: 1, lambda:1.37475968376484, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.30302393320856, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29743217638995, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.29739634240802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2973963409326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29739634240802"
[1] "Starting iterative with newton 1.29739634240802"
[1] "Starting newton at: 1.60987288086251"
[1] "Newton iter: 1, lambda:1.28853528423599, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.20681727371173, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.1981958356138, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.19809510277928, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19809508900184, diff to last: 0"
[1] "Newton iter: 6, lambda:1.19809508900184, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19809510277928"
[1] "Starting iterative with newton 1.19809510277928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 2.01810393015456"
[1] "Newton iter: 1, lambda:1.52090784236121, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.47073050890648, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46872709713263, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.46872371614806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46872371613841, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46872371613841"
[1] "Starting iterative with newton 1.46872371613841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 1.26453744401486"
[1] "Newton iter: 1, lambda:1.23219786080877, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.23093632803145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23093437203938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23093437203468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23093437203938"
[1] "Starting iterative with newton 1.23093437203938"
[1] "Starting newton at: 1.40414811876237"
[1] "Newton iter: 1, lambda:1.40020296731117, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.40018920969797, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40018920953, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40018920953"
[1] "Starting iterative with newton 1.40018920953"
[1] "Starting newton at: 1.56795810024441"
[1] "Newton iter: 1, lambda:1.56171997911651, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56169600048495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56169600012696, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56169600012696"
[1] "Starting iterative with newton 1.56169600012696"
[1] "Starting newton at: 1.72450601316241"
[1] "Newton iter: 1, lambda:1.68593030846754, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68531577924674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.68531560781575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68531560781573, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68531560781575"
[1] "Starting iterative with newton 1.68531560781575"
[1] "Starting newton at: 1.87541681823053"
[1] "Newton iter: 1, lambda:1.77432452974522, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.77181424638176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.77181203645898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77181203645726, diff to last: 0"
[1] "Final threshold is: 0.0903757003317409"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.20854979358475"
[1] "Newton iter: 1, lambda:1.16332756634714, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.1606650781015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16065558512148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16065558500067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16065558500067"
[1] "Starting iterative with newton 1.16065558500067"
[1] "Starting newton at: 1.44338422029164"
[1] "Newton iter: 1, lambda:1.50058657332776, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.49831719549433, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.49831394461956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49831394461286, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49831394461286"
[1] "Starting iterative with newton 1.49831394461286"
[1] "Starting newton at: 1.78741693255715"
[1] "Newton iter: 1, lambda:1.79780301848025, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.79778019255191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79778019244805, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79778019244805"
[1] "Starting iterative with newton 1.79778019244805"
[1] "Starting newton at: 1.92375317427214"
[1] "Newton iter: 1, lambda:1.99615626664066, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.99579422135407, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99579422234189, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99579422234189"
[1] "Starting iterative with newton 1.99579422234189"
[1] "Starting newton at: 2.13954495143583"
[1] "Newton iter: 1, lambda:2.12119110002284, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.12123367740017, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12123367759942, diff to last: 0"
[1] "Final threshold is: 0.108198824274529"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.12593234808862"
[1] "Newton iter: 1, lambda:1.15389763096592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.15283499225514, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.15283346735224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1528334673491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1528334673491"
[1] "Starting iterative with newton 1.1528334673491"
[1] "Starting newton at: 1.44005712330158"
[1] "Newton iter: 1, lambda:1.42013954375902, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.41984129292638, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41984122403225, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41984122403224, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41984122403224"
[1] "Starting iterative with newton 1.41984122403224"
[1] "Starting newton at: 1.68896311239833"
[1] "Newton iter: 1, lambda:1.70183172471425, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.70177344561655, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70177344447253, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70177344447253"
[1] "Starting iterative with newton 1.70177344447253"
[1] "Starting newton at: 1.97667032282505"
[1] "Newton iter: 1, lambda:1.93713928669085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.93708661060747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93708661040152, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93708661060747"
[1] "Starting iterative with newton 1.93708661060747"
[1] "Starting newton at: 2.07211759331415"
[1] "Newton iter: 1, lambda:2.09305727500302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.09307265576472, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0930726557775, diff to last: 0"
[1] "Final threshold is: 0.10676240098761"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.26123913845547"
[1] "Newton iter: 1, lambda:1.33131066403667, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.32683847859989, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.32682176043956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32682176020431, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32682176020431"
[1] "Starting iterative with newton 1.32682176020431"
[1] "Starting newton at: 2.07061790543914"
[1] "Newton iter: 1, lambda:2.02692276390466, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.02756118324432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.02756130114043, diff to last: 0"
[1] "Newton iter: 4, lambda:2.02756130114043, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.02756130114043"
[1] "Starting iterative with newton 2.02756130114043"
[1] "Starting newton at: 2.52779198945066"
[1] "Newton iter: 1, lambda:2.49598568745723, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.4966622122775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49666251363984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4966625136399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49666251363984"
[1] "Starting iterative with newton 2.49666251363984"
[1] "Starting newton at: 2.75214021327127"
[1] "Newton iter: 1, lambda:2.7874773258651, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78843758448801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7884382936768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78843829367719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.7884382936768"
[1] "Starting iterative with newton 2.7884382936768"
[1] "Starting newton at: 2.95178759710217"
[1] "Newton iter: 1, lambda:2.94878013741688, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94878734793879, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94878734798028, diff to last: 0"
[1] "Final threshold is: 0.150410267127263"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.72454011332658"
[1] "Starting iterative with newton 0.72454011332658"
[1] "Starting newton at: 1.74660915426509"
[1] "Newton iter: 1, lambda:1.66874700657638, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66836479549955, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66836477020408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66836477020408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66836477020408"
[1] "Starting iterative with newton 1.66836477020408"
[1] "Starting newton at: 2.54968794481706"
[1] "Newton iter: 1, lambda:2.46372518111025, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.46951446191458, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.46954032646539, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46954032698288, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46954032646539"
[1] "Starting iterative with newton 2.46954032646539"
[1] "Starting newton at: 2.9679605581325"
[1] "Newton iter: 1, lambda:2.9183257939387, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.92059988209547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92060477468278, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92060477470541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92060477468278"
[1] "Starting iterative with newton 2.92060477468278"
[1] "Starting newton at: 3.08984195335012"
[1] "Newton iter: 1, lambda:3.14703702211702, diff to last: 0.057"
[1] "Newton iter: 2, lambda:3.15032916033235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.15033971550665, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15033971561491, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15033971561491"
[1] "Starting iterative with newton 3.15033971561491"
[1] "Starting newton at: 3.26192581311832"
[1] "Newton iter: 1, lambda:3.2501676295452, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.25030050867658, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25030052581658, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25030052581658, diff to last: 0"
[1] "Final threshold is: 0.165789700185333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.5219251605621"
[1] "Newton iter: 1, lambda:1.61502899344342, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.61147837486861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.6114748645459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61147486454241, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61147486454241"
[1] "Starting iterative with newton 1.61147486454241"
[1] "Starting newton at: 2.47588870504054"
[1] "Newton iter: 1, lambda:2.38206554013033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.38848426056255, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.38851312627091, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38851312685731, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.38851312685731"
[1] "Starting iterative with newton 2.38851312685731"
[1] "Starting newton at: 2.84755353859128"
[1] "Newton iter: 1, lambda:2.85167892651939, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.85169486444638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85169486468402, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85169486444638"
[1] "Starting iterative with newton 2.85169486444638"
[1] "Starting newton at: 3.09105614965859"
[1] "Newton iter: 1, lambda:3.10400828633304, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.10417894083235, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10417897023728, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10417897023728, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10417897023728"
[1] "Starting iterative with newton 3.10417897023728"
[1] "Starting newton at: 3.23595662160167"
[1] "Newton iter: 1, lambda:3.23220555418843, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.23222012673888, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23222012695947, diff to last: 0"
[1] "Final threshold is: 0.16486746425099"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.89668041387181"
[1] "Newton iter: 1, lambda:2.31582527440326, diff to last: 0.419"
[1] "Newton iter: 2, lambda:2.42706561440917, diff to last: 0.111"
[1] "Newton iter: 3, lambda:2.4435421568344, diff to last: 0.016"
[1] "Newton iter: 4, lambda:2.44391338728484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.44391357491279, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44391357491284, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44391357491279"
[1] "Starting iterative with newton 2.44391357491279"
[1] "Starting newton at: 3.11138514927355"
[1] "Newton iter: 1, lambda:3.26665207534552, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.30958331471847, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.31273455374454, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.31275087227487, diff to last: 0"
[1] "Newton iter: 5, lambda:3.31275087271091, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.31275087227487"
[1] "Starting iterative with newton 3.31275087227487"
[1] "Starting newton at: 4.02807517897168"
[1] "Newton iter: 1, lambda:4.1441037287616, diff to last: 0.116"
[1] "Newton iter: 2, lambda:4.17897932400765, diff to last: 0.035"
[1] "Newton iter: 3, lambda:4.18179099704202, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.18180819464925, diff to last: 0"
[1] "Newton iter: 5, lambda:4.18180819528904, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.18180819528904"
[1] "Starting iterative with newton 4.18180819528904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09037570033174087}, {'ad': 0.10819882427452941, 'da': 0.10676240098761028, 'dd': 0.15041026712726252}, {'ad': 0.16578970018533293, 'da': 0.1648674642509897, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361914653443208. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05100749880464707
0.05100749880464707
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.2462847506924"
[1] "Starting iterative with newton 10.2462847506924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.67701298992109"
[1] "Starting iterative with newton 9.67701298992109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.42671647627565"
[1] "Starting iterative with newton 7.42671647627565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02355891438223"
[1] "Starting iterative with newton 4.02355891438223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.09366105237748"
[1] "Starting iterative with newton 4.09366105237748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 1.95674261346358"
[1] "Newton iter: 1, lambda:1.57001114236604, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.52360754463687, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.52203323722621, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52203132340763, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52203132340479, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52203132340479"
[1] "Starting iterative with newton 1.52203132340479"
[1] "Starting newton at: 1.8517367139778"
[1] "Newton iter: 1, lambda:1.47060950924059, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.40820008409756, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.40470571643417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40469409576284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40469409563399, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40469409563399"
[1] "Starting iterative with newton 1.40469409563399"
[1] "Starting newton at: 1.71611613990824"
[1] "Newton iter: 1, lambda:1.37475968376484, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.30302393320856, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29743217638995, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.29739634240802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2973963409326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29739634240802"
[1] "Starting iterative with newton 1.29739634240802"
[1] "Starting newton at: 1.60987288086251"
[1] "Newton iter: 1, lambda:1.28853528423599, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.20681727371173, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.1981958356138, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.19809510277928, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19809508900184, diff to last: 0"
[1] "Newton iter: 6, lambda:1.19809508900184, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19809508900184"
[1] "Starting iterative with newton 1.19809508900184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 2.01810393015456"
[1] "Newton iter: 1, lambda:1.52090784236121, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.47073050890648, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46872709713263, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.46872371614806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46872371613841, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46872371613841"
[1] "Starting iterative with newton 1.46872371613841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 1.26453744401486"
[1] "Newton iter: 1, lambda:1.23219786080877, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.23093632803145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23093437203938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23093437203468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23093437203938"
[1] "Starting iterative with newton 1.23093437203938"
[1] "Starting newton at: 1.40414811876237"
[1] "Newton iter: 1, lambda:1.40020296731117, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.40018920969797, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40018920953, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40018920953"
[1] "Starting iterative with newton 1.40018920953"
[1] "Starting newton at: 1.56795810024441"
[1] "Newton iter: 1, lambda:1.56171997911651, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56169600048495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56169600012696, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56169600012696"
[1] "Starting iterative with newton 1.56169600012696"
[1] "Starting newton at: 1.72450601316241"
[1] "Newton iter: 1, lambda:1.68593030846754, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68531577924674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.68531560781575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68531560781573, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68531560781573"
[1] "Starting iterative with newton 1.68531560781573"
[1] "Starting newton at: 1.87541681823053"
[1] "Newton iter: 1, lambda:1.77432452974522, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.77181424638176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.77181203645898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77181203645726, diff to last: 0"
[1] "Final threshold is: 0.0903757003316529"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.20854979358475"
[1] "Newton iter: 1, lambda:1.16332756634714, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.1606650781015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16065558512148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16065558500067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16065558500067"
[1] "Starting iterative with newton 1.16065558500067"
[1] "Starting newton at: 1.44338422029164"
[1] "Newton iter: 1, lambda:1.50058657332776, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.49831719549433, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.49831394461956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49831394461286, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49831394461286"
[1] "Starting iterative with newton 1.49831394461286"
[1] "Starting newton at: 1.78741693255715"
[1] "Newton iter: 1, lambda:1.79780301848025, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.79778019255191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79778019244805, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79778019255191"
[1] "Starting iterative with newton 1.79778019255191"
[1] "Starting newton at: 1.92375317427214"
[1] "Newton iter: 1, lambda:1.99615626664066, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.99579422135407, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99579422234189, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99579422234189"
[1] "Starting iterative with newton 1.99579422234189"
[1] "Starting newton at: 2.13954495143583"
[1] "Newton iter: 1, lambda:2.12119110002284, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.12123367740017, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12123367759942, diff to last: 0"
[1] "Final threshold is: 0.108198824274529"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.12593234808862"
[1] "Newton iter: 1, lambda:1.15389763096592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.15283499225515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.15283346735224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1528334673491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1528334673491"
[1] "Starting iterative with newton 1.1528334673491"
[1] "Starting newton at: 1.44005712330158"
[1] "Newton iter: 1, lambda:1.42013954375902, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.41984129292638, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41984122403225, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41984122403224, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41984122403225"
[1] "Starting iterative with newton 1.41984122403225"
[1] "Starting newton at: 1.68896311239833"
[1] "Newton iter: 1, lambda:1.70183172471425, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.70177344561655, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70177344447253, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70177344447253"
[1] "Starting iterative with newton 1.70177344447253"
[1] "Starting newton at: 1.97667032282505"
[1] "Newton iter: 1, lambda:1.93713928669085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.93708661060747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93708661040152, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93708661060747"
[1] "Starting iterative with newton 1.93708661060747"
[1] "Starting newton at: 2.07211759331415"
[1] "Newton iter: 1, lambda:2.09305727500302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.09307265576472, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0930726557775, diff to last: 0"
[1] "Final threshold is: 0.106762400986958"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.26123913845547"
[1] "Newton iter: 1, lambda:1.33131066403667, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.32683847859989, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.32682176043956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32682176020431, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32682176020431"
[1] "Starting iterative with newton 1.32682176020431"
[1] "Starting newton at: 2.07061790543914"
[1] "Newton iter: 1, lambda:2.02692276390466, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.02756118324432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.02756130114043, diff to last: 0"
[1] "Newton iter: 4, lambda:2.02756130114043, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.02756130114043"
[1] "Starting iterative with newton 2.02756130114043"
[1] "Starting newton at: 2.52779198945065"
[1] "Newton iter: 1, lambda:2.49598568745723, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.4966622122775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49666251363984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4966625136399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49666251363984"
[1] "Starting iterative with newton 2.49666251363984"
[1] "Starting newton at: 2.75214021327127"
[1] "Newton iter: 1, lambda:2.7874773258651, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78843758448801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7884382936768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78843829367719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.7884382936768"
[1] "Starting iterative with newton 2.7884382936768"
[1] "Starting newton at: 2.95178759710217"
[1] "Newton iter: 1, lambda:2.94878013741688, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94878734793879, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94878734798028, diff to last: 0"
[1] "Final threshold is: 0.150410267127263"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.724540113326579"
[1] "Starting iterative with newton 0.724540113326579"
[1] "Starting newton at: 1.74660915426509"
[1] "Newton iter: 1, lambda:1.66874700657639, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66836479549955, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66836477020408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66836477020408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66836477020408"
[1] "Starting iterative with newton 1.66836477020408"
[1] "Starting newton at: 2.54968794481706"
[1] "Newton iter: 1, lambda:2.46372518111025, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.46951446191458, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.46954032646539, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46954032698288, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46954032646539"
[1] "Starting iterative with newton 2.46954032646539"
[1] "Starting newton at: 2.9679605581325"
[1] "Newton iter: 1, lambda:2.9183257939387, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.92059988209547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92060477468278, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92060477470541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92060477468278"
[1] "Starting iterative with newton 2.92060477468278"
[1] "Starting newton at: 3.08984195335012"
[1] "Newton iter: 1, lambda:3.14703702211702, diff to last: 0.057"
[1] "Newton iter: 2, lambda:3.15032916033235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.15033971550665, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15033971561491, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15033971561491"
[1] "Starting iterative with newton 3.15033971561491"
[1] "Starting newton at: 3.26192581311832"
[1] "Newton iter: 1, lambda:3.2501676295452, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.25030050867658, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25030052581658, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25030052581658, diff to last: 0"
[1] "Final threshold is: 0.165789700185333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.5219251605621"
[1] "Newton iter: 1, lambda:1.61502899344342, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.61147837486861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.6114748645459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61147486454241, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6114748645459"
[1] "Starting iterative with newton 1.6114748645459"
[1] "Starting newton at: 2.47588870504053"
[1] "Newton iter: 1, lambda:2.38206554013033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.38848426056255, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.38851312627091, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38851312685731, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.38851312627091"
[1] "Starting iterative with newton 2.38851312627091"
[1] "Starting newton at: 2.84755353859128"
[1] "Newton iter: 1, lambda:2.85167892651939, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.85169486444638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85169486468402, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85169486444638"
[1] "Starting iterative with newton 2.85169486444638"
[1] "Starting newton at: 3.09105614965858"
[1] "Newton iter: 1, lambda:3.10400828633304, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.10417894083235, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10417897023728, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10417897023728, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10417897023728"
[1] "Starting iterative with newton 3.10417897023728"
[1] "Starting newton at: 3.23595662160167"
[1] "Newton iter: 1, lambda:3.23220555418843, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.23222012673888, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23222012695947, diff to last: 0"
[1] "Final threshold is: 0.16486746425099"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.89668041387181"
[1] "Newton iter: 1, lambda:2.31582527440327, diff to last: 0.419"
[1] "Newton iter: 2, lambda:2.42706561440918, diff to last: 0.111"
[1] "Newton iter: 3, lambda:2.4435421568344, diff to last: 0.016"
[1] "Newton iter: 4, lambda:2.44391338728484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.4439135749128, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44391357491284, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.4439135749128"
[1] "Starting iterative with newton 2.4439135749128"
[1] "Starting newton at: 3.11138514927355"
[1] "Newton iter: 1, lambda:3.26665207534552, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.30958331471848, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.31273455374454, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.31275087227487, diff to last: 0"
[1] "Newton iter: 5, lambda:3.31275087271091, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.31275087227487"
[1] "Starting iterative with newton 3.31275087227487"
[1] "Starting newton at: 4.02807517897168"
[1] "Newton iter: 1, lambda:4.1441037287616, diff to last: 0.116"
[1] "Newton iter: 2, lambda:4.17897932400765, diff to last: 0.035"
[1] "Newton iter: 3, lambda:4.18179099704202, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.18180819464925, diff to last: 0"
[1] "Newton iter: 5, lambda:4.18180819528904, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.18180819528904"
[1] "Starting iterative with newton 4.18180819528904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09037570033165288}, {'ad': 0.10819882427452944, 'da': 0.10676240098695843, 'dd': 0.15041026712726255}, {'ad': 0.16578970018533298, 'da': 0.16486746425098975, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361914653443208. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05100749880464707
0.05100749880464707
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.211089002286549, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.217240323359114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217245490655313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217245490658957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217245490655313"
[1] "Starting iterative with newton 0.217245490655313"
[1] "Starting newton at: 0.215347173130974"
[1] "Newton iter: 1, lambda:0.109083763020939, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.110208848284249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110208975299673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110208975299674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110208975299673"
[1] "Starting iterative with newton 0.110208975299673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100394368035712, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101387203105247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101387299992065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101387299992066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.101387299992065"
[1] "Starting iterative with newton 0.101387299992065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996845419007273, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100661365439057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100661459038322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100661459038323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100661459038322"
[1] "Starting iterative with newton 0.100661459038322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099626157647608, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100601669290557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100601762622992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100601762622993, diff to last: 0"
[1] "Final threshold is: 0.00513144428673766"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.27230366785717"
[1] "Newton iter: 1, lambda:0.250930709775397, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.251003983520804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251003984384101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251003984384101"
[1] "Starting iterative with newton 0.251003984384101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658951262073121, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662142100793709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662142175634544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0662142100793709"
[1] "Starting iterative with newton 0.0662142100793709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557289277077527, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559350781640676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0559350809860986, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0559350781640676"
[1] "Starting iterative with newton 0.0559350781640676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551944291061801, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553954176609475, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553954203271633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553954176609475"
[1] "Starting iterative with newton 0.0553954176609475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551664638770036, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553671844331482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553671870914063, diff to last: 0"
[1] "Final threshold is: 0.00282414159379048"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.115923167201654"
[1] "Newton iter: 1, lambda:0.226586204130107, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.228457525241551, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228458057710232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228458057710276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228458057710232"
[1] "Starting iterative with newton 0.228458057710232"
[1] "Starting newton at: 0.095337458410889"
[1] "Newton iter: 1, lambda:0.0957104255017363, diff to last: 0"
[1] "Newton iter: 2, lambda:0.095710435604091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.095710435604091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0957104255017363"
[1] "Starting iterative with newton 0.0957104255017363"
[1] "Starting newton at: 0.168920929114622"
[1] "Newton iter: 1, lambda:0.0893087064606015, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0897533618565029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0897533757526631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897533757526631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0897533757526631"
[1] "Starting iterative with newton 0.0897533757526631"
[1] "Starting newton at: 0.174877978863695"
[1] "Newton iter: 1, lambda:0.0889516210538393, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894688074386757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894688262124993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894688262124993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0894688262124993"
[1] "Starting iterative with newton 0.0894688262124993"
[1] "Starting newton at: 0.175162528403859"
[1] "Newton iter: 1, lambda:0.0889343934010113, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894551805877472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894551996226692, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894551996226692, diff to last: 0"
[1] "Final threshold is: 0.00456288598782276"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561116404888291"
[1] "Newton iter: 1, lambda:0.47633482866792, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.478325008790426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.478326130827505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478326130827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478326130827505"
[1] "Starting iterative with newton 0.478326130827505"
[1] "Starting newton at: 0.330155877772463"
[1] "Newton iter: 1, lambda:0.2146164046565, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.217027861706863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.217028921278533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217028921278738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.217028921278533"
[1] "Starting iterative with newton 0.217028921278533"
[1] "Starting newton at: 0.268349207188388"
[1] "Newton iter: 1, lambda:0.184742566860312, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.185907472414425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.18590769936689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185907699366899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18590769936689"
[1] "Starting iterative with newton 0.18590769936689"
[1] "Starting newton at: 0.246785590952975"
[1] "Newton iter: 1, lambda:0.181513792282281, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.182216679361695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.182216761070197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182216761070198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182216761070197"
[1] "Starting iterative with newton 0.182216761070197"
[1] "Starting newton at: 0.250476529249669"
[1] "Newton iter: 1, lambda:0.180983422614425, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.181778969931474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.181779074463301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181779074463302, diff to last: 0"
[1] "Final threshold is: 0.00927209592339665"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.584007142577356"
[1] "Newton iter: 1, lambda:0.470645519018077, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.474284349371705, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.474288210539815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474288210544159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.474288210539815"
[1] "Starting iterative with newton 0.474288210539815"
[1] "Starting newton at: 0.277059730873634"
[1] "Newton iter: 1, lambda:0.194762035073475, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.195884038491588, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.195884247974331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195884247974338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195884247974331"
[1] "Starting iterative with newton 0.195884247974331"
[1] "Starting newton at: 0.27629422446594"
[1] "Newton iter: 1, lambda:0.16188835326933, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.163870347110694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163870944436036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163870944436091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163870944436091"
[1] "Starting iterative with newton 0.163870944436091"
[1] "Starting newton at: 0.300455593106615"
[1] "Newton iter: 1, lambda:0.157080032372223, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.160154970979782, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16015639273744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160156392737744, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160156392737744"
[1] "Starting iterative with newton 0.160156392737744"
[1] "Starting newton at: 0.304170144804961"
[1] "Newton iter: 1, lambda:0.156464875222194, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.159723511908357, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159725106525901, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159725106526283, diff to last: 0"
[1] "Final threshold is: 0.00814717818019201"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0.506155475648074"
[1] "Newton iter: 1, lambda:0.602342579063553, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.606008307484009, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.60601349542213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60601349543251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.60601349542213"
[1] "Starting iterative with newton 0.60601349542213"
[1] "Starting newton at: 0.440066079627693"
[1] "Newton iter: 1, lambda:0.370393755099457, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.371744608147438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371745121658212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371745121658286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371745121658212"
[1] "Starting iterative with newton 0.371745121658212"
[1] "Starting newton at: 0.33454882789647"
[1] "Newton iter: 1, lambda:0.330657682370702, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.330661722042608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330661722046964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330661722046964"
[1] "Starting iterative with newton 0.330661722046964"
[1] "Starting newton at: 0.208659242448423"
[1] "Newton iter: 1, lambda:0.319984290498181, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.323290597543434, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.323293487263311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323293487265518, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323293487263311"
[1] "Starting iterative with newton 0.323293487263311"
[1] "Starting newton at: 0.21299669019682"
[1] "Newton iter: 1, lambda:0.318974420802065, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.321964010616605, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.321966368801185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321966368802651, diff to last: 0"
[1] "Final threshold is: 0.016422699171763"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 0.679399667092092"
[1] "Newton iter: 1, lambda:0.685536491845391, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.685553609238868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685553609371767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685553609371767"
[1] "Starting iterative with newton 0.685553609371767"
[1] "Starting newton at: 0.40230793094414"
[1] "Newton iter: 1, lambda:0.492711081384333, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.495798336811917, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.495801881818646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495801881823318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495801881823318"
[1] "Starting iterative with newton 0.495801881823318"
[1] "Starting newton at: 0.450111537272269"
[1] "Newton iter: 1, lambda:0.45424300621344, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.454249073892238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454249073905316, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454249073905316"
[1] "Starting iterative with newton 0.454249073905316"
[1] "Starting newton at: 0.448853678668291"
[1] "Newton iter: 1, lambda:0.444842332991232, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.444847985680627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.44484798569186, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444847985680627"
[1] "Starting iterative with newton 0.444847985680627"
[1] "Starting newton at: 0.448249902792559"
[1] "Newton iter: 1, lambda:0.442696319609257, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.442707125834052, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442707125875005, diff to last: 0"
[1] "Final threshold is: 0.0225813831938781"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 0.825788008963513"
[1] "Newton iter: 1, lambda:0.713796431199016, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.719404803957209, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719419590937583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719419591040152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719419590937583"
[1] "Starting iterative with newton 0.719419590937583"
[1] "Starting newton at: 0.412704614981705"
[1] "Newton iter: 1, lambda:0.49174929741852, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.494211155090228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494213511245726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494213511247883, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494213511245726"
[1] "Starting iterative with newton 0.494213511245726"
[1] "Starting newton at: 0.432266240626792"
[1] "Newton iter: 1, lambda:0.439366619970942, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.439385018063526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439385018186912, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439385018063526"
[1] "Starting iterative with newton 0.439385018063526"
[1] "Starting newton at: 0.467237125559112"
[1] "Newton iter: 1, lambda:0.425209797265638, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.425838507792672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425838649471724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425838649471731, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425838649471724"
[1] "Starting iterative with newton 0.425838649471724"
[1] "Starting newton at: 0.467275686008295"
[1] "Newton iter: 1, lambda:0.421748138022261, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422482421139303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422482613573464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422482613573477, diff to last: 0"
[1] "Final threshold is: 0.0215497814068333"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 0.770463793516726"
[1] "Newton iter: 1, lambda:0.850088751362342, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.854115939743673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.854125932343238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85412593240465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.85412593240465"
[1] "Starting iterative with newton 0.85412593240465"
[1] "Starting newton at: 0.766122347542361"
[1] "Newton iter: 1, lambda:0.785808590158668, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.786036564947366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786036595289432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786036595289432, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786036595289432"
[1] "Starting iterative with newton 0.786036595289432"
[1] "Starting newton at: 0.784079647640645"
[1] "Newton iter: 1, lambda:0.764336896765389, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.764558866718923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.764558894998795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764558894998796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764558894998795"
[1] "Starting iterative with newton 0.764558894998795"
[1] "Starting newton at: 0.797867540077157"
[1] "Newton iter: 1, lambda:0.756778665449637, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.757726686582612, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.757727199764783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757727199764934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.757727199764934"
[1] "Starting iterative with newton 0.757727199764934"
[1] "Starting newton at: 0.798785060232959"
[1] "Newton iter: 1, lambda:0.754447330417083, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.755547848461948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.755548538852605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755548538852877, diff to last: 0"
[1] "Final threshold is: 0.0385386411923771"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.11765935924847"
[1] "Newton iter: 1, lambda:1.00133991652554, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01090489477955, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01097506767859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01097507143492, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01097506767859"
[1] "Starting iterative with newton 1.01097506767859"
[1] "Starting newton at: 1.12134696494872"
[1] "Newton iter: 1, lambda:1.0415919001065, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04628222516543, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04629937422691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04629937445551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04629937445551"
[1] "Starting iterative with newton 1.04629937445551"
[1] "Starting newton at: 1.12125782049434"
[1] "Newton iter: 1, lambda:1.05799828955437, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.06100370007494, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06101078758897, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06101078762832, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06101078762832"
[1] "Starting iterative with newton 1.06101078762832"
[1] "Starting newton at: 1.11554839230697"
[1] "Newton iter: 1, lambda:1.06515893914587, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.06708840742182, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06709133568154, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06709133568827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06709133568154"
[1] "Starting iterative with newton 1.06709133568154"
[1] "Starting newton at: 1.11532992739376"
[1] "Newton iter: 1, lambda:1.06787755343464, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.06959411255624, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06959643283994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06959643284417, diff to last: 0"
[1] "Final threshold is: 0.0545574387697539"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.09099455694759"
[1] "Newton iter: 1, lambda:0.972094341925269, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.981467435267321, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.981530514948066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981530517790229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.981530514948066"
[1] "Starting iterative with newton 0.981530514948066"
[1] "Starting newton at: 1.09294758131627"
[1] "Newton iter: 1, lambda:0.96872031241337, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.978904101693504, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.978978501133395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.978978505082088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.978978505082088"
[1] "Starting iterative with newton 0.978978505082088"
[1] "Starting newton at: 1.09468808818924"
[1] "Newton iter: 1, lambda:0.967233544941669, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.977925360896832, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.978007350477208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97800735527035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.978007350477208"
[1] "Starting iterative with newton 0.978007350477208"
[1] "Starting newton at: 1.09463923354723"
[1] "Newton iter: 1, lambda:0.966803165546364, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977554624285181, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977637518135637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977637523034178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.977637518135637"
[1] "Starting iterative with newton 0.977637518135637"
[1] "Starting newton at: 1.0950090658888"
[1] "Newton iter: 1, lambda:0.966563117289337, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977412235921488, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977496640938093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977496646016507, diff to last: 0"
[1] "Final threshold is: 0.0498596587441963"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.12364285731161"
[1] "Newton iter: 1, lambda:1.28333357479872, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.31423388763853, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31530857345096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31530984200781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31530984200958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31530984200958"
[1] "Starting iterative with newton 1.31530984200958"
[1] "Starting newton at: 1.43219348439426"
[1] "Newton iter: 1, lambda:1.63565604266007, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.69748605760646, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.70267677998725, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.70271125023937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70271125175061, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70271125175061"
[1] "Starting iterative with newton 1.70271125175061"
[1] "Starting newton at: 1.44449448229184"
[1] "Newton iter: 1, lambda:1.7451950717021, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.89556448612233, diff to last: 0.15"
[1] "Newton iter: 3, lambda:1.93175184828642, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.93362837908974, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.93363321611155, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93363321614361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.93363321614361"
[1] "Starting iterative with newton 1.93363321614361"
[1] "Starting newton at: 1.55980441473696"
[1] "Newton iter: 1, lambda:1.85581867674889, diff to last: 0.296"
[1] "Newton iter: 2, lambda:2.00988054196047, diff to last: 0.154"
[1] "Newton iter: 3, lambda:2.05009613884809, diff to last: 0.04"
[1] "Newton iter: 4, lambda:2.05253986302814, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.05254845465829, diff to last: 0"
[1] "Newton iter: 6, lambda:2.05254845476414, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05254845465829"
[1] "Starting iterative with newton 2.05254845465829"
[1] "Starting newton at: 1.57722787678736"
[1] "Newton iter: 1, lambda:1.88475076507364, diff to last: 0.308"
[1] "Newton iter: 2, lambda:2.05497527918238, diff to last: 0.17"
[1] "Newton iter: 3, lambda:2.10607212352501, diff to last: 0.051"
[1] "Newton iter: 4, lambda:2.11017594816401, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.11020083393447, diff to last: 0"
[1] "Newton iter: 6, lambda:2.1102008348444, diff to last: 0"
[1] "Final threshold is: 0.107636066560891"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.724540113326579"
[1] "Starting iterative with newton 0.724540113326579"
[1] "Starting newton at: 1.39798135300674"
[1] "Newton iter: 1, lambda:1.40528449533142, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.40534819859328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40534820340742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40534819859328"
[1] "Starting iterative with newton 1.40534819859328"
[1] "Starting newton at: 1.27902491294645"
[1] "Newton iter: 1, lambda:1.63790691883872, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.85012125975355, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92677967860868, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.93583793468561, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.9359546176775, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93595463681269, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93595463681268, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93595463681268"
[1] "Starting iterative with newton 1.93595463681268"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.43608317614067"
[1] "Newton iter: 1, lambda:1.39914594698691, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.40073528092081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40073833764552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40073833765681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40073833765681"
[1] "Starting iterative with newton 1.40073833765681"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22219066367573"
[1] "Newton iter: 1, lambda:1.48066743119905, diff to last: 0.258"
[1] "Newton iter: 2, lambda:1.59176495575484, diff to last: 0.111"
[1] "Newton iter: 3, lambda:1.61210179746252, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61273286240014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61273345666395, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61273345666448, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61273345666448"
[1] "Starting iterative with newton 1.61273345666448"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
threshold is:
[{'ad': 0.005131444286737655, 'da': 0.002824141593790482, 'dd': 0.004562885987822765}, {'ad': 0.009272095923396652, 'da': 0.00814717818019201, 'dd': 0.01642269917176298}, {'ad': 0.02258138319387808, 'da': 0.02154978140683331, 'dd': 0.03853864119237709}, {'ad': 0.05455743876975392, 'da': 0.04985965874419632, 'dd': 0.10763606656089085}, {'ad': 0.2247117460290663, 'da': 0.2247117460290663, 'dd': 0.2247117460290663}]
Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
threshold is:
[{'ad': 0.004801839676372488, 'da': 0.00027261586745981614, 'dd': 0.018451909499502723}, {'ad': 0.010494916606756943, 'da': 0.005063351171133934, 'dd': 0.019284193563473717}, {'ad': 0.02149683858816631, 'da': 0.020937952552922454, 'dd': 0.031732664929140744}, {'ad': 0.04838593236553368, 'da': 0.03843513130333437, 'dd': 0.20804265112869433}, {'ad': 0.22471174602906624, 'da': 0.22471174602906624, 'dd': 0.22471174602906624}]
['stjerten256', 0.05, 1, 0.002449779004432306, 0.0008760118702601024, 0.0007230138294751201, 0.0024152494060549028, 0.0008630314774799162, 0.0009125751950208955, 0.0008630314772333103, 0.0009125751950208955, 26.108730917515956, 30.574900089534562, 31.408533956414427, 26.17038016017769, 30.639733639064293, 30.397313400910313, 30.63973364030526, 30.397313400910313]
stjerten256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.199576178685218, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.205025460649967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.205029486523401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205029486525597, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205029486523401"
[1] "Starting iterative with newton 0.205029486523401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0829200851750909, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0834213994644885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0834214177745718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0834214177745718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0834214177745718"
[1] "Starting iterative with newton 0.0834214177745718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760009587136337, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764089341176487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764089458672404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764089458672404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0764089458672404"
[1] "Starting iterative with newton 0.0764089458672404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755950953738448, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.075997966504719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759979779407282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759979779407283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.075997966504719"
[1] "Starting iterative with newton 0.075997966504719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755712909145825, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0759738638878936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759738753057272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759738753057272, diff to last: 0"
[1] "Final threshold is: 0.0038406886150867"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.383888505852807"
[1] "Newton iter: 1, lambda:0.236247508874476, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.239775938347055, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.239777995886516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239777995887216, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.239777995886516"
[1] "Starting iterative with newton 0.239777995886516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0642860332746628, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0645555324676764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.06455553720558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0645555324676764"
[1] "Starting iterative with newton 0.0645555324676764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0560516765311506, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0562392630190701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562392651207933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0562392630190701"
[1] "Starting iterative with newton 0.0562392630190701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556740027878813, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558582684756097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558582704947965, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0558582704947965"
[1] "Starting iterative with newton 0.0558582704947965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556567321759468, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.05584084688035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558408488958277, diff to last: 0"
[1] "Final threshold is: 0.0028229091115788"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.265873279354436"
[1] "Newton iter: 1, lambda:0.232382529619551, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.232557225722132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.232557230489584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.232557225722132"
[1] "Starting iterative with newton 0.232557225722132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0817185256181884, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822031708531916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0822031879032092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822031879032092, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0822031879032092"
[1] "Starting iterative with newton 0.0822031879032092"
[1] "Starting newton at: 0.0254862091198599"
[1] "Newton iter: 1, lambda:0.0753484180962256, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.075517140056414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755171419886349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0755171419886349"
[1] "Starting iterative with newton 0.0755171419886349"
[1] "Starting newton at: 0.0321722550344342"
[1] "Newton iter: 1, lambda:0.0751017446486733, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752264362599527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752264373120986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0752264362599527"
[1] "Starting iterative with newton 0.0752264362599527"
[1] "Starting newton at: 0.0324629607631164"
[1] "Newton iter: 1, lambda:0.0750908641441178, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752137939296055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752137949520947, diff to last: 0"
[1] "Final threshold is: 0.00380226503151445"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345670343767279"
[1] "Newton iter: 1, lambda:0.451770116922066, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.454930857888527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.454933607746905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454933607748985, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454933607746905"
[1] "Starting iterative with newton 0.454933607746905"
[1] "Starting newton at: 0.196810481272095"
[1] "Newton iter: 1, lambda:0.200703319143087, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.200705825448714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200705825449753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200705825448714"
[1] "Starting iterative with newton 0.200705825448714"
[1] "Starting newton at: 0.196579080549528"
[1] "Newton iter: 1, lambda:0.173393681626151, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.173475682589888, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173475683616393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173475682589888"
[1] "Starting iterative with newton 0.173475682589888"
[1] "Starting newton at: 0.223454071025118"
[1] "Newton iter: 1, lambda:0.170069337156147, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.170499715873582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.170499743896751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170499743896751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.170499743896751"
[1] "Starting iterative with newton 0.170499743896751"
[1] "Starting newton at: 0.226430009718255"
[1] "Newton iter: 1, lambda:0.169688020820967, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.170173692709659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17017372836073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17017372836073, diff to last: 0"
[1] "Final threshold is: 0.00860275188933839"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.477975370209522"
[1] "Newton iter: 1, lambda:0.478491494447074, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.478491573561402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.478491573561404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478491573561404"
[1] "Starting iterative with newton 0.478491573561404"
[1] "Starting newton at: 0.313730257091802"
[1] "Newton iter: 1, lambda:0.193708840815959, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.195939395305506, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.195940171158408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195940171158501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195940171158408"
[1] "Starting iterative with newton 0.195940171158408"
[1] "Starting newton at: 0.192186900196567"
[1] "Newton iter: 1, lambda:0.167761258390766, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.167846949143915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.167846950199469, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167846950199469"
[1] "Starting iterative with newton 0.167846950199469"
[1] "Starting newton at: 0.187596444791807"
[1] "Newton iter: 1, lambda:0.164868104666608, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.164941696963222, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164941697735356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164941696963222"
[1] "Starting iterative with newton 0.164941696963222"
[1] "Starting newton at: 0.190501698028053"
[1] "Newton iter: 1, lambda:0.164543833620857, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.164639732696523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164639734006565, diff to last: 0"
[1] "Final threshold is: 0.00832299319306675"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0.631749001948435"
[1] "Newton iter: 1, lambda:0.621092431680545, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.621136037911288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.621136038644038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621136038644038"
[1] "Starting iterative with newton 0.621136038644038"
[1] "Starting newton at: 0.384787943144616"
[1] "Newton iter: 1, lambda:0.320869102761918, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.321875230546507, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321875481458202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321875481458218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321875481458202"
[1] "Starting iterative with newton 0.321875481458202"
[1] "Starting newton at: 0.23718271608426"
[1] "Newton iter: 1, lambda:0.278924580646608, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.279320009640409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279320045039565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279320045039565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279320045039565"
[1] "Starting iterative with newton 0.279320045039565"
[1] "Starting newton at: 0.251254964029749"
[1] "Newton iter: 1, lambda:0.272918684148837, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.273023711506951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273023713972288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273023713972288"
[1] "Starting iterative with newton 0.273023713972288"
[1] "Starting newton at: 0.257551295097026"
[1] "Newton iter: 1, lambda:0.272040073638939, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.272086943272239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272086943762275, diff to last: 0"
[1] "Final threshold is: 0.0137547463528181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 0.684913849919485"
[1] "Newton iter: 1, lambda:0.685909737141581, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.685910185397424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685910185397515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685910185397424"
[1] "Starting iterative with newton 0.685910185397424"
[1] "Starting newton at: 0.439586057433991"
[1] "Newton iter: 1, lambda:0.483214094405044, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.483920131348192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483920314747715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483920314747728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483920314747715"
[1] "Starting iterative with newton 0.483920314747715"
[1] "Starting newton at: 0.462886849446763"
[1] "Newton iter: 1, lambda:0.438030516128945, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.438246158973321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.438246175277444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438246175277444, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438246175277444"
[1] "Starting iterative with newton 0.438246175277444"
[1] "Starting newton at: 0.463110219375846"
[1] "Newton iter: 1, lambda:0.427150892912138, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.427596171517672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427596240233765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427596240233767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427596240233765"
[1] "Starting iterative with newton 0.427596240233765"
[1] "Starting newton at: 0.470379991323488"
[1] "Newton iter: 1, lambda:0.424371643807111, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.425097238772923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425097420745358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42509742074537, diff to last: 0"
[1] "Final threshold is: 0.0214898484901151"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 0.64005525670482"
[1] "Newton iter: 1, lambda:0.694283997831814, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.695660816499753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.695661688085248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.695661688085598, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.695661688085598"
[1] "Starting iterative with newton 0.695661688085598"
[1] "Starting newton at: 0.433987837108563"
[1] "Newton iter: 1, lambda:0.47214958090539, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.472685713148643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.472685818278823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472685818278827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472685818278827"
[1] "Starting iterative with newton 0.472685818278827"
[1] "Starting newton at: 0.466376490856062"
[1] "Newton iter: 1, lambda:0.422600011158384, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.423254101557926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.42325424864297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423254248642977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42325424864297"
[1] "Starting iterative with newton 0.42325424864297"
[1] "Starting newton at: 0.463690369998099"
[1] "Newton iter: 1, lambda:0.41110902097249, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.412038026549078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.412038318992079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412038318992108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.412038318992079"
[1] "Starting iterative with newton 0.412038318992079"
[1] "Starting newton at: 0.463296109972587"
[1] "Newton iter: 1, lambda:0.408474602118374, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.409480799683663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.409481141605267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409481141605307, diff to last: 0"
[1] "Final threshold is: 0.0207004024565192"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 0.761184933291547"
[1] "Newton iter: 1, lambda:0.857579940495043, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.863619818507169, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.863642679666725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863642679993339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863642679993339"
[1] "Starting iterative with newton 0.863642679993339"
[1] "Starting newton at: 0.794213870354148"
[1] "Newton iter: 1, lambda:0.791519838417312, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.791524142191987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.791524142202983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.791524142191987"
[1] "Starting iterative with newton 0.791524142191987"
[1] "Starting newton at: 0.759478139487268"
[1] "Newton iter: 1, lambda:0.767584078647914, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.767622509354628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767622510215777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767622510215777"
[1] "Starting iterative with newton 0.767622510215777"
[1] "Starting newton at: 0.760988166057011"
[1] "Newton iter: 1, lambda:0.759620957171392, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.759622039844612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759622039845291, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.759622039844612"
[1] "Starting iterative with newton 0.759622039844612"
[1] "Starting newton at: 0.762840227981598"
[1] "Newton iter: 1, lambda:0.756915203346081, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.756935459113357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.756935459350635, diff to last: 0"
[1] "Final threshold is: 0.0382651776729675"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.05183529588703"
[1] "Newton iter: 1, lambda:1.01508873746446, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.0160753678888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01607609580055, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01607609580095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01607609580095"
[1] "Starting iterative with newton 1.01607609580095"
[1] "Starting newton at: 1.0466050770707"
[1] "Newton iter: 1, lambda:1.02473153171231, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.02508587675672, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02508597101924, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02508597101925, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02508597101925"
[1] "Starting iterative with newton 1.02508597101925"
[1] "Starting newton at: 1.04510731248458"
[1] "Newton iter: 1, lambda:1.02852657809299, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.02873120427282, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02873123575943, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02873123575943, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02873123575943"
[1] "Starting iterative with newton 1.02873123575943"
[1] "Starting newton at: 1.04412388305826"
[1] "Newton iter: 1, lambda:1.03005434075111, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03020200895642, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03020202536485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03020202536485, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03020202536485"
[1] "Starting iterative with newton 1.03020202536485"
[1] "Starting newton at: 1.0433556296332"
[1] "Newton iter: 1, lambda:1.03067469569765, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.03079479001449, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03079480087008, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03079480087008, diff to last: 0"
[1] "Final threshold is: 0.0521095230899556"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.05384068411838"
[1] "Newton iter: 1, lambda:0.990792061491027, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.993561252490959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.993566813847997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993566813870392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.993566813870392"
[1] "Starting iterative with newton 0.993566813870392"
[1] "Starting newton at: 1.05103508214221"
[1] "Newton iter: 1, lambda:0.995524729036493, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.997685548700165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.997688940261198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.997688940269542, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.997688940261198"
[1] "Starting iterative with newton 0.997688940261198"
[1] "Starting newton at: 1.04766067124046"
[1] "Newton iter: 1, lambda:0.997512512323136, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.999283300655101, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999285579537528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999285579541298, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.999285579541298"
[1] "Starting iterative with newton 0.999285579541298"
[1] "Starting newton at: 1.04664409250885"
[1] "Newton iter: 1, lambda:0.998249886034248, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.99990125348442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999903235792409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999903235795263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.999903235792409"
[1] "Starting iterative with newton 0.999903235792409"
[1] "Starting newton at: 1.0470702240312"
[1] "Newton iter: 1, lambda:0.998474967587211, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.00014004253938, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00014205813342, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00014205813637, diff to last: 0"
[1] "Final threshold is: 0.0505599428483787"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.13904639094972"
[1] "Newton iter: 1, lambda:1.28047900801367, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.3043007056713, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.30493045763444, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30493088954912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30493088954933, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30493088954912"
[1] "Starting iterative with newton 1.30493088954912"
[1] "Starting newton at: 1.47094727590935"
[1] "Newton iter: 1, lambda:1.63970956173151, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.68190034197779, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.68429568287953, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.68430308245693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68430308252735, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68430308245693"
[1] "Starting iterative with newton 1.68430308245693"
[1] "Starting newton at: 1.49483325353771"
[1] "Newton iter: 1, lambda:1.7707424725587, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.89958228279616, diff to last: 0.129"
[1] "Newton iter: 3, lambda:1.92619579420254, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.92721734480924, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.92721880202019, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92721880202316, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.92721880202316"
[1] "Starting iterative with newton 1.92721880202316"
[1] "Starting newton at: 1.50484184880707"
[1] "Newton iter: 1, lambda:1.8233154924753, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0030392720359, diff to last: 0.18"
[1] "Newton iter: 3, lambda:2.05968141310061, diff to last: 0.057"
[1] "Newton iter: 4, lambda:2.06469797972991, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.06473477107481, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06473477304008, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06473477107481"
[1] "Starting iterative with newton 2.06473477107481"
[1] "Starting newton at: 1.60092247311654"
[1] "Newton iter: 1, lambda:1.90699882342424, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.07893218185008, diff to last: 0.172"
[1] "Newton iter: 3, lambda:2.13197992411732, diff to last: 0.053"
[1] "Newton iter: 4, lambda:2.136462861075, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.13649283769242, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13649283902425, diff to last: 0"
[1] "Final threshold is: 0.108005612761289"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.4022433155061"
[1] "Newton iter: 1, lambda:1.42286982908487, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.42339902710633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42339936895958, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42339936895972, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42339936895958"
[1] "Starting iterative with newton 1.42339936895958"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.43323300140851"
[1] "Newton iter: 1, lambda:1.39473541216997, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.39645565339266, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.39645922763929, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3964592276547, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39645922763929"
[1] "Starting iterative with newton 1.39645922763929"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.35369081920705, diff to last: 0.052"
[1] "Newton iter: 2, lambda:4.361851387183, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.36210667490748, diff to last: 0"
[1] "Newton iter: 4, lambda:4.3621069179583, diff to last: 0"
[1] "Newton iter: 5, lambda:4.36210691795195, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.36210667490748"
[1] "Starting iterative with newton 4.36210667490748"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.21065391224736, diff to last: 0.195"
[1] "Newton iter: 2, lambda:4.27376373695782, diff to last: 0.063"
[1] "Newton iter: 3, lambda:4.29114995966093, diff to last: 0.017"
[1] "Newton iter: 4, lambda:4.29231775643177, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29232274697235, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29232274707939, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.29231775643177"
[1] "Starting iterative with newton 4.29231775643177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.32517329354681, diff to last: 1.08"
[1] "Newton iter: 2, lambda:3.56173666742874, diff to last: 0.237"
[1] "Newton iter: 3, lambda:3.77017690754294, diff to last: 0.208"
[1] "Newton iter: 4, lambda:3.94527931643064, diff to last: 0.175"
[1] "Newton iter: 5, lambda:4.07773783570454, diff to last: 0.132"
[1] "Newton iter: 6, lambda:4.15654195159678, diff to last: 0.079"
[1] "Newton iter: 7, lambda:4.18336944310551, diff to last: 0.027"
[1] "Newton iter: 8, lambda:4.18612803205363, diff to last: 0.003"
[1] "Newton iter: 9, lambda:4.18615507956472, diff to last: 0"
[1] "Newton iter: 10, lambda:4.18615508211769, diff to last: 0"
[1] "Final threshold is: 0.211621699122752"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.20444421645935"
[1] "Newton iter: 1, lambda:1.47663375595524, diff to last: 0.272"
[1] "Newton iter: 2, lambda:1.60011496261041, diff to last: 0.123"
[1] "Newton iter: 3, lambda:1.6256338932712, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.62664071645872, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62664224071904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62664224072252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62664224072252"
[1] "Starting iterative with newton 1.62664224072252"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
threshold is:
[{'ad': 0.0038406886150867047, 'da': 0.002822909111578799, 'dd': 0.0038022650315144473}, {'ad': 0.00860275188933839, 'da': 0.008322993193066747, 'dd': 0.013754746352818118}, {'ad': 0.021489848490115145, 'da': 0.020700402456519204, 'dd': 0.0382651776729675}, {'ad': 0.052109523089955576, 'da': 0.05055994284837866, 'dd': 0.10800561276128885}, {'ad': 0.22270841642742253, 'da': 0.21162169912275217, 'dd': 0.22270841642742253}]
Number of points in noise estimation: 128
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.293920583597"
[1] "Starting iterative with newton 10.293920583597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17491460884334"
[1] "Starting iterative with newton 9.17491460884334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.59930664868532"
[1] "Starting iterative with newton 7.59930664868532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.32080118051366"
[1] "Starting iterative with newton 4.32080118051366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12971960144733"
[1] "Starting iterative with newton 4.12971960144733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 1.9584629199887"
[1] "Newton iter: 1, lambda:1.58849852491375, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.54445442889124, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.54307007239087, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54306863175352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54306863175195, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54306863175195"
[1] "Starting iterative with newton 1.54306863175195"
[1] "Starting newton at: 1.78970869138285"
[1] "Newton iter: 1, lambda:1.44268088513188, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.38033579173615, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.37663102615526, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.37661722614347, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37661722595154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37661722595154"
[1] "Starting iterative with newton 1.37661722595154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 2.09459580511292"
[1] "Newton iter: 1, lambda:1.57964443778816, diff to last: 0.515"
[1] "Newton iter: 2, lambda:1.53001237499472, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.52819226895407, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52818967715379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52818967714852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52818967714852"
[1] "Starting iterative with newton 1.52818967714852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 1.28141172649451"
[1] "Newton iter: 1, lambda:1.2031524908008, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.19567268960568, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.19560018174762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19560017491397, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19560017491397"
[1] "Starting iterative with newton 1.19560017491397"
[1] "Starting newton at: 1.38524745254027"
[1] "Newton iter: 1, lambda:1.32196772412655, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.31810540062655, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31809004709097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31809004684762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31809004684762"
[1] "Starting iterative with newton 1.31809004684762"
[1] "Starting newton at: 1.48044455581014"
[1] "Newton iter: 1, lambda:1.43789112733994, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.43650708256829, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43650553182285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4365055318209, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43650553182285"
[1] "Starting iterative with newton 1.43650553182285"
[1] "Starting newton at: 1.60297938544077"
[1] "Newton iter: 1, lambda:1.53699570621419, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.53449606810218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.53449201436109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53449201435039, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53449201435039"
[1] "Starting iterative with newton 1.53449201435039"
[1] "Starting newton at: 1.71024738141998"
[1] "Newton iter: 1, lambda:1.63521877043633, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.63283908022891, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.63283620704247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63283620703826, diff to last: 0"
[1] "Final threshold is: 0.0825443792083962"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.13638313778352"
[1] "Newton iter: 1, lambda:1.10552353316502, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.10414670416846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10414392688443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10414392687312, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10414392687312"
[1] "Starting iterative with newton 1.10414392687312"
[1] "Starting newton at: 1.22542778591396"
[1] "Newton iter: 1, lambda:1.30705003694991, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.3001015843968, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.30005379660661, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30005379433066, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30005379660661"
[1] "Starting iterative with newton 1.30005379660661"
[1] "Starting newton at: 1.56569133378788"
[1] "Newton iter: 1, lambda:1.57880462183514, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.57871667819364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57871667436044, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57871667436044"
[1] "Starting iterative with newton 1.57871667436044"
[1] "Starting newton at: 1.82207843063953"
[1] "Newton iter: 1, lambda:1.84626982352933, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.84616668980734, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84616668822322, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84616668822322"
[1] "Starting iterative with newton 1.84616668822322"
[1] "Starting newton at: 2.11930439014086"
[1] "Newton iter: 1, lambda:2.0515304680916, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.0520084446776, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05200845432962, diff to last: 0"
[1] "Final threshold is: 0.103734693818321"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.12348612567314"
[1] "Newton iter: 1, lambda:1.13840059421539, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.13809247231039, diff to last: 0"
[1] "Newton iter: 3, lambda:1.13809234131793, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1380923413179, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1380923413179"
[1] "Starting iterative with newton 1.1380923413179"
[1] "Starting newton at: 1.42262585372725"
[1] "Newton iter: 1, lambda:1.39020620226819, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.38938453389243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.38938398045857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38938398045832, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38938398045857"
[1] "Starting iterative with newton 1.38938398045857"
[1] "Starting newton at: 1.65644191406575"
[1] "Newton iter: 1, lambda:1.68036612051041, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.68014872827702, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68014871168155, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68014871168155, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68014871168155"
[1] "Starting iterative with newton 1.68014871168155"
[1] "Starting newton at: 1.93501070021022"
[1] "Newton iter: 1, lambda:1.92405826293525, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.92405133588908, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92405133588575, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92405133588575"
[1] "Starting iterative with newton 1.92405133588575"
[1] "Starting newton at: 2.04712803556526"
[1] "Newton iter: 1, lambda:2.10378453050791, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.10387677572139, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10387677641048, diff to last: 0"
[1] "Final threshold is: 0.106356780729598"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.42207374299461"
[1] "Newton iter: 1, lambda:1.3582784211403, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.35537518761874, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.35536841963988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35536841960294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35536841960294"
[1] "Starting iterative with newton 1.35536841960294"
[1] "Starting newton at: 2.11905810164276"
[1] "Newton iter: 1, lambda:2.04090348687047, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.04304537718037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.0430466380322, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04304663803264, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0430466380322"
[1] "Starting iterative with newton 2.0430466380322"
[1] "Starting newton at: 2.4594996856962"
[1] "Newton iter: 1, lambda:2.49169615675469, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.49232772023081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49232796925532, diff to last: 0"
[1] "Newton iter: 4, lambda:2.49232796925536, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49232796925532"
[1] "Starting iterative with newton 2.49232796925532"
[1] "Starting newton at: 2.76516350903735"
[1] "Newton iter: 1, lambda:2.74327352703429, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.74362582649014, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74362591767661, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74362591767662, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.74362591767661"
[1] "Starting iterative with newton 2.74362591767661"
[1] "Starting newton at: 2.88144657218993"
[1] "Newton iter: 1, lambda:2.87485563207585, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.87488937233734, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87488937322262, diff to last: 0"
[1] "Final threshold is: 0.145333596586093"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.50859817613833"
[1] "Newton iter: 1, lambda:1.62833676393891, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.62261631756404, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.62260892324148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62260892322866, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62260892322866"
[1] "Starting iterative with newton 1.62260892322866"
[1] "Starting newton at: 2.46179441194316"
[1] "Newton iter: 1, lambda:2.43075293616918, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.43150731608329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4315077561911, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43150775619125, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43150775619125"
[1] "Starting iterative with newton 2.43150775619125"
[1] "Starting newton at: 2.92383009864549"
[1] "Newton iter: 1, lambda:2.92632862015788, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.92633489797208, diff to last: 0"
[1] "Newton iter: 3, lambda:2.92633489801167, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92633489801167"
[1] "Starting iterative with newton 2.92633489801167"
[1] "Starting newton at: 3.15620246914863"
[1] "Newton iter: 1, lambda:3.18569673067404, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.18664038913028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.18664133560563, diff to last: 0"
[1] "Newton iter: 4, lambda:3.18664133560658, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.18664133560658"
[1] "Starting iterative with newton 3.18664133560658"
[1] "Starting newton at: 3.37362922855547"
[1] "Newton iter: 1, lambda:3.33759148900402, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.33893726181012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.33893920972013, diff to last: 0"
[1] "Newton iter: 4, lambda:3.33893920972421, diff to last: 0"
[1] "Final threshold is: 0.16879259725636"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.54875192736221"
[1] "Newton iter: 1, lambda:1.48307357517333, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.48136881619746, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.48136737199034, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48136737198929, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48136737199034"
[1] "Starting iterative with newton 1.48136737199034"
[1] "Starting newton at: 2.35556488617395"
[1] "Newton iter: 1, lambda:2.25708279977285, diff to last: 0.098"
[1] "Newton iter: 2, lambda:2.26335763800191, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.26338103282201, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26338103314966, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26338103282201"
[1] "Starting iterative with newton 2.26338103282201"
[1] "Starting newton at: 2.72384172092248"
[1] "Newton iter: 1, lambda:2.76712858795508, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.76881667601292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.76881924224839, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76881924225432, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.76881924224839"
[1] "Starting iterative with newton 2.76881924224839"
[1] "Starting newton at: 3.01447842715632"
[1] "Newton iter: 1, lambda:3.05358009172214, diff to last: 0.039"
[1] "Newton iter: 2, lambda:3.05512444694044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.05512681287653, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05512681288208, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.05512681288208"
[1] "Starting iterative with newton 3.05512681288208"
[1] "Starting newton at: 3.17919095211841"
[1] "Newton iter: 1, lambda:3.20512094467195, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.20582112608653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.20582162734935, diff to last: 0"
[1] "Newton iter: 4, lambda:3.20582162734961, diff to last: 0"
[1] "Final threshold is: 0.162063135874314"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.87893396665543"
[1] "Newton iter: 1, lambda:2.38372140206535, diff to last: 0.505"
[1] "Newton iter: 2, lambda:2.57057811902088, diff to last: 0.187"
[1] "Newton iter: 3, lambda:2.6361565785632, diff to last: 0.066"
[1] "Newton iter: 4, lambda:2.64500328372962, diff to last: 0.009"
[1] "Newton iter: 5, lambda:2.64515874465833, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64515879223231, diff to last: 0"
[1] "Newton iter: 7, lambda:2.64515879223231, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.64515879223231"
[1] "Starting iterative with newton 2.64515879223231"
[1] "Starting newton at: 3.29957573758918"
[1] "Newton iter: 1, lambda:3.43692999683657, diff to last: 0.137"
[1] "Newton iter: 2, lambda:3.47256481541148, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.47480202590069, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.47481049775324, diff to last: 0"
[1] "Newton iter: 5, lambda:3.47481049787437, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.47481049775324"
[1] "Starting iterative with newton 3.47481049775324"
[1] "Starting newton at: 4.0962848196357"
[1] "Newton iter: 1, lambda:4.08588970941318, diff to last: 0.01"
[1] "Newton iter: 2, lambda:4.08608924610205, diff to last: 0"
[1] "Newton iter: 3, lambda:4.08608932106743, diff to last: 0"
[1] "Newton iter: 4, lambda:4.08608932106744, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.08608932106743"
[1] "Starting iterative with newton 4.08608932106743"
[1] "Starting newton at: 4.34717599798541"
[1] "Newton iter: 1, lambda:4.42010742763945, diff to last: 0.073"
[1] "Newton iter: 2, lambda:4.4329803454952, diff to last: 0.013"
[1] "Newton iter: 3, lambda:4.43333775113333, diff to last: 0"
[1] "Newton iter: 4, lambda:4.4333380194652, diff to last: 0"
[1] "Newton iter: 5, lambda:4.43333801946536, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4333380194652"
[1] "Starting iterative with newton 4.4333380194652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08254437920839622}, {'ad': 0.10373469381832096, 'da': 0.10635678072959846, 'dd': 0.1453335965860933}, {'ad': 0.16879259725635973, 'da': 0.16206313587431448, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359540636032872. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.293920583597"
[1] "Starting iterative with newton 10.293920583597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17491460884334"
[1] "Starting iterative with newton 9.17491460884334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.59930664868532"
[1] "Starting iterative with newton 7.59930664868532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.32080118051366"
[1] "Starting iterative with newton 4.32080118051366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12971960144733"
[1] "Starting iterative with newton 4.12971960144733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 1.9584629199887"
[1] "Newton iter: 1, lambda:1.58849852491375, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.54445442889124, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.54307007239087, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54306863175352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54306863175195, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54306863175195"
[1] "Starting iterative with newton 1.54306863175195"
[1] "Starting newton at: 1.78970869138285"
[1] "Newton iter: 1, lambda:1.44268088513188, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.38033579173615, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.37663102615526, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.37661722614347, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37661722595154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37661722595154"
[1] "Starting iterative with newton 1.37661722595154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 2.09459580511292"
[1] "Newton iter: 1, lambda:1.57964443778816, diff to last: 0.515"
[1] "Newton iter: 2, lambda:1.53001237499472, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.52819226895407, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52818967715379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52818967714852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52818967714852"
[1] "Starting iterative with newton 1.52818967714852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 1.28141172649451"
[1] "Newton iter: 1, lambda:1.2031524908008, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.19567268960568, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.19560018174762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19560017491397, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19560017491397"
[1] "Starting iterative with newton 1.19560017491397"
[1] "Starting newton at: 1.38524745254027"
[1] "Newton iter: 1, lambda:1.32196772412655, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.31810540062655, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31809004709097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31809004684762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31809004684762"
[1] "Starting iterative with newton 1.31809004684762"
[1] "Starting newton at: 1.48044455581014"
[1] "Newton iter: 1, lambda:1.43789112733994, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.43650708256829, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43650553182285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4365055318209, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43650553182285"
[1] "Starting iterative with newton 1.43650553182285"
[1] "Starting newton at: 1.60297938544077"
[1] "Newton iter: 1, lambda:1.53699570621419, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.53449606810218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.53449201436109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53449201435039, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53449201435039"
[1] "Starting iterative with newton 1.53449201435039"
[1] "Starting newton at: 1.71024738141998"
[1] "Newton iter: 1, lambda:1.63521877043633, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.63283908022891, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.63283620704247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63283620703826, diff to last: 0"
[1] "Final threshold is: 0.0825443792083962"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.13638313778352"
[1] "Newton iter: 1, lambda:1.10552353316502, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.10414670416846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10414392688443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10414392687312, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10414392687312"
[1] "Starting iterative with newton 1.10414392687312"
[1] "Starting newton at: 1.22542778591396"
[1] "Newton iter: 1, lambda:1.30705003694991, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.3001015843968, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.30005379660661, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30005379433066, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30005379660661"
[1] "Starting iterative with newton 1.30005379660661"
[1] "Starting newton at: 1.56569133378788"
[1] "Newton iter: 1, lambda:1.57880462183514, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.57871667819364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57871667436044, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57871667436044"
[1] "Starting iterative with newton 1.57871667436044"
[1] "Starting newton at: 1.82207843063953"
[1] "Newton iter: 1, lambda:1.84626982352933, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.84616668980734, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84616668822322, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84616668822322"
[1] "Starting iterative with newton 1.84616668822322"
[1] "Starting newton at: 2.11930439014086"
[1] "Newton iter: 1, lambda:2.0515304680916, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.0520084446776, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05200845432962, diff to last: 0"
[1] "Final threshold is: 0.103734693818321"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.12348612567314"
[1] "Newton iter: 1, lambda:1.13840059421539, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.13809247231039, diff to last: 0"
[1] "Newton iter: 3, lambda:1.13809234131793, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1380923413179, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1380923413179"
[1] "Starting iterative with newton 1.1380923413179"
[1] "Starting newton at: 1.42262585372725"
[1] "Newton iter: 1, lambda:1.39020620226819, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.38938453389243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.38938398045857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38938398045832, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38938398045857"
[1] "Starting iterative with newton 1.38938398045857"
[1] "Starting newton at: 1.65644191406575"
[1] "Newton iter: 1, lambda:1.68036612051041, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.68014872827702, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68014871168155, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68014871168155, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68014871168155"
[1] "Starting iterative with newton 1.68014871168155"
[1] "Starting newton at: 1.93501070021022"
[1] "Newton iter: 1, lambda:1.92405826293525, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.92405133588908, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92405133588575, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92405133588575"
[1] "Starting iterative with newton 1.92405133588575"
[1] "Starting newton at: 2.04712803556526"
[1] "Newton iter: 1, lambda:2.10378453050791, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.10387677572139, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10387677641048, diff to last: 0"
[1] "Final threshold is: 0.106356780729598"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.42207374299461"
[1] "Newton iter: 1, lambda:1.3582784211403, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.35537518761874, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.35536841963988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35536841960294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35536841960294"
[1] "Starting iterative with newton 1.35536841960294"
[1] "Starting newton at: 2.11905810164276"
[1] "Newton iter: 1, lambda:2.04090348687047, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.04304537718037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.0430466380322, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04304663803264, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0430466380322"
[1] "Starting iterative with newton 2.0430466380322"
[1] "Starting newton at: 2.4594996856962"
[1] "Newton iter: 1, lambda:2.49169615675469, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.49232772023081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49232796925532, diff to last: 0"
[1] "Newton iter: 4, lambda:2.49232796925536, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49232796925532"
[1] "Starting iterative with newton 2.49232796925532"
[1] "Starting newton at: 2.76516350903735"
[1] "Newton iter: 1, lambda:2.74327352703429, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.74362582649014, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74362591767661, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74362591767662, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.74362591767661"
[1] "Starting iterative with newton 2.74362591767661"
[1] "Starting newton at: 2.88144657218993"
[1] "Newton iter: 1, lambda:2.87485563207585, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.87488937233734, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87488937322262, diff to last: 0"
[1] "Final threshold is: 0.145333596586093"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.50859817613833"
[1] "Newton iter: 1, lambda:1.62833676393891, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.62261631756404, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.62260892324148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62260892322866, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62260892322866"
[1] "Starting iterative with newton 1.62260892322866"
[1] "Starting newton at: 2.46179441194316"
[1] "Newton iter: 1, lambda:2.43075293616918, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.43150731608329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4315077561911, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43150775619125, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43150775619125"
[1] "Starting iterative with newton 2.43150775619125"
[1] "Starting newton at: 2.92383009864549"
[1] "Newton iter: 1, lambda:2.92632862015788, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.92633489797208, diff to last: 0"
[1] "Newton iter: 3, lambda:2.92633489801167, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92633489801167"
[1] "Starting iterative with newton 2.92633489801167"
[1] "Starting newton at: 3.15620246914863"
[1] "Newton iter: 1, lambda:3.18569673067404, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.18664038913028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.18664133560563, diff to last: 0"
[1] "Newton iter: 4, lambda:3.18664133560658, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.18664133560658"
[1] "Starting iterative with newton 3.18664133560658"
[1] "Starting newton at: 3.37362922855547"
[1] "Newton iter: 1, lambda:3.33759148900402, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.33893726181012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.33893920972013, diff to last: 0"
[1] "Newton iter: 4, lambda:3.33893920972421, diff to last: 0"
[1] "Final threshold is: 0.16879259725636"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.54875192736221"
[1] "Newton iter: 1, lambda:1.48307357517333, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.48136881619746, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.48136737199034, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48136737198929, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48136737199034"
[1] "Starting iterative with newton 1.48136737199034"
[1] "Starting newton at: 2.35556488617395"
[1] "Newton iter: 1, lambda:2.25708279977285, diff to last: 0.098"
[1] "Newton iter: 2, lambda:2.26335763800191, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.26338103282201, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26338103314966, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26338103282201"
[1] "Starting iterative with newton 2.26338103282201"
[1] "Starting newton at: 2.72384172092248"
[1] "Newton iter: 1, lambda:2.76712858795508, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.76881667601292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.76881924224839, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76881924225432, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.76881924224839"
[1] "Starting iterative with newton 2.76881924224839"
[1] "Starting newton at: 3.01447842715632"
[1] "Newton iter: 1, lambda:3.05358009172214, diff to last: 0.039"
[1] "Newton iter: 2, lambda:3.05512444694044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.05512681287653, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05512681288208, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.05512681288208"
[1] "Starting iterative with newton 3.05512681288208"
[1] "Starting newton at: 3.17919095211841"
[1] "Newton iter: 1, lambda:3.20512094467195, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.20582112608653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.20582162734935, diff to last: 0"
[1] "Newton iter: 4, lambda:3.20582162734961, diff to last: 0"
[1] "Final threshold is: 0.162063135874314"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.87893396665543"
[1] "Newton iter: 1, lambda:2.38372140206535, diff to last: 0.505"
[1] "Newton iter: 2, lambda:2.57057811902088, diff to last: 0.187"
[1] "Newton iter: 3, lambda:2.6361565785632, diff to last: 0.066"
[1] "Newton iter: 4, lambda:2.64500328372962, diff to last: 0.009"
[1] "Newton iter: 5, lambda:2.64515874465833, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64515879223231, diff to last: 0"
[1] "Newton iter: 7, lambda:2.64515879223231, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.64515879223231"
[1] "Starting iterative with newton 2.64515879223231"
[1] "Starting newton at: 3.29957573758918"
[1] "Newton iter: 1, lambda:3.43692999683657, diff to last: 0.137"
[1] "Newton iter: 2, lambda:3.47256481541148, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.47480202590069, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.47481049775324, diff to last: 0"
[1] "Newton iter: 5, lambda:3.47481049787437, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.47481049775324"
[1] "Starting iterative with newton 3.47481049775324"
[1] "Starting newton at: 4.0962848196357"
[1] "Newton iter: 1, lambda:4.08588970941318, diff to last: 0.01"
[1] "Newton iter: 2, lambda:4.08608924610205, diff to last: 0"
[1] "Newton iter: 3, lambda:4.08608932106743, diff to last: 0"
[1] "Newton iter: 4, lambda:4.08608932106744, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.08608932106743"
[1] "Starting iterative with newton 4.08608932106743"
[1] "Starting newton at: 4.34717599798541"
[1] "Newton iter: 1, lambda:4.42010742763945, diff to last: 0.073"
[1] "Newton iter: 2, lambda:4.4329803454952, diff to last: 0.013"
[1] "Newton iter: 3, lambda:4.43333775113333, diff to last: 0"
[1] "Newton iter: 4, lambda:4.4333380194652, diff to last: 0"
[1] "Newton iter: 5, lambda:4.43333801946536, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4333380194652"
[1] "Starting iterative with newton 4.4333380194652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08254437920839622}, {'ad': 0.10373469381832096, 'da': 0.10635678072959846, 'dd': 0.1453335965860933}, {'ad': 0.16879259725635973, 'da': 0.16206313587431448, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359540636032872. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.199576178685218, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.205025460649967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.205029486523401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205029486525597, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205029486523401"
[1] "Starting iterative with newton 0.205029486523401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0829200851750909, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0834213994644885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0834214177745718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0834214177745718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0834214177745718"
[1] "Starting iterative with newton 0.0834214177745718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760009587136337, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764089341176487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764089458672404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764089458672404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0764089458672404"
[1] "Starting iterative with newton 0.0764089458672404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755950953738448, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.075997966504719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759979779407282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759979779407283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.075997966504719"
[1] "Starting iterative with newton 0.075997966504719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755712909145825, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0759738638878936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759738753057272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759738753057272, diff to last: 0"
[1] "Final threshold is: 0.0038406886150867"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.383888505852807"
[1] "Newton iter: 1, lambda:0.236247508874476, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.239775938347055, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.239777995886516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239777995887216, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.239777995886516"
[1] "Starting iterative with newton 0.239777995886516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0642860332746628, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0645555324676764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.06455553720558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0645555324676764"
[1] "Starting iterative with newton 0.0645555324676764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0560516765311506, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0562392630190701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562392651207933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0562392630190701"
[1] "Starting iterative with newton 0.0562392630190701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556740027878813, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558582684756097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558582704947965, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0558582704947965"
[1] "Starting iterative with newton 0.0558582704947965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556567321759468, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.05584084688035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558408488958277, diff to last: 0"
[1] "Final threshold is: 0.0028229091115788"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.265873279354436"
[1] "Newton iter: 1, lambda:0.232382529619551, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.232557225722132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.232557230489584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.232557225722132"
[1] "Starting iterative with newton 0.232557225722132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0817185256181884, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822031708531916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0822031879032092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822031879032092, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0822031879032092"
[1] "Starting iterative with newton 0.0822031879032092"
[1] "Starting newton at: 0.0254862091198599"
[1] "Newton iter: 1, lambda:0.0753484180962256, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.075517140056414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755171419886349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0755171419886349"
[1] "Starting iterative with newton 0.0755171419886349"
[1] "Starting newton at: 0.0321722550344342"
[1] "Newton iter: 1, lambda:0.0751017446486733, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752264362599527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752264373120986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0752264362599527"
[1] "Starting iterative with newton 0.0752264362599527"
[1] "Starting newton at: 0.0324629607631164"
[1] "Newton iter: 1, lambda:0.0750908641441178, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752137939296055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752137949520947, diff to last: 0"
[1] "Final threshold is: 0.00380226503151445"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345670343767279"
[1] "Newton iter: 1, lambda:0.451770116922066, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.454930857888527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.454933607746905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454933607748985, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454933607746905"
[1] "Starting iterative with newton 0.454933607746905"
[1] "Starting newton at: 0.196810481272095"
[1] "Newton iter: 1, lambda:0.200703319143087, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.200705825448714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200705825449753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200705825448714"
[1] "Starting iterative with newton 0.200705825448714"
[1] "Starting newton at: 0.196579080549528"
[1] "Newton iter: 1, lambda:0.173393681626151, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.173475682589888, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173475683616393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173475682589888"
[1] "Starting iterative with newton 0.173475682589888"
[1] "Starting newton at: 0.223454071025118"
[1] "Newton iter: 1, lambda:0.170069337156147, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.170499715873582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.170499743896751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170499743896751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.170499743896751"
[1] "Starting iterative with newton 0.170499743896751"
[1] "Starting newton at: 0.226430009718255"
[1] "Newton iter: 1, lambda:0.169688020820967, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.170173692709659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17017372836073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17017372836073, diff to last: 0"
[1] "Final threshold is: 0.00860275188933839"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.477975370209522"
[1] "Newton iter: 1, lambda:0.478491494447074, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.478491573561402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.478491573561404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478491573561404"
[1] "Starting iterative with newton 0.478491573561404"
[1] "Starting newton at: 0.313730257091802"
[1] "Newton iter: 1, lambda:0.193708840815959, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.195939395305506, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.195940171158408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195940171158501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195940171158408"
[1] "Starting iterative with newton 0.195940171158408"
[1] "Starting newton at: 0.192186900196567"
[1] "Newton iter: 1, lambda:0.167761258390766, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.167846949143915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.167846950199469, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167846950199469"
[1] "Starting iterative with newton 0.167846950199469"
[1] "Starting newton at: 0.187596444791807"
[1] "Newton iter: 1, lambda:0.164868104666608, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.164941696963222, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164941697735356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164941696963222"
[1] "Starting iterative with newton 0.164941696963222"
[1] "Starting newton at: 0.190501698028053"
[1] "Newton iter: 1, lambda:0.164543833620857, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.164639732696523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164639734006565, diff to last: 0"
[1] "Final threshold is: 0.00832299319306675"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0.631749001948435"
[1] "Newton iter: 1, lambda:0.621092431680545, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.621136037911288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.621136038644038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621136038644038"
[1] "Starting iterative with newton 0.621136038644038"
[1] "Starting newton at: 0.384787943144616"
[1] "Newton iter: 1, lambda:0.320869102761918, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.321875230546507, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321875481458202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321875481458218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321875481458202"
[1] "Starting iterative with newton 0.321875481458202"
[1] "Starting newton at: 0.23718271608426"
[1] "Newton iter: 1, lambda:0.278924580646608, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.279320009640409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279320045039565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279320045039565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279320045039565"
[1] "Starting iterative with newton 0.279320045039565"
[1] "Starting newton at: 0.251254964029749"
[1] "Newton iter: 1, lambda:0.272918684148837, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.273023711506951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273023713972288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273023713972288"
[1] "Starting iterative with newton 0.273023713972288"
[1] "Starting newton at: 0.257551295097026"
[1] "Newton iter: 1, lambda:0.272040073638939, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.272086943272239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272086943762275, diff to last: 0"
[1] "Final threshold is: 0.0137547463528181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 0.684913849919485"
[1] "Newton iter: 1, lambda:0.685909737141581, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.685910185397424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685910185397515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685910185397424"
[1] "Starting iterative with newton 0.685910185397424"
[1] "Starting newton at: 0.439586057433991"
[1] "Newton iter: 1, lambda:0.483214094405044, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.483920131348192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483920314747715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483920314747728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483920314747715"
[1] "Starting iterative with newton 0.483920314747715"
[1] "Starting newton at: 0.462886849446763"
[1] "Newton iter: 1, lambda:0.438030516128945, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.438246158973321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.438246175277444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438246175277444, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438246175277444"
[1] "Starting iterative with newton 0.438246175277444"
[1] "Starting newton at: 0.463110219375846"
[1] "Newton iter: 1, lambda:0.427150892912138, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.427596171517672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427596240233765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427596240233767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427596240233765"
[1] "Starting iterative with newton 0.427596240233765"
[1] "Starting newton at: 0.470379991323488"
[1] "Newton iter: 1, lambda:0.424371643807111, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.425097238772923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425097420745358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42509742074537, diff to last: 0"
[1] "Final threshold is: 0.0214898484901151"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 0.64005525670482"
[1] "Newton iter: 1, lambda:0.694283997831814, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.695660816499753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.695661688085248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.695661688085598, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.695661688085598"
[1] "Starting iterative with newton 0.695661688085598"
[1] "Starting newton at: 0.433987837108563"
[1] "Newton iter: 1, lambda:0.47214958090539, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.472685713148643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.472685818278823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472685818278827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472685818278827"
[1] "Starting iterative with newton 0.472685818278827"
[1] "Starting newton at: 0.466376490856062"
[1] "Newton iter: 1, lambda:0.422600011158384, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.423254101557926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.42325424864297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423254248642977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42325424864297"
[1] "Starting iterative with newton 0.42325424864297"
[1] "Starting newton at: 0.463690369998099"
[1] "Newton iter: 1, lambda:0.41110902097249, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.412038026549078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.412038318992079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412038318992108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.412038318992079"
[1] "Starting iterative with newton 0.412038318992079"
[1] "Starting newton at: 0.463296109972587"
[1] "Newton iter: 1, lambda:0.408474602118374, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.409480799683663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.409481141605267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409481141605307, diff to last: 0"
[1] "Final threshold is: 0.0207004024565192"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 0.761184933291547"
[1] "Newton iter: 1, lambda:0.857579940495043, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.863619818507169, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.863642679666725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863642679993339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863642679993339"
[1] "Starting iterative with newton 0.863642679993339"
[1] "Starting newton at: 0.794213870354148"
[1] "Newton iter: 1, lambda:0.791519838417312, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.791524142191987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.791524142202983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.791524142191987"
[1] "Starting iterative with newton 0.791524142191987"
[1] "Starting newton at: 0.759478139487268"
[1] "Newton iter: 1, lambda:0.767584078647914, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.767622509354628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767622510215777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767622510215777"
[1] "Starting iterative with newton 0.767622510215777"
[1] "Starting newton at: 0.760988166057011"
[1] "Newton iter: 1, lambda:0.759620957171392, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.759622039844612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759622039845291, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.759622039844612"
[1] "Starting iterative with newton 0.759622039844612"
[1] "Starting newton at: 0.762840227981598"
[1] "Newton iter: 1, lambda:0.756915203346081, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.756935459113357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.756935459350635, diff to last: 0"
[1] "Final threshold is: 0.0382651776729675"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.05183529588703"
[1] "Newton iter: 1, lambda:1.01508873746446, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.0160753678888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01607609580055, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01607609580095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01607609580095"
[1] "Starting iterative with newton 1.01607609580095"
[1] "Starting newton at: 1.0466050770707"
[1] "Newton iter: 1, lambda:1.02473153171231, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.02508587675672, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02508597101924, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02508597101925, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02508597101925"
[1] "Starting iterative with newton 1.02508597101925"
[1] "Starting newton at: 1.04510731248458"
[1] "Newton iter: 1, lambda:1.02852657809299, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.02873120427282, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02873123575943, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02873123575943, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02873123575943"
[1] "Starting iterative with newton 1.02873123575943"
[1] "Starting newton at: 1.04412388305826"
[1] "Newton iter: 1, lambda:1.03005434075111, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03020200895642, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03020202536485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03020202536485, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03020202536485"
[1] "Starting iterative with newton 1.03020202536485"
[1] "Starting newton at: 1.0433556296332"
[1] "Newton iter: 1, lambda:1.03067469569765, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.03079479001449, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03079480087008, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03079480087008, diff to last: 0"
[1] "Final threshold is: 0.0521095230899556"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.05384068411838"
[1] "Newton iter: 1, lambda:0.990792061491027, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.993561252490959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.993566813847997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993566813870392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.993566813870392"
[1] "Starting iterative with newton 0.993566813870392"
[1] "Starting newton at: 1.05103508214221"
[1] "Newton iter: 1, lambda:0.995524729036493, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.997685548700165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.997688940261198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.997688940269542, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.997688940261198"
[1] "Starting iterative with newton 0.997688940261198"
[1] "Starting newton at: 1.04766067124046"
[1] "Newton iter: 1, lambda:0.997512512323136, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.999283300655101, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999285579537528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999285579541298, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.999285579541298"
[1] "Starting iterative with newton 0.999285579541298"
[1] "Starting newton at: 1.04664409250885"
[1] "Newton iter: 1, lambda:0.998249886034248, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.99990125348442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999903235792409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999903235795263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.999903235792409"
[1] "Starting iterative with newton 0.999903235792409"
[1] "Starting newton at: 1.0470702240312"
[1] "Newton iter: 1, lambda:0.998474967587211, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.00014004253938, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00014205813342, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00014205813637, diff to last: 0"
[1] "Final threshold is: 0.0505599428483787"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.13904639094972"
[1] "Newton iter: 1, lambda:1.28047900801367, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.3043007056713, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.30493045763444, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30493088954912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30493088954933, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30493088954912"
[1] "Starting iterative with newton 1.30493088954912"
[1] "Starting newton at: 1.47094727590935"
[1] "Newton iter: 1, lambda:1.63970956173151, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.68190034197779, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.68429568287953, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.68430308245693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68430308252735, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68430308245693"
[1] "Starting iterative with newton 1.68430308245693"
[1] "Starting newton at: 1.49483325353771"
[1] "Newton iter: 1, lambda:1.7707424725587, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.89958228279616, diff to last: 0.129"
[1] "Newton iter: 3, lambda:1.92619579420254, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.92721734480924, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.92721880202019, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92721880202316, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.92721880202316"
[1] "Starting iterative with newton 1.92721880202316"
[1] "Starting newton at: 1.50484184880707"
[1] "Newton iter: 1, lambda:1.8233154924753, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0030392720359, diff to last: 0.18"
[1] "Newton iter: 3, lambda:2.05968141310061, diff to last: 0.057"
[1] "Newton iter: 4, lambda:2.06469797972991, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.06473477107481, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06473477304008, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06473477107481"
[1] "Starting iterative with newton 2.06473477107481"
[1] "Starting newton at: 1.60092247311654"
[1] "Newton iter: 1, lambda:1.90699882342424, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.07893218185008, diff to last: 0.172"
[1] "Newton iter: 3, lambda:2.13197992411732, diff to last: 0.053"
[1] "Newton iter: 4, lambda:2.136462861075, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.13649283769242, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13649283902425, diff to last: 0"
[1] "Final threshold is: 0.108005612761289"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.4022433155061"
[1] "Newton iter: 1, lambda:1.42286982908487, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.42339902710633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42339936895958, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42339936895972, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42339936895958"
[1] "Starting iterative with newton 1.42339936895958"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.43323300140851"
[1] "Newton iter: 1, lambda:1.39473541216997, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.39645565339266, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.39645922763929, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3964592276547, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39645922763929"
[1] "Starting iterative with newton 1.39645922763929"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.35369081920705, diff to last: 0.052"
[1] "Newton iter: 2, lambda:4.361851387183, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.36210667490748, diff to last: 0"
[1] "Newton iter: 4, lambda:4.3621069179583, diff to last: 0"
[1] "Newton iter: 5, lambda:4.36210691795195, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.36210667490748"
[1] "Starting iterative with newton 4.36210667490748"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.21065391224736, diff to last: 0.195"
[1] "Newton iter: 2, lambda:4.27376373695782, diff to last: 0.063"
[1] "Newton iter: 3, lambda:4.29114995966093, diff to last: 0.017"
[1] "Newton iter: 4, lambda:4.29231775643177, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29232274697235, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29232274707939, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.29231775643177"
[1] "Starting iterative with newton 4.29231775643177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.32517329354681, diff to last: 1.08"
[1] "Newton iter: 2, lambda:3.56173666742874, diff to last: 0.237"
[1] "Newton iter: 3, lambda:3.77017690754294, diff to last: 0.208"
[1] "Newton iter: 4, lambda:3.94527931643064, diff to last: 0.175"
[1] "Newton iter: 5, lambda:4.07773783570454, diff to last: 0.132"
[1] "Newton iter: 6, lambda:4.15654195159678, diff to last: 0.079"
[1] "Newton iter: 7, lambda:4.18336944310551, diff to last: 0.027"
[1] "Newton iter: 8, lambda:4.18612803205363, diff to last: 0.003"
[1] "Newton iter: 9, lambda:4.18615507956472, diff to last: 0"
[1] "Newton iter: 10, lambda:4.18615508211769, diff to last: 0"
[1] "Final threshold is: 0.211621699122752"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.20444421645935"
[1] "Newton iter: 1, lambda:1.47663375595524, diff to last: 0.272"
[1] "Newton iter: 2, lambda:1.60011496261041, diff to last: 0.123"
[1] "Newton iter: 3, lambda:1.6256338932712, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.62664071645872, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62664224071904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62664224072252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62664224072252"
[1] "Starting iterative with newton 1.62664224072252"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
threshold is:
[{'ad': 0.0038406886150867047, 'da': 0.002822909111578799, 'dd': 0.0038022650315144473}, {'ad': 0.00860275188933839, 'da': 0.008322993193066747, 'dd': 0.013754746352818118}, {'ad': 0.021489848490115145, 'da': 0.020700402456519204, 'dd': 0.0382651776729675}, {'ad': 0.052109523089955576, 'da': 0.05055994284837866, 'dd': 0.10800561276128885}, {'ad': 0.22270841642742253, 'da': 0.21162169912275217, 'dd': 0.22270841642742253}]
Number of points in noise estimation: 128
Estimated noise: 0.05055276141745263
0.05055276141745263
threshold is:
[{'ad': 0.017862024202054627, 'da': 0.000500746901277549, 'dd': 0.005469370148659766}, {'ad': 0.007408183562065851, 'da': 0.014266328240366747, 'dd': 0.011144021832911195}, {'ad': 0.021385287873380676, 'da': 0.018901787422287687, 'dd': 0.03413657884653388}, {'ad': 0.03408136384626709, 'da': 0.0345734467644752, 'dd': 0.20618792831702326}, {'ad': 0.22270841642742253, 'da': 0.22270841642742253, 'dd': 0.22270841642742253}]
['stjerten256', 0.05, 2, 0.002446118553652274, 0.0008831382851687765, 0.0007336511073495499, 0.0024125558453156485, 0.0008685244871818535, 0.0009344440912367966, 0.0008685244871818535, 0.0009344440912367966, 26.115224982607792, 30.539712876075434, 31.345104226123212, 26.175226249140273, 30.612179325444146, 30.29446677799017, 30.612179325444146, 30.29446677799017]
stjerten256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.242351421664911"
[1] "Newton iter: 1, lambda:0.223980633920776, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.224026001664042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224026001941314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224026001664042"
[1] "Starting iterative with newton 0.224026001664042"
[1] "Starting newton at: 0.107131859240279"
[1] "Newton iter: 1, lambda:0.0901168250520194, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0901395191958424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0901395192362253, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0901395191958424"
[1] "Starting iterative with newton 0.0901395191958424"
[1] "Starting newton at: 0.0684659178743042"
[1] "Newton iter: 1, lambda:0.0831484895209603, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0831646393623598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0831646393818959, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0831646393818959"
[1] "Starting iterative with newton 0.0831646393818959"
[1] "Starting newton at: 0.0754407976882507"
[1] "Newton iter: 1, lambda:0.0827914276289173, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827954652230276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827954652242457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0827954652242457"
[1] "Starting iterative with newton 0.0827954652242457"
[1] "Starting newton at: 0.0758099718459009"
[1] "Newton iter: 1, lambda:0.0827722812688561, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827759030514453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827759030524253, diff to last: 0"
[1] "Final threshold is: 0.00418272470369266"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.299203594575675"
[1] "Newton iter: 1, lambda:0.223663080133251, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.224557719135234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.224557845416789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224557845416792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224557845416789"
[1] "Starting iterative with newton 0.224557845416789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568106153341114, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.057003345887432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570033481063863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.057003345887432"
[1] "Starting iterative with newton 0.057003345887432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489232246385445, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0490546872282616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049054688177792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.049054688177792"
[1] "Starting iterative with newton 0.049054688177792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485555962004319, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486845662128609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486845671230235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486845662128609"
[1] "Starting iterative with newton 0.0486845662128609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485384958000133, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486673506100164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486673515183819, diff to last: 0"
[1] "Final threshold is: 0.00245919556241768"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.434882553630261"
[1] "Newton iter: 1, lambda:0.224480612621643, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.231323723616413, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.231331109729177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231331109737778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231331109729177"
[1] "Starting iterative with newton 0.231331109729177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594756472929209, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0597096664416823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597096700654415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0597096664416823"
[1] "Starting iterative with newton 0.0597096664416823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506832448538331, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0508388751400657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0508388766078376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0508388751400657"
[1] "Starting iterative with newton 0.0508388751400657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502524426797027, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504046878892815, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504046892870096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0504046878892815"
[1] "Starting iterative with newton 0.0504046878892815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502314098404098, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503834908786417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503834922730202, diff to last: 0"
[1] "Final threshold is: 0.00254591329345441"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.383901806349804"
[1] "Newton iter: 1, lambda:0.463121267380394, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.464938295530474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.464939235926904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464939235927156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.464939235927156"
[1] "Starting iterative with newton 0.464939235927156"
[1] "Starting newton at: 0.28461908965031"
[1] "Newton iter: 1, lambda:0.205220899714557, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.206227104487135, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.206227267018081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206227267018085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206227267018081"
[1] "Starting iterative with newton 0.206227267018081"
[1] "Starting newton at: 0.245140728432974"
[1] "Newton iter: 1, lambda:0.178822649989091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.179483200556249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179483266328998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179483266328998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179483266328998"
[1] "Starting iterative with newton 0.179483266328998"
[1] "Starting newton at: 0.249218904735415"
[1] "Newton iter: 1, lambda:0.175819358846571, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.176622667564209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176622764168394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176622764168395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176622764168395"
[1] "Starting iterative with newton 0.176622764168395"
[1] "Starting newton at: 0.252079406896018"
[1] "Newton iter: 1, lambda:0.175440687938018, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.176315642771599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176315757291183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176315757291185, diff to last: 0"
[1] "Final threshold is: 0.00890935944502792"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.502247346778289"
[1] "Newton iter: 1, lambda:0.453425250963434, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.454083364806712, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.454083485799214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454083485799218, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454083485799218"
[1] "Starting iterative with newton 0.454083485799218"
[1] "Starting newton at: 0.249726385188246"
[1] "Newton iter: 1, lambda:0.18834371395055, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.18891022114245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188910269521031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188910269521032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188910269521031"
[1] "Starting iterative with newton 0.188910269521031"
[1] "Starting newton at: 0.326612751592"
[1] "Newton iter: 1, lambda:0.160631138517594, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.164428339415732, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164430340457153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164430340457709, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164430340457153"
[1] "Starting iterative with newton 0.164430340457153"
[1] "Starting newton at: 0.257653593542479"
[1] "Newton iter: 1, lambda:0.16083715674258, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.162123589476987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162123817358911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162123817358918, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.162123817358911"
[1] "Starting iterative with newton 0.162123817358911"
[1] "Starting newton at: 0.259960116640721"
[1] "Newton iter: 1, lambda:0.160550690416947, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.161905825170333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.161906077857861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161906077857869, diff to last: 0"
[1] "Final threshold is: 0.00818122819044541"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0.724820780932602"
[1] "Newton iter: 1, lambda:0.623716138258098, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.627611326459597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.627617325886796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62761732590101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627617325886796"
[1] "Starting iterative with newton 0.627617325886796"
[1] "Starting newton at: 0.20228850423892"
[1] "Newton iter: 1, lambda:0.331053742763917, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.335286343559925, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.335290877053578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335290877058777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.335290877058777"
[1] "Starting iterative with newton 0.335290877058777"
[1] "Starting newton at: 0.346483035483682"
[1] "Newton iter: 1, lambda:0.292885779875074, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.293552076608886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293552180074708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29355218007471, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.293552180074708"
[1] "Starting iterative with newton 0.293552180074708"
[1] "Starting newton at: 0.365490864723522"
[1] "Newton iter: 1, lambda:0.285820239470236, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.287272097028251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.287272582694598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287272582694652, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.287272582694652"
[1] "Starting iterative with newton 0.287272582694652"
[1] "Starting newton at: 0.369664733162902"
[1] "Newton iter: 1, lambda:0.284669701123433, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.286318394780687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.286319019991747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286319019991837, diff to last: 0"
[1] "Final threshold is: 0.0144679018157283"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 0.681789907408359"
[1] "Newton iter: 1, lambda:0.678498495104804, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.678503326039885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.678503326050304, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678503326050304"
[1] "Starting iterative with newton 0.678503326050304"
[1] "Starting newton at: 0.429126991439137"
[1] "Newton iter: 1, lambda:0.483975644988348, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.485100803184917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.485101271884466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485101271884548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485101271884548"
[1] "Starting iterative with newton 0.485101271884548"
[1] "Starting newton at: 0.492220251559777"
[1] "Newton iter: 1, lambda:0.43891577280796, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.439911204517465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.439911555297759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439911555297803, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439911555297803"
[1] "Starting iterative with newton 0.439911555297803"
[1] "Starting newton at: 0.515806468318087"
[1] "Newton iter: 1, lambda:0.426305897839052, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.429060910450305, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.429063568018906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429063568021378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.429063568021378"
[1] "Starting iterative with newton 0.429063568021378"
[1] "Starting newton at: 0.510022655762998"
[1] "Newton iter: 1, lambda:0.423897352184385, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.42644372602208, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.426445989958095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426445989959884, diff to last: 0"
[1] "Final threshold is: 0.021548616339224"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 0.645876666041143"
[1] "Newton iter: 1, lambda:0.705689616386958, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.707388432204456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.707389773857276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707389773858113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707389773857276"
[1] "Starting iterative with newton 0.707389773857276"
[1] "Starting newton at: 0.474017358839234"
[1] "Newton iter: 1, lambda:0.487642238343759, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.48771272362874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487712725510311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487712725510311"
[1] "Starting iterative with newton 0.487712725510311"
[1] "Starting newton at: 0.436142185777489"
[1] "Newton iter: 1, lambda:0.437337376696253, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.43733788495466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437337884954752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.43733788495466"
[1] "Starting iterative with newton 0.43733788495466"
[1] "Starting newton at: 0.459027276561043"
[1] "Newton iter: 1, lambda:0.425117648304163, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.425518396925522, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425518453200994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425518453200995, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425518453200994"
[1] "Starting iterative with newton 0.425518453200994"
[1] "Starting newton at: 0.458544724028081"
[1] "Newton iter: 1, lambda:0.422275991956297, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.422732644045854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422732716854964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422732716854966, diff to last: 0"
[1] "Final threshold is: 0.0213609820330133"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 0.969860335458332"
[1] "Newton iter: 1, lambda:0.856134172389683, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.863598625624719, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.863632852966343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863632853683519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863632853683519"
[1] "Starting iterative with newton 0.863632853683519"
[1] "Starting newton at: 0.756715409523461"
[1] "Newton iter: 1, lambda:0.767155266367616, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.767218113263147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767218115531419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.767218113263147"
[1] "Starting iterative with newton 0.767218113263147"
[1] "Starting newton at: 0.754739369696191"
[1] "Newton iter: 1, lambda:0.735231566571001, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.735443660636492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.735443685897277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735443685897278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.735443685897277"
[1] "Starting iterative with newton 0.735443685897277"
[1] "Starting newton at: 0.745077393193681"
[1] "Newton iter: 1, lambda:0.724580055902588, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.724812356545954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.724812386615958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724812386615959, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724812386615958"
[1] "Starting iterative with newton 0.724812386615958"
[1] "Starting newton at: 0.751057890448992"
[1] "Newton iter: 1, lambda:0.720732021680341, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.721237281840396, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.721237423734701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721237423734712, diff to last: 0"
[1] "Final threshold is: 0.0364446351930214"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.09787420406079"
[1] "Newton iter: 1, lambda:1.00532536107611, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.011443553476, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.01147201324709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01147201386075, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01147201324709"
[1] "Starting iterative with newton 1.01147201324709"
[1] "Starting newton at: 1.08778573172466"
[1] "Newton iter: 1, lambda:1.02586555953539, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02868568443574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.028691777645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02869177767339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.028691777645"
[1] "Starting iterative with newton 1.028691777645"
[1] "Starting newton at: 1.08610007804893"
[1] "Newton iter: 1, lambda:1.03380052796535, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.03583263701818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03583581172698, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03583581173472, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03583581172698"
[1] "Starting iterative with newton 1.03583581172698"
[1] "Starting newton at: 1.0867421721715"
[1] "Newton iter: 1, lambda:1.03693676840404, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.03878549222229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03878812374479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03878812375012, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03878812374479"
[1] "Starting iterative with newton 1.03878812374479"
[1] "Starting newton at: 1.08701179141711"
[1] "Newton iter: 1, lambda:1.03822779661274, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.04000376841648, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04000619840834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04000619841288, diff to last: 0"
[1] "Final threshold is: 0.0525522459766037"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 0.853513956987188"
[1] "Newton iter: 1, lambda:0.967426871306497, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.97719811129325, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.977266488999309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977266492329612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977266488999309"
[1] "Starting iterative with newton 0.977266488999309"
[1] "Starting newton at: 0.853588009452214"
[1] "Newton iter: 1, lambda:0.96900570777305, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979053362401679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979125739319541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979125743054095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.979125743054095"
[1] "Starting iterative with newton 0.979125743054095"
[1] "Starting newton at: 0.85345497843408"
[1] "Newton iter: 1, lambda:0.969579097636287, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.979757034777257, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97983133138776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979831335324367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.979831335324367"
[1] "Starting iterative with newton 0.979831335324367"
[1] "Starting newton at: 0.852749386163808"
[1] "Newton iter: 1, lambda:0.969695055523918, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980022454075813, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980098964970084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98009896914537, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.98009896914537"
[1] "Starting iterative with newton 0.98009896914537"
[1] "Starting newton at: 0.852481752342805"
[1] "Newton iter: 1, lambda:0.969738756373635, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980123096021719, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980200459162964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98020046343199, diff to last: 0"
[1] "Final threshold is: 0.0495302198341916"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.14106908769841"
[1] "Newton iter: 1, lambda:1.2651254317421, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.28302633762911, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2833752454646, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28337537616912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28337537616914, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28337537616912"
[1] "Starting iterative with newton 1.28337537616912"
[1] "Starting newton at: 1.5300867808529"
[1] "Newton iter: 1, lambda:1.64844494538383, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.66848656672578, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.66901295333037, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.66901330880485, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66901330880501, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66901330880485"
[1] "Starting iterative with newton 1.66901330880485"
[1] "Starting newton at: 1.51161482772308"
[1] "Newton iter: 1, lambda:1.77666902966313, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.89568108504563, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.918232912616, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.91896396075973, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.91896470796589, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91896470796667, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91896470796667"
[1] "Starting iterative with newton 1.91896470796667"
[1] "Starting newton at: 1.54888288690812"
[1] "Newton iter: 1, lambda:1.85085981322365, diff to last: 0.302"
[1] "Newton iter: 2, lambda:2.01388370603178, diff to last: 0.163"
[1] "Newton iter: 3, lambda:2.06007661652396, diff to last: 0.046"
[1] "Newton iter: 4, lambda:2.06337474945967, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.0633906324316, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06339063279827, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0633906324316"
[1] "Starting iterative with newton 2.0633906324316"
[1] "Starting newton at: 1.5363378289115"
[1] "Newton iter: 1, lambda:1.8649358785459, diff to last: 0.329"
[1] "Newton iter: 2, lambda:2.06141021444129, diff to last: 0.196"
[1] "Newton iter: 3, lambda:2.13184564115016, diff to last: 0.07"
[1] "Newton iter: 4, lambda:2.13992920996334, diff to last: 0.008"
[1] "Newton iter: 5, lambda:2.14002723180853, diff to last: 0"
[1] "Newton iter: 6, lambda:2.14002724605743, diff to last: 0"
[1] "Newton iter: 7, lambda:2.14002724605743, diff to last: 0"
[1] "Final threshold is: 0.108137084570333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.43158279855848"
[1] "Newton iter: 1, lambda:1.38407689136214, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.38661266788172, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38662025905811, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38662025912598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38662025905811"
[1] "Starting iterative with newton 1.38662025905811"
[1] "Starting newton at: 1.28693182163202"
[1] "Newton iter: 1, lambda:1.63714455414616, diff to last: 0.35"
[1] "Newton iter: 2, lambda:1.8394199204461, diff to last: 0.202"
[1] "Newton iter: 3, lambda:1.9084826388469, diff to last: 0.069"
[1] "Newton iter: 4, lambda:1.91574522342388, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.91581977994249, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91581978772613, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91581977994249"
[1] "Starting iterative with newton 1.91581977994249"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.45919531816305"
[1] "Newton iter: 1, lambda:1.36787985787526, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37685514787931, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37695117277085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37695118367444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37695118367444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37695118367444"
[1] "Starting iterative with newton 1.37695118367444"
[1] "Starting newton at: 1.31986322506534"
[1] "Newton iter: 1, lambda:1.65852900778905, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.85441109352739, diff to last: 0.196"
[1] "Newton iter: 3, lambda:1.92239930787358, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.92987260253305, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.92995654896451, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92995655945277, diff to last: 0"
[1] "Newton iter: 7, lambda:1.92995655945278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92995654896451"
[1] "Starting iterative with newton 1.92995654896451"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.23591531140656"
[1] "Newton iter: 1, lambda:1.48647121874061, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.59096067498137, diff to last: 0.104"
[1] "Newton iter: 3, lambda:1.60884025293793, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60932586889841, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60932622014844, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60932622014862, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60932622014862"
[1] "Starting iterative with newton 1.60932622014862"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
threshold is:
[{'ad': 0.004182724703692661, 'da': 0.002459195562417681, 'dd': 0.002545913293454413}, {'ad': 0.008909359445027925, 'da': 0.00818122819044541, 'dd': 0.014467901815728263}, {'ad': 0.02154861633922398, 'da': 0.02136098203301328, 'dd': 0.036444635193021414}, {'ad': 0.05255224597660372, 'da': 0.04953021983419159, 'dd': 0.10813708457033254}, {'ad': 0.22261124581774025, 'da': 0.22261124581774025, 'dd': 0.22261124581774025}]
Number of points in noise estimation: 128
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8322654345471"
[1] "Starting iterative with newton 10.8322654345471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.43561434267089"
[1] "Starting iterative with newton 8.43561434267089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33313128490795"
[1] "Starting iterative with newton 7.33313128490795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.35466445944493"
[1] "Starting iterative with newton 4.35466445944493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.4844494568667"
[1] "Starting iterative with newton 4.4844494568667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 1.96306109451992"
[1] "Newton iter: 1, lambda:1.57987445409167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.53590476001747, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.53452070102328, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53451925478693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53451925478535, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53451925478535"
[1] "Starting iterative with newton 1.53451925478535"
[1] "Starting newton at: 1.83323772151256"
[1] "Newton iter: 1, lambda:1.47773273091888, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.42101102911075, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.41817358458565, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.41816608849725, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41816608844482, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41816608844482"
[1] "Starting iterative with newton 1.41816608844482"
[1] "Starting newton at: 1.68362022822237"
[1] "Newton iter: 1, lambda:1.36046299676555, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.29134388892239, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.28602356969259, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.28599046823955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28599046695525, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28599046695525"
[1] "Starting iterative with newton 1.28599046695525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 2.04514044819344"
[1] "Newton iter: 1, lambda:1.53985306158663, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.49034661504083, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4884285050897, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48842546031082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48842546030313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48842546030313"
[1] "Starting iterative with newton 1.48842546030313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 1.3574194058112"
[1] "Newton iter: 1, lambda:1.21629465626846, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.19441450850999, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19380086212805, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19380037428119, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19380037428088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19380037428119"
[1] "Starting iterative with newton 1.19380037428119"
[1] "Starting newton at: 1.37124280329398"
[1] "Newton iter: 1, lambda:1.24845525871706, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.23266935305656, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.23237122352236, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23237111621897, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23237111621896, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23237111621896"
[1] "Starting iterative with newton 1.23237111621896"
[1] "Starting newton at: 1.41181674450732"
[1] "Newton iter: 1, lambda:1.29136679178819, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.277537569246, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.27732738431618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27732733528663, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27732733528663, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27732733528663"
[1] "Starting iterative with newton 1.27732733528663"
[1] "Starting newton at: 1.43520672046847"
[1] "Newton iter: 1, lambda:1.33051355189122, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.32075179661536, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.32065526081628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32065525129846, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32065526081628"
[1] "Starting iterative with newton 1.32065526081628"
[1] "Starting newton at: 1.46029445351371"
[1] "Newton iter: 1, lambda:1.37296837019315, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.36665538491299, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.36661843591202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36661843463848, diff to last: 0"
[1] "Final threshold is: 0.0690561924629008"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.11299738212193"
[1] "Newton iter: 1, lambda:1.12021787379933, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.12014277907489, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1201427709645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1201427709645"
[1] "Starting iterative with newton 1.1201427709645"
[1] "Starting newton at: 1.39368244917989"
[1] "Newton iter: 1, lambda:1.36626775096338, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.36563029365256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36562993669882, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36562993669871, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36562993669871"
[1] "Starting iterative with newton 1.36562993669871"
[1] "Starting newton at: 1.62454172810796"
[1] "Newton iter: 1, lambda:1.65124868815265, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.65093779442903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65093775534463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65093775534463, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65093775534463"
[1] "Starting iterative with newton 1.65093775534463"
[1] "Starting newton at: 1.91712479271637"
[1] "Newton iter: 1, lambda:1.89054311613971, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.89048091010579, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89048090965398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89048090965398"
[1] "Starting iterative with newton 1.89048090965398"
[1] "Starting newton at: 2.02356978393935"
[1] "Newton iter: 1, lambda:2.05350086160634, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.05350162999205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05350162999207, diff to last: 0"
[1] "Final threshold is: 0.103764884226062"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 1.11154378970172"
[1] "Newton iter: 1, lambda:1.16883045264924, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.16447197780408, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.16444693818765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16444693735962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16444693818765"
[1] "Starting iterative with newton 1.16444693818765"
[1] "Starting newton at: 1.45722271243255"
[1] "Newton iter: 1, lambda:1.4551321547767, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.45512908962534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.45512908961873, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45512908961873"
[1] "Starting iterative with newton 1.45512908961873"
[1] "Starting newton at: 1.75673584873848"
[1] "Newton iter: 1, lambda:1.73821868186853, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.73813219490405, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73813219285128, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73813219285128"
[1] "Starting iterative with newton 1.73813219285128"
[1] "Starting newton at: 1.86226064446283"
[1] "Newton iter: 1, lambda:1.94714704959708, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.9461572920357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.94615724674077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94615724674077, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94615724674077"
[1] "Starting iterative with newton 1.94615724674077"
[1] "Starting newton at: 2.10009133554695"
[1] "Newton iter: 1, lambda:2.0858723913729, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.08588900949002, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08588900950916, diff to last: 0"
[1] "Final threshold is: 0.105401441331694"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.41610264733738"
[1] "Newton iter: 1, lambda:1.39529915391578, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.39499368211292, diff to last: 0"
[1] "Newton iter: 3, lambda:1.39499361368669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39499361368668, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39499361368668"
[1] "Starting iterative with newton 1.39499361368668"
[1] "Starting newton at: 2.16846367666354"
[1] "Newton iter: 1, lambda:2.08545756041157, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.08813128772267, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08813353166108, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08813353166267, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08813353166108"
[1] "Starting iterative with newton 2.08813353166108"
[1] "Starting newton at: 2.46660841600935"
[1] "Newton iter: 1, lambda:2.50802067150357, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.50905843113442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.50905910357767, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50905910357795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50905910357767"
[1] "Starting iterative with newton 2.50905910357767"
[1] "Starting newton at: 2.70212524646824"
[1] "Newton iter: 1, lambda:2.7379765839854, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.73890124294235, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73890186223288, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73890186223316, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.73890186223316"
[1] "Starting iterative with newton 2.73890186223316"
[1] "Starting newton at: 2.81688703088379"
[1] "Newton iter: 1, lambda:2.84407674247492, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.84464095867659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.84464120137948, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84464120137953, diff to last: 0"
[1] "Final threshold is: 0.143741724191849"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.52479344856792"
[1] "Newton iter: 1, lambda:1.63231391764911, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.62773672581541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62773161603696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62773161603041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62773161603696"
[1] "Starting iterative with newton 1.62773161603696"
[1] "Starting newton at: 2.50641650968406"
[1] "Newton iter: 1, lambda:2.3975031603155, diff to last: 0.109"
[1] "Newton iter: 2, lambda:2.40635093559257, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.40640734031494, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40640734262002, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40640734031494"
[1] "Starting iterative with newton 2.40640734031494"
[1] "Starting newton at: 2.90181445614823"
[1] "Newton iter: 1, lambda:2.86678724387613, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.86792156444302, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.8679227700797, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86792277008106, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8679227700797"
[1] "Starting iterative with newton 2.8679227700797"
[1] "Starting newton at: 3.10079326452168"
[1] "Newton iter: 1, lambda:3.11443221876925, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.11461720351889, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11461723725929, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11461723725929, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.11461720351889"
[1] "Starting iterative with newton 3.11461720351889"
[1] "Starting newton at: 3.21641982287597"
[1] "Newton iter: 1, lambda:3.2534080757017, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.25480261831454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.25480454534652, diff to last: 0"
[1] "Newton iter: 4, lambda:3.2548045453502, diff to last: 0"
[1] "Final threshold is: 0.164467566956852"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.5320352319221"
[1] "Newton iter: 1, lambda:1.56159961460208, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.56123228672211, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56123223572067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56123223572067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56123223572067"
[1] "Starting iterative with newton 1.56123223572067"
[1] "Starting newton at: 2.21985006286966"
[1] "Newton iter: 1, lambda:2.3295298843903, diff to last: 0.11"
[1] "Newton iter: 2, lambda:2.33614612359019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.3361739767515, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33617397724818, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.3361739767515"
[1] "Starting iterative with newton 2.3361739767515"
[1] "Starting newton at: 2.80802351059782"
[1] "Newton iter: 1, lambda:2.77973572565605, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.78043946782347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7804399055598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78043990555997, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.7804399055598"
[1] "Starting iterative with newton 2.7804399055598"
[1] "Starting newton at: 3.04851407593194"
[1] "Newton iter: 1, lambda:3.0360073545886, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.03615833737468, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0361583595254, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0361583595254, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0361583595254"
[1] "Starting iterative with newton 3.0361583595254"
[1] "Starting newton at: 3.19189017242932"
[1] "Newton iter: 1, lambda:3.15809478410567, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.15921257604218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15921383011416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15921383011574, diff to last: 0"
[1] "Final threshold is: 0.159637300764371"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.91039811841956"
[1] "Newton iter: 1, lambda:2.30409338058974, diff to last: 0.394"
[1] "Newton iter: 2, lambda:2.39865134784806, diff to last: 0.095"
[1] "Newton iter: 3, lambda:2.40959868165745, diff to last: 0.011"
[1] "Newton iter: 4, lambda:2.40974939261317, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40974942113852, diff to last: 0"
[1] "Newton iter: 6, lambda:2.40974942113852, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40974939261317"
[1] "Starting iterative with newton 2.40974939261317"
[1] "Starting newton at: 3.06802399952468"
[1] "Newton iter: 1, lambda:3.23628352711819, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.28629443336146, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.2905903846924, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.29062074211633, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29062074362503, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29062074211633"
[1] "Starting iterative with newton 3.29062074211633"
[1] "Starting newton at: 3.729692033657"
[1] "Newton iter: 1, lambda:3.94971142221443, diff to last: 0.22"
[1] "Newton iter: 2, lambda:4.07743567135741, diff to last: 0.128"
[1] "Newton iter: 3, lambda:4.12036591677444, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.12474435214733, diff to last: 0.004"
[1] "Newton iter: 5, lambda:4.12478681483413, diff to last: 0"
[1] "Newton iter: 6, lambda:4.12478681879381, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12478681879381"
[1] "Starting iterative with newton 4.12478681879381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06905619246290079}, {'ad': 0.1037648842260621, 'da': 0.10540144133169423, 'dd': 0.1437417241918495}, {'ad': 0.16446756695685158, 'da': 0.15963730076437124, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363877446686427. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8322654345471"
[1] "Starting iterative with newton 10.8322654345471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.43561434267089"
[1] "Starting iterative with newton 8.43561434267089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33313128490795"
[1] "Starting iterative with newton 7.33313128490795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.35466445944493"
[1] "Starting iterative with newton 4.35466445944493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.4844494568667"
[1] "Starting iterative with newton 4.4844494568667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 1.96306109451992"
[1] "Newton iter: 1, lambda:1.57987445409167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.53590476001747, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.53452070102328, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53451925478693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53451925478535, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53451925478535"
[1] "Starting iterative with newton 1.53451925478535"
[1] "Starting newton at: 1.83323772151256"
[1] "Newton iter: 1, lambda:1.47773273091888, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.42101102911075, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.41817358458565, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.41816608849725, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41816608844482, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41816608844482"
[1] "Starting iterative with newton 1.41816608844482"
[1] "Starting newton at: 1.68362022822237"
[1] "Newton iter: 1, lambda:1.36046299676555, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.29134388892239, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.28602356969259, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.28599046823955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28599046695525, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28599046695525"
[1] "Starting iterative with newton 1.28599046695525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 2.04514044819344"
[1] "Newton iter: 1, lambda:1.53985306158663, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.49034661504083, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4884285050897, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48842546031082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48842546030313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48842546030313"
[1] "Starting iterative with newton 1.48842546030313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 1.3574194058112"
[1] "Newton iter: 1, lambda:1.21629465626846, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.19441450850999, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19380086212805, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19380037428119, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19380037428088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19380037428119"
[1] "Starting iterative with newton 1.19380037428119"
[1] "Starting newton at: 1.37124280329398"
[1] "Newton iter: 1, lambda:1.24845525871706, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.23266935305656, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.23237122352236, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23237111621897, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23237111621896, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23237111621896"
[1] "Starting iterative with newton 1.23237111621896"
[1] "Starting newton at: 1.41181674450732"
[1] "Newton iter: 1, lambda:1.29136679178819, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.277537569246, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.27732738431618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27732733528663, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27732733528663, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27732733528663"
[1] "Starting iterative with newton 1.27732733528663"
[1] "Starting newton at: 1.43520672046847"
[1] "Newton iter: 1, lambda:1.33051355189122, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.32075179661536, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.32065526081628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32065525129846, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32065526081628"
[1] "Starting iterative with newton 1.32065526081628"
[1] "Starting newton at: 1.46029445351371"
[1] "Newton iter: 1, lambda:1.37296837019315, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.36665538491299, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.36661843591202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36661843463848, diff to last: 0"
[1] "Final threshold is: 0.0690561924629008"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.11299738212193"
[1] "Newton iter: 1, lambda:1.12021787379933, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.12014277907489, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1201427709645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1201427709645"
[1] "Starting iterative with newton 1.1201427709645"
[1] "Starting newton at: 1.39368244917989"
[1] "Newton iter: 1, lambda:1.36626775096338, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.36563029365256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36562993669882, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36562993669871, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36562993669871"
[1] "Starting iterative with newton 1.36562993669871"
[1] "Starting newton at: 1.62454172810796"
[1] "Newton iter: 1, lambda:1.65124868815265, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.65093779442903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65093775534463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65093775534463, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65093775534463"
[1] "Starting iterative with newton 1.65093775534463"
[1] "Starting newton at: 1.91712479271637"
[1] "Newton iter: 1, lambda:1.89054311613971, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.89048091010579, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89048090965398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89048090965398"
[1] "Starting iterative with newton 1.89048090965398"
[1] "Starting newton at: 2.02356978393935"
[1] "Newton iter: 1, lambda:2.05350086160634, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.05350162999205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05350162999207, diff to last: 0"
[1] "Final threshold is: 0.103764884226062"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 1.11154378970172"
[1] "Newton iter: 1, lambda:1.16883045264924, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.16447197780408, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.16444693818765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16444693735962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16444693818765"
[1] "Starting iterative with newton 1.16444693818765"
[1] "Starting newton at: 1.45722271243255"
[1] "Newton iter: 1, lambda:1.4551321547767, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.45512908962534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.45512908961873, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45512908961873"
[1] "Starting iterative with newton 1.45512908961873"
[1] "Starting newton at: 1.75673584873848"
[1] "Newton iter: 1, lambda:1.73821868186853, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.73813219490405, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73813219285128, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73813219285128"
[1] "Starting iterative with newton 1.73813219285128"
[1] "Starting newton at: 1.86226064446283"
[1] "Newton iter: 1, lambda:1.94714704959708, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.9461572920357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.94615724674077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94615724674077, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94615724674077"
[1] "Starting iterative with newton 1.94615724674077"
[1] "Starting newton at: 2.10009133554695"
[1] "Newton iter: 1, lambda:2.0858723913729, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.08588900949002, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08588900950916, diff to last: 0"
[1] "Final threshold is: 0.105401441331694"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.41610264733738"
[1] "Newton iter: 1, lambda:1.39529915391578, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.39499368211292, diff to last: 0"
[1] "Newton iter: 3, lambda:1.39499361368669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39499361368668, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39499361368668"
[1] "Starting iterative with newton 1.39499361368668"
[1] "Starting newton at: 2.16846367666354"
[1] "Newton iter: 1, lambda:2.08545756041157, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.08813128772267, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08813353166108, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08813353166267, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08813353166108"
[1] "Starting iterative with newton 2.08813353166108"
[1] "Starting newton at: 2.46660841600935"
[1] "Newton iter: 1, lambda:2.50802067150357, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.50905843113442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.50905910357767, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50905910357795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50905910357767"
[1] "Starting iterative with newton 2.50905910357767"
[1] "Starting newton at: 2.70212524646824"
[1] "Newton iter: 1, lambda:2.7379765839854, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.73890124294235, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73890186223288, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73890186223316, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.73890186223316"
[1] "Starting iterative with newton 2.73890186223316"
[1] "Starting newton at: 2.81688703088379"
[1] "Newton iter: 1, lambda:2.84407674247492, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.84464095867659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.84464120137948, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84464120137953, diff to last: 0"
[1] "Final threshold is: 0.143741724191849"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.52479344856792"
[1] "Newton iter: 1, lambda:1.63231391764911, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.62773672581541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62773161603696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62773161603041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62773161603696"
[1] "Starting iterative with newton 1.62773161603696"
[1] "Starting newton at: 2.50641650968406"
[1] "Newton iter: 1, lambda:2.3975031603155, diff to last: 0.109"
[1] "Newton iter: 2, lambda:2.40635093559257, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.40640734031494, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40640734262002, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40640734031494"
[1] "Starting iterative with newton 2.40640734031494"
[1] "Starting newton at: 2.90181445614823"
[1] "Newton iter: 1, lambda:2.86678724387613, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.86792156444302, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.8679227700797, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86792277008106, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8679227700797"
[1] "Starting iterative with newton 2.8679227700797"
[1] "Starting newton at: 3.10079326452168"
[1] "Newton iter: 1, lambda:3.11443221876925, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.11461720351889, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11461723725929, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11461723725929, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.11461720351889"
[1] "Starting iterative with newton 3.11461720351889"
[1] "Starting newton at: 3.21641982287597"
[1] "Newton iter: 1, lambda:3.2534080757017, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.25480261831454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.25480454534652, diff to last: 0"
[1] "Newton iter: 4, lambda:3.2548045453502, diff to last: 0"
[1] "Final threshold is: 0.164467566956852"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.5320352319221"
[1] "Newton iter: 1, lambda:1.56159961460208, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.56123228672211, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56123223572067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56123223572067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56123223572067"
[1] "Starting iterative with newton 1.56123223572067"
[1] "Starting newton at: 2.21985006286966"
[1] "Newton iter: 1, lambda:2.3295298843903, diff to last: 0.11"
[1] "Newton iter: 2, lambda:2.33614612359019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.3361739767515, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33617397724818, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.3361739767515"
[1] "Starting iterative with newton 2.3361739767515"
[1] "Starting newton at: 2.80802351059782"
[1] "Newton iter: 1, lambda:2.77973572565605, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.78043946782347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7804399055598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78043990555997, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.7804399055598"
[1] "Starting iterative with newton 2.7804399055598"
[1] "Starting newton at: 3.04851407593194"
[1] "Newton iter: 1, lambda:3.0360073545886, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.03615833737468, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0361583595254, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0361583595254, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0361583595254"
[1] "Starting iterative with newton 3.0361583595254"
[1] "Starting newton at: 3.19189017242932"
[1] "Newton iter: 1, lambda:3.15809478410567, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.15921257604218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15921383011416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15921383011574, diff to last: 0"
[1] "Final threshold is: 0.159637300764371"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.91039811841956"
[1] "Newton iter: 1, lambda:2.30409338058974, diff to last: 0.394"
[1] "Newton iter: 2, lambda:2.39865134784806, diff to last: 0.095"
[1] "Newton iter: 3, lambda:2.40959868165745, diff to last: 0.011"
[1] "Newton iter: 4, lambda:2.40974939261317, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40974942113852, diff to last: 0"
[1] "Newton iter: 6, lambda:2.40974942113852, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40974939261317"
[1] "Starting iterative with newton 2.40974939261317"
[1] "Starting newton at: 3.06802399952468"
[1] "Newton iter: 1, lambda:3.23628352711819, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.28629443336146, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.2905903846924, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.29062074211633, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29062074362503, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29062074211633"
[1] "Starting iterative with newton 3.29062074211633"
[1] "Starting newton at: 3.729692033657"
[1] "Newton iter: 1, lambda:3.94971142221443, diff to last: 0.22"
[1] "Newton iter: 2, lambda:4.07743567135741, diff to last: 0.128"
[1] "Newton iter: 3, lambda:4.12036591677444, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.12474435214733, diff to last: 0.004"
[1] "Newton iter: 5, lambda:4.12478681483413, diff to last: 0"
[1] "Newton iter: 6, lambda:4.12478681879381, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12478681879381"
[1] "Starting iterative with newton 4.12478681879381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06905619246290079}, {'ad': 0.1037648842260621, 'da': 0.10540144133169423, 'dd': 0.1437417241918495}, {'ad': 0.16446756695685158, 'da': 0.15963730076437124, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363877446686427. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.242351421664911"
[1] "Newton iter: 1, lambda:0.223980633920776, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.224026001664042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224026001941314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224026001664042"
[1] "Starting iterative with newton 0.224026001664042"
[1] "Starting newton at: 0.107131859240279"
[1] "Newton iter: 1, lambda:0.0901168250520194, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0901395191958424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0901395192362253, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0901395191958424"
[1] "Starting iterative with newton 0.0901395191958424"
[1] "Starting newton at: 0.0684659178743042"
[1] "Newton iter: 1, lambda:0.0831484895209603, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0831646393623598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0831646393818959, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0831646393818959"
[1] "Starting iterative with newton 0.0831646393818959"
[1] "Starting newton at: 0.0754407976882507"
[1] "Newton iter: 1, lambda:0.0827914276289173, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827954652230276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827954652242457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0827954652242457"
[1] "Starting iterative with newton 0.0827954652242457"
[1] "Starting newton at: 0.0758099718459009"
[1] "Newton iter: 1, lambda:0.0827722812688561, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827759030514453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827759030524253, diff to last: 0"
[1] "Final threshold is: 0.00418272470369266"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.299203594575675"
[1] "Newton iter: 1, lambda:0.223663080133251, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.224557719135234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.224557845416789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224557845416792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224557845416789"
[1] "Starting iterative with newton 0.224557845416789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568106153341114, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.057003345887432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570033481063863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.057003345887432"
[1] "Starting iterative with newton 0.057003345887432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489232246385445, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0490546872282616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049054688177792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.049054688177792"
[1] "Starting iterative with newton 0.049054688177792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485555962004319, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486845662128609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486845671230235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486845662128609"
[1] "Starting iterative with newton 0.0486845662128609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485384958000133, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486673506100164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486673515183819, diff to last: 0"
[1] "Final threshold is: 0.00245919556241768"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.434882553630261"
[1] "Newton iter: 1, lambda:0.224480612621643, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.231323723616413, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.231331109729177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231331109737778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231331109729177"
[1] "Starting iterative with newton 0.231331109729177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594756472929209, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0597096664416823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597096700654415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0597096664416823"
[1] "Starting iterative with newton 0.0597096664416823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506832448538331, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0508388751400657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0508388766078376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0508388751400657"
[1] "Starting iterative with newton 0.0508388751400657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502524426797027, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504046878892815, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504046892870096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0504046878892815"
[1] "Starting iterative with newton 0.0504046878892815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502314098404098, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503834908786417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503834922730202, diff to last: 0"
[1] "Final threshold is: 0.00254591329345441"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.383901806349804"
[1] "Newton iter: 1, lambda:0.463121267380394, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.464938295530474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.464939235926904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464939235927156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.464939235927156"
[1] "Starting iterative with newton 0.464939235927156"
[1] "Starting newton at: 0.28461908965031"
[1] "Newton iter: 1, lambda:0.205220899714557, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.206227104487135, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.206227267018081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206227267018085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206227267018081"
[1] "Starting iterative with newton 0.206227267018081"
[1] "Starting newton at: 0.245140728432974"
[1] "Newton iter: 1, lambda:0.178822649989091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.179483200556249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179483266328998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179483266328998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179483266328998"
[1] "Starting iterative with newton 0.179483266328998"
[1] "Starting newton at: 0.249218904735415"
[1] "Newton iter: 1, lambda:0.175819358846571, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.176622667564209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176622764168394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176622764168395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176622764168395"
[1] "Starting iterative with newton 0.176622764168395"
[1] "Starting newton at: 0.252079406896018"
[1] "Newton iter: 1, lambda:0.175440687938018, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.176315642771599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176315757291183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176315757291185, diff to last: 0"
[1] "Final threshold is: 0.00890935944502792"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.502247346778289"
[1] "Newton iter: 1, lambda:0.453425250963434, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.454083364806712, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.454083485799214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454083485799218, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454083485799218"
[1] "Starting iterative with newton 0.454083485799218"
[1] "Starting newton at: 0.249726385188246"
[1] "Newton iter: 1, lambda:0.18834371395055, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.18891022114245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188910269521031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188910269521032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188910269521031"
[1] "Starting iterative with newton 0.188910269521031"
[1] "Starting newton at: 0.326612751592"
[1] "Newton iter: 1, lambda:0.160631138517594, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.164428339415732, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164430340457153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164430340457709, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164430340457153"
[1] "Starting iterative with newton 0.164430340457153"
[1] "Starting newton at: 0.257653593542479"
[1] "Newton iter: 1, lambda:0.16083715674258, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.162123589476987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162123817358911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162123817358918, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.162123817358911"
[1] "Starting iterative with newton 0.162123817358911"
[1] "Starting newton at: 0.259960116640721"
[1] "Newton iter: 1, lambda:0.160550690416947, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.161905825170333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.161906077857861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161906077857869, diff to last: 0"
[1] "Final threshold is: 0.00818122819044541"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0.724820780932602"
[1] "Newton iter: 1, lambda:0.623716138258098, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.627611326459597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.627617325886796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62761732590101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627617325886796"
[1] "Starting iterative with newton 0.627617325886796"
[1] "Starting newton at: 0.20228850423892"
[1] "Newton iter: 1, lambda:0.331053742763917, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.335286343559925, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.335290877053578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335290877058777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.335290877058777"
[1] "Starting iterative with newton 0.335290877058777"
[1] "Starting newton at: 0.346483035483682"
[1] "Newton iter: 1, lambda:0.292885779875074, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.293552076608886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293552180074708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29355218007471, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.293552180074708"
[1] "Starting iterative with newton 0.293552180074708"
[1] "Starting newton at: 0.365490864723522"
[1] "Newton iter: 1, lambda:0.285820239470236, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.287272097028251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.287272582694598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287272582694652, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.287272582694652"
[1] "Starting iterative with newton 0.287272582694652"
[1] "Starting newton at: 0.369664733162902"
[1] "Newton iter: 1, lambda:0.284669701123433, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.286318394780687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.286319019991747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286319019991837, diff to last: 0"
[1] "Final threshold is: 0.0144679018157283"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 0.681789907408359"
[1] "Newton iter: 1, lambda:0.678498495104804, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.678503326039885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.678503326050304, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678503326050304"
[1] "Starting iterative with newton 0.678503326050304"
[1] "Starting newton at: 0.429126991439137"
[1] "Newton iter: 1, lambda:0.483975644988348, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.485100803184917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.485101271884466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485101271884548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485101271884548"
[1] "Starting iterative with newton 0.485101271884548"
[1] "Starting newton at: 0.492220251559777"
[1] "Newton iter: 1, lambda:0.43891577280796, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.439911204517465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.439911555297759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439911555297803, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439911555297803"
[1] "Starting iterative with newton 0.439911555297803"
[1] "Starting newton at: 0.515806468318087"
[1] "Newton iter: 1, lambda:0.426305897839052, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.429060910450305, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.429063568018906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429063568021378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.429063568021378"
[1] "Starting iterative with newton 0.429063568021378"
[1] "Starting newton at: 0.510022655762998"
[1] "Newton iter: 1, lambda:0.423897352184385, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.42644372602208, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.426445989958095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426445989959884, diff to last: 0"
[1] "Final threshold is: 0.021548616339224"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 0.645876666041143"
[1] "Newton iter: 1, lambda:0.705689616386958, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.707388432204456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.707389773857276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707389773858113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707389773857276"
[1] "Starting iterative with newton 0.707389773857276"
[1] "Starting newton at: 0.474017358839234"
[1] "Newton iter: 1, lambda:0.487642238343759, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.48771272362874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487712725510311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487712725510311"
[1] "Starting iterative with newton 0.487712725510311"
[1] "Starting newton at: 0.436142185777489"
[1] "Newton iter: 1, lambda:0.437337376696253, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.43733788495466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437337884954752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.43733788495466"
[1] "Starting iterative with newton 0.43733788495466"
[1] "Starting newton at: 0.459027276561043"
[1] "Newton iter: 1, lambda:0.425117648304163, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.425518396925522, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425518453200994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425518453200995, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425518453200994"
[1] "Starting iterative with newton 0.425518453200994"
[1] "Starting newton at: 0.458544724028081"
[1] "Newton iter: 1, lambda:0.422275991956297, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.422732644045854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422732716854964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422732716854966, diff to last: 0"
[1] "Final threshold is: 0.0213609820330133"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 0.969860335458332"
[1] "Newton iter: 1, lambda:0.856134172389683, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.863598625624719, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.863632852966343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863632853683519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863632853683519"
[1] "Starting iterative with newton 0.863632853683519"
[1] "Starting newton at: 0.756715409523461"
[1] "Newton iter: 1, lambda:0.767155266367616, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.767218113263147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767218115531419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.767218113263147"
[1] "Starting iterative with newton 0.767218113263147"
[1] "Starting newton at: 0.754739369696191"
[1] "Newton iter: 1, lambda:0.735231566571001, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.735443660636492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.735443685897277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735443685897278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.735443685897277"
[1] "Starting iterative with newton 0.735443685897277"
[1] "Starting newton at: 0.745077393193681"
[1] "Newton iter: 1, lambda:0.724580055902588, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.724812356545954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.724812386615958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724812386615959, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724812386615958"
[1] "Starting iterative with newton 0.724812386615958"
[1] "Starting newton at: 0.751057890448992"
[1] "Newton iter: 1, lambda:0.720732021680341, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.721237281840396, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.721237423734701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721237423734712, diff to last: 0"
[1] "Final threshold is: 0.0364446351930214"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.09787420406079"
[1] "Newton iter: 1, lambda:1.00532536107611, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.011443553476, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.01147201324709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01147201386075, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01147201324709"
[1] "Starting iterative with newton 1.01147201324709"
[1] "Starting newton at: 1.08778573172466"
[1] "Newton iter: 1, lambda:1.02586555953539, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02868568443574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.028691777645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02869177767339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.028691777645"
[1] "Starting iterative with newton 1.028691777645"
[1] "Starting newton at: 1.08610007804893"
[1] "Newton iter: 1, lambda:1.03380052796535, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.03583263701818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03583581172698, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03583581173472, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03583581172698"
[1] "Starting iterative with newton 1.03583581172698"
[1] "Starting newton at: 1.0867421721715"
[1] "Newton iter: 1, lambda:1.03693676840404, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.03878549222229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03878812374479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03878812375012, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03878812374479"
[1] "Starting iterative with newton 1.03878812374479"
[1] "Starting newton at: 1.08701179141711"
[1] "Newton iter: 1, lambda:1.03822779661274, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.04000376841648, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04000619840834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04000619841288, diff to last: 0"
[1] "Final threshold is: 0.0525522459766037"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 0.853513956987188"
[1] "Newton iter: 1, lambda:0.967426871306497, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.97719811129325, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.977266488999309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977266492329612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977266488999309"
[1] "Starting iterative with newton 0.977266488999309"
[1] "Starting newton at: 0.853588009452214"
[1] "Newton iter: 1, lambda:0.96900570777305, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979053362401679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979125739319541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979125743054095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.979125743054095"
[1] "Starting iterative with newton 0.979125743054095"
[1] "Starting newton at: 0.85345497843408"
[1] "Newton iter: 1, lambda:0.969579097636287, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.979757034777257, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97983133138776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979831335324367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.979831335324367"
[1] "Starting iterative with newton 0.979831335324367"
[1] "Starting newton at: 0.852749386163808"
[1] "Newton iter: 1, lambda:0.969695055523918, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980022454075813, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980098964970084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98009896914537, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.98009896914537"
[1] "Starting iterative with newton 0.98009896914537"
[1] "Starting newton at: 0.852481752342805"
[1] "Newton iter: 1, lambda:0.969738756373635, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980123096021719, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980200459162964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98020046343199, diff to last: 0"
[1] "Final threshold is: 0.0495302198341916"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.14106908769841"
[1] "Newton iter: 1, lambda:1.2651254317421, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.28302633762911, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2833752454646, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28337537616912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28337537616914, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28337537616912"
[1] "Starting iterative with newton 1.28337537616912"
[1] "Starting newton at: 1.5300867808529"
[1] "Newton iter: 1, lambda:1.64844494538383, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.66848656672578, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.66901295333037, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.66901330880485, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66901330880501, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66901330880485"
[1] "Starting iterative with newton 1.66901330880485"
[1] "Starting newton at: 1.51161482772308"
[1] "Newton iter: 1, lambda:1.77666902966313, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.89568108504563, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.918232912616, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.91896396075973, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.91896470796589, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91896470796667, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91896470796667"
[1] "Starting iterative with newton 1.91896470796667"
[1] "Starting newton at: 1.54888288690812"
[1] "Newton iter: 1, lambda:1.85085981322365, diff to last: 0.302"
[1] "Newton iter: 2, lambda:2.01388370603178, diff to last: 0.163"
[1] "Newton iter: 3, lambda:2.06007661652396, diff to last: 0.046"
[1] "Newton iter: 4, lambda:2.06337474945967, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.0633906324316, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06339063279827, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0633906324316"
[1] "Starting iterative with newton 2.0633906324316"
[1] "Starting newton at: 1.5363378289115"
[1] "Newton iter: 1, lambda:1.8649358785459, diff to last: 0.329"
[1] "Newton iter: 2, lambda:2.06141021444129, diff to last: 0.196"
[1] "Newton iter: 3, lambda:2.13184564115016, diff to last: 0.07"
[1] "Newton iter: 4, lambda:2.13992920996334, diff to last: 0.008"
[1] "Newton iter: 5, lambda:2.14002723180853, diff to last: 0"
[1] "Newton iter: 6, lambda:2.14002724605743, diff to last: 0"
[1] "Newton iter: 7, lambda:2.14002724605743, diff to last: 0"
[1] "Final threshold is: 0.108137084570333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.43158279855848"
[1] "Newton iter: 1, lambda:1.38407689136214, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.38661266788172, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38662025905811, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38662025912598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38662025905811"
[1] "Starting iterative with newton 1.38662025905811"
[1] "Starting newton at: 1.28693182163202"
[1] "Newton iter: 1, lambda:1.63714455414616, diff to last: 0.35"
[1] "Newton iter: 2, lambda:1.8394199204461, diff to last: 0.202"
[1] "Newton iter: 3, lambda:1.9084826388469, diff to last: 0.069"
[1] "Newton iter: 4, lambda:1.91574522342388, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.91581977994249, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91581978772613, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91581977994249"
[1] "Starting iterative with newton 1.91581977994249"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.45919531816305"
[1] "Newton iter: 1, lambda:1.36787985787526, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37685514787931, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37695117277085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37695118367444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37695118367444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37695118367444"
[1] "Starting iterative with newton 1.37695118367444"
[1] "Starting newton at: 1.31986322506534"
[1] "Newton iter: 1, lambda:1.65852900778905, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.85441109352739, diff to last: 0.196"
[1] "Newton iter: 3, lambda:1.92239930787358, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.92987260253305, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.92995654896451, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92995655945277, diff to last: 0"
[1] "Newton iter: 7, lambda:1.92995655945278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92995654896451"
[1] "Starting iterative with newton 1.92995654896451"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.23591531140656"
[1] "Newton iter: 1, lambda:1.48647121874061, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.59096067498137, diff to last: 0.104"
[1] "Newton iter: 3, lambda:1.60884025293793, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60932586889841, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60932622014844, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60932622014862, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60932622014862"
[1] "Starting iterative with newton 1.60932622014862"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
threshold is:
[{'ad': 0.004182724703692661, 'da': 0.002459195562417681, 'dd': 0.002545913293454413}, {'ad': 0.008909359445027925, 'da': 0.00818122819044541, 'dd': 0.014467901815728263}, {'ad': 0.02154861633922398, 'da': 0.02136098203301328, 'dd': 0.036444635193021414}, {'ad': 0.05255224597660372, 'da': 0.04953021983419159, 'dd': 0.10813708457033254}, {'ad': 0.22261124581774025, 'da': 0.22261124581774025, 'dd': 0.22261124581774025}]
Number of points in noise estimation: 128
Estimated noise: 0.05053070458310907
0.05053070458310907
threshold is:
[{'ad': 0.010194022204677466, 'da': 0.027701453894730832, 'dd': 0.0026725011492698264}, {'ad': 0.004213868158553513, 'da': 0.009326529109157516, 'dd': 0.022261848373011574}, {'ad': 0.021414057330959135, 'da': 0.01904458645685641, 'dd': 0.027357068815609054}, {'ad': 0.03800154160123759, 'da': 0.042324309825778186, 'dd': 0.20609796581347226}, {'ad': 0.22261124581774025, 'da': 0.22261124581774025, 'dd': 0.22261124581774025}]
['stjerten256', 0.05, 3, 0.00243936986873759, 0.0008695658617473939, 0.0007180127890775583, 0.0023896379759888184, 0.0008553028203329329, 0.0009179947500996025, 0.0008553028203329329, 0.0009179947500996025, 26.12722344920684, 30.606975185373926, 31.438678201360467, 26.21667888566241, 30.678800958967393, 30.371598024690112, 30.678800958967393, 30.371598024690112]
stjerten256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.246286895541199"
[1] "Newton iter: 1, lambda:0.213593167483202, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.213727622564565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.213727624847705, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213727622564565"
[1] "Starting iterative with newton 0.213727622564565"
[1] "Starting newton at: 0.194377432264426"
[1] "Newton iter: 1, lambda:0.103040086950033, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.103681289636219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103681321381846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103681321381846, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103681321381846"
[1] "Starting iterative with newton 0.103681321381846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967179207870935, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974347043457213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974347436319548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974347436319549, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0974347436319548"
[1] "Starting iterative with newton 0.0974347436319548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963570100922247, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970680416544197, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970680802907446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970680802907447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0970680802907447"
[1] "Starting iterative with newton 0.0970680802907447"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963357895543439, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970464836898697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970465222882435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970465222882436, diff to last: 0"
[1] "Final threshold is: 0.0048502126453545"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.416344407780039"
[1] "Newton iter: 1, lambda:0.199931232395421, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.206879327828186, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.206886630798432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206886630806497, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.206886630798432"
[1] "Starting iterative with newton 0.206886630798432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067858857363219, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0681877708880177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0681877786128957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0681877786128957"
[1] "Starting iterative with newton 0.0681877786128957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0598749863906328, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0601168654004851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0601168693475477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0601168654004851"
[1] "Starting iterative with newton 0.0601168654004851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594172636451134, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0596546074615325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596546112484353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0596546112484353"
[1] "Starting iterative with newton 0.0596546112484353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0593910764309695, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.059628162252312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596281660302109, diff to last: 0"
[1] "Final threshold is: 0.0029801095367067"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.23679434277199"
[1] "Newton iter: 1, lambda:0.230043346362235, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.23004967380965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.230049673815211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.23004967380965"
[1] "Starting iterative with newton 0.23004967380965"
[1] "Starting newton at: 0.106201133464902"
[1] "Newton iter: 1, lambda:0.112705516470567, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.112709178063154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.112709178064314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112709178063154"
[1] "Starting iterative with newton 0.112709178063154"
[1] "Starting newton at: 0.16848732817533"
[1] "Newton iter: 1, lambda:0.105394824455319, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.105731396093898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105731405695065, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105731396093898"
[1] "Starting iterative with newton 0.105731396093898"
[1] "Starting newton at: 0.175465110144586"
[1] "Newton iter: 1, lambda:0.10487687000118, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105297517987769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105297532966869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105297532966869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105297532966869"
[1] "Starting iterative with newton 0.105297532966869"
[1] "Starting newton at: 0.175898973271615"
[1] "Newton iter: 1, lambda:0.104844288256164, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105270472989913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105270488364785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105270488364785, diff to last: 0"
[1] "Final threshold is: 0.00526123184850466"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.599971891812421"
[1] "Newton iter: 1, lambda:0.449317505300511, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.4553788545535, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.4553890692872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45538906931617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.45538906931617"
[1] "Starting iterative with newton 0.45538906931617"
[1] "Starting newton at: 0.175453581132226"
[1] "Newton iter: 1, lambda:0.215082599602759, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.215338802236358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21533881292297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21533881292297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21533881292297"
[1] "Starting iterative with newton 0.21533881292297"
[1] "Starting newton at: 0.16083306016367"
[1] "Newton iter: 1, lambda:0.19132126932076, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.191464179769257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191464182905077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.191464179769257"
[1] "Starting iterative with newton 0.191464179769257"
[1] "Starting newton at: 0.128799630329132"
[1] "Newton iter: 1, lambda:0.18837708759277, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.188920280362397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188920325412578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188920325412578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188920325412578"
[1] "Starting iterative with newton 0.188920325412578"
[1] "Starting newton at: 0.131343484685812"
[1] "Newton iter: 1, lambda:0.188153315280259, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.188646873067936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188646910238978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188646910238978, diff to last: 0"
[1] "Final threshold is: 0.00942823717918009"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.567674907807659"
[1] "Newton iter: 1, lambda:0.463580611547616, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.466719191467318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.4667221214517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466722121454252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4667221214517"
[1] "Starting iterative with newton 0.4667221214517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173388094756451, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.178011295761953, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178014574600971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17801457460262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17801457460262"
[1] "Starting iterative with newton 0.17801457460262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144723738634281, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147639448254216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147640630643779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147640630643974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147640630643974"
[1] "Starting iterative with newton 0.147640630643974"
[1] "Starting newton at: 0.268873327131037"
[1] "Newton iter: 1, lambda:0.142266062925287, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.144462843612388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144463507261829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14446350726189, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144463507261829"
[1] "Starting iterative with newton 0.144463507261829"
[1] "Starting newton at: 0.272050450513182"
[1] "Newton iter: 1, lambda:0.141808908930758, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.144130612681526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.14413135307459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144131353074665, diff to last: 0"
[1] "Final threshold is: 0.00720342877612955"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0.71892342936405"
[1] "Newton iter: 1, lambda:0.582478061392558, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.589103843296314, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.589120231233739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589120231333794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589120231333794"
[1] "Starting iterative with newton 0.589120231333794"
[1] "Starting newton at: 0.201216913282225"
[1] "Newton iter: 1, lambda:0.332199194981802, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.336564295030999, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.336569086204858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336569086210627, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.336569086210627"
[1] "Starting iterative with newton 0.336569086210627"
[1] "Starting newton at: 0.202998849817353"
[1] "Newton iter: 1, lambda:0.29700646024416, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.29911896639607, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.299120025327083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299120025327349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299120025327083"
[1] "Starting iterative with newton 0.299120025327083"
[1] "Starting newton at: 0.235323463630436"
[1] "Newton iter: 1, lambda:0.292593517758896, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.293368309440363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293368450570939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293368450570944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.293368450570939"
[1] "Starting iterative with newton 0.293368450570939"
[1] "Starting newton at: 0.220036718203902"
[1] "Newton iter: 1, lambda:0.291281800625374, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.292480285872994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.292480623097371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.292480623097398, diff to last: 0"
[1] "Final threshold is: 0.0146176615423126"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 0.824865182591645"
[1] "Newton iter: 1, lambda:0.661415274812428, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.672536583278441, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.672591671872138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672591673218749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672591673218749"
[1] "Starting iterative with newton 0.672591673218749"
[1] "Starting newton at: 0.624152802016241"
[1] "Newton iter: 1, lambda:0.477460741804934, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.485007342188476, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.485028054317117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485028054472905, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485028054317117"
[1] "Starting iterative with newton 0.485028054317117"
[1] "Starting newton at: 0.373367842911719"
[1] "Newton iter: 1, lambda:0.443533734468325, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.445259608201897, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.445260641742543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445260641742913, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.445260641742543"
[1] "Starting iterative with newton 0.445260641742543"
[1] "Starting newton at: 0.377515849327894"
[1] "Newton iter: 1, lambda:0.43537060940075, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.436530016121004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.436530477841355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436530477841428, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.436530477841355"
[1] "Starting iterative with newton 0.436530477841355"
[1] "Starting newton at: 0.382954396931061"
[1] "Newton iter: 1, lambda:0.433710142594652, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.434599605016772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.434599876147665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434599876147691, diff to last: 0"
[1] "Final threshold is: 0.0217205291365321"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0.81311601219442"
[1] "Newton iter: 1, lambda:0.715481898450809, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.719799893833653, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.71980870407229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719808704108907, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719808704108907"
[1] "Starting iterative with newton 0.719808704108907"
[1] "Starting newton at: 0.5195938920945"
[1] "Newton iter: 1, lambda:0.471014920743618, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.471887454233794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.471887738455639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471887738455669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.471887738455639"
[1] "Starting iterative with newton 0.471887738455639"
[1] "Starting newton at: 0.526006061036906"
[1] "Newton iter: 1, lambda:0.411234600185003, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.41570149505641, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.415708397724353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415708397740826, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415708397740826"
[1] "Starting iterative with newton 0.415708397740826"
[1] "Starting newton at: 0.491065068432415"
[1] "Newton iter: 1, lambda:0.40013956848436, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.402906352890824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.402908951406419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40290895140871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.402908951406419"
[1] "Starting iterative with newton 0.402908951406419"
[1] "Starting newton at: 0.484426337801251"
[1] "Newton iter: 1, lambda:0.397464076896943, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.399986239749143, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.399988389692317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399988389693879, diff to last: 0"
[1] "Final threshold is: 0.0199907085791129"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 0.955163280054208"
[1] "Newton iter: 1, lambda:0.867723555030028, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.872181924767801, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.872194078073277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.872194078163394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.872194078163394"
[1] "Starting iterative with newton 0.872194078163394"
[1] "Starting newton at: 0.729536135370496"
[1] "Newton iter: 1, lambda:0.773117480489517, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.774228346536485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.774229056526214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774229056526504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774229056526214"
[1] "Starting iterative with newton 0.774229056526214"
[1] "Starting newton at: 0.725784494216952"
[1] "Newton iter: 1, lambda:0.741665601913237, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.741808491305635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741808502804679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741808502804679, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741808502804679"
[1] "Starting iterative with newton 0.741808502804679"
[1] "Starting newton at: 0.746760179619935"
[1] "Newton iter: 1, lambda:0.730713808942871, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.730856879180757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.730856890625226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730856890625226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730856879180757"
[1] "Starting iterative with newton 0.730856879180757"
[1] "Starting newton at: 0.748131841641833"
[1] "Newton iter: 1, lambda:0.726882847507023, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.727132606123323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.727132640914396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727132640914397, diff to last: 0"
[1] "Final threshold is: 0.0363407966267768"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.12030671832524"
[1] "Newton iter: 1, lambda:0.992739906548023, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.00400542212204, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.00410150306434, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00410151000899, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00410151000899"
[1] "Starting iterative with newton 1.00410151000899"
[1] "Starting newton at: 1.13254335277381"
[1] "Newton iter: 1, lambda:1.01252090050791, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.02263130474794, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.02270943714126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02270944178013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02270944178013"
[1] "Starting iterative with newton 1.02270944178013"
[1] "Starting newton at: 1.12950821562842"
[1] "Newton iter: 1, lambda:1.02210937410134, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.03030665179208, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03035816787724, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03035816990211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03035816787724"
[1] "Starting iterative with newton 1.03035816787724"
[1] "Starting newton at: 1.13312238066101"
[1] "Newton iter: 1, lambda:1.02514220753636, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.03343658895632, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03348942423895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03348942637238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03348942637238"
[1] "Starting iterative with newton 1.03348942637238"
[1] "Starting newton at: 1.1307273334398"
[1] "Newton iter: 1, lambda:1.02704922642011, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.03472391237892, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03476916202916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03476916359502, diff to last: 0"
[1] "Final threshold is: 0.0517159230063901"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 0.850816753794598"
[1] "Newton iter: 1, lambda:0.955397498789875, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.963459930325822, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.963505727761025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963505729232371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.963505727761025"
[1] "Starting iterative with newton 0.963505727761025"
[1] "Starting newton at: 0.852957840194997"
[1] "Newton iter: 1, lambda:0.953403811330471, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.960816700424041, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.960855344999327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.960855346045417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.960855344999327"
[1] "Starting iterative with newton 0.960855344999327"
[1] "Starting newton at: 0.854285881448543"
[1] "Newton iter: 1, lambda:0.952731998059777, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.959842554906372, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959878086349887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959878087233743, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.959878087233743"
[1] "Starting iterative with newton 0.959878087233743"
[1] "Starting newton at: 0.855116668786485"
[1] "Newton iter: 1, lambda:0.9525263656771, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959483501556749, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.95951750659783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959517507407215, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.959517507407215"
[1] "Starting iterative with newton 0.959517507407215"
[1] "Starting newton at: 0.855477248613013"
[1] "Newton iter: 1, lambda:0.952456967979905, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959351042468136, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959384430228212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.95938443100842, diff to last: 0"
[1] "Final threshold is: 0.0479483281371825"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.13129198924886"
[1] "Newton iter: 1, lambda:1.27781148719926, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.30364229587672, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.30438991586826, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30439052948227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30439052948268, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30439052948227"
[1] "Starting iterative with newton 1.30439052948227"
[1] "Starting newton at: 1.42905066555654"
[1] "Newton iter: 1, lambda:1.63416472998946, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.69768653855208, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.70323363107933, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.70327342113481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70327342316927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70327342113481"
[1] "Starting iterative with newton 1.70327342113481"
[1] "Starting newton at: 1.39002200435558"
[1] "Newton iter: 1, lambda:1.71655278677365, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.8940438257175, diff to last: 0.177"
[1] "Newton iter: 3, lambda:1.94571829448308, diff to last: 0.052"
[1] "Newton iter: 4, lambda:1.94962601855959, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.94964708489573, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94964708550486, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94964708550486"
[1] "Starting iterative with newton 1.94964708550486"
[1] "Starting newton at: 1.52088594838831"
[1] "Newton iter: 1, lambda:1.83901735840471, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0169120805944, diff to last: 0.178"
[1] "Newton iter: 3, lambda:2.07134066183624, diff to last: 0.054"
[1] "Newton iter: 4, lambda:2.07586181425939, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.07589104277294, diff to last: 0"
[1] "Newton iter: 6, lambda:2.07589104398697, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07589104398697"
[1] "Starting iterative with newton 2.07589104398697"
[1] "Starting newton at: 1.54667102677851"
[1] "Newton iter: 1, lambda:1.872665637248, diff to last: 0.326"
[1] "Newton iter: 2, lambda:2.06329413114587, diff to last: 0.191"
[1] "Newton iter: 3, lambda:2.12778930226435, diff to last: 0.064"
[1] "Newton iter: 4, lambda:2.13434593874516, diff to last: 0.007"
[1] "Newton iter: 5, lambda:2.1344087087391, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13440871443952, diff to last: 0"
[1] "Final threshold is: 0.106673952506336"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.41837630590557"
[1] "Newton iter: 1, lambda:1.39472668522422, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.39537601709743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.39537651826067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39537651826097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39537651826067"
[1] "Starting iterative with newton 1.39537651826067"
[1] "Starting newton at: 1.27918237710927"
[1] "Newton iter: 1, lambda:1.63633999283664, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.84790039123687, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92472128668014, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.93389796739141, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.93401868875048, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93401870939318, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93401870939319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93401870939319"
[1] "Starting iterative with newton 1.93401870939319"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 2.64042452162373"
[1] "Newton iter: 1, lambda:2.87190046212298, diff to last: 0.231"
[1] "Newton iter: 2, lambda:3.01749469299864, diff to last: 0.146"
[1] "Newton iter: 3, lambda:3.07264017784479, diff to last: 0.055"
[1] "Newton iter: 4, lambda:3.0795769852882, diff to last: 0.007"
[1] "Newton iter: 5, lambda:3.07967697603305, diff to last: 0"
[1] "Newton iter: 6, lambda:3.07967699651724, diff to last: 0"
[1] "Newton iter: 7, lambda:3.07967699651742, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.07967699651724"
[1] "Starting iterative with newton 3.07967699651724"
[1] "Starting newton at: 2.22424986353347"
[1] "Newton iter: 1, lambda:2.47003616083517, diff to last: 0.246"
[1] "Newton iter: 2, lambda:2.60552777240066, diff to last: 0.135"
[1] "Newton iter: 3, lambda:2.64345402113098, diff to last: 0.038"
[1] "Newton iter: 4, lambda:2.6460350847327, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.64604633846447, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64604633867743, diff to last: 0"
[1] "Final threshold is: 0.132244691612221"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.48131950414653"
[1] "Newton iter: 1, lambda:1.34525749579984, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.36411213244818, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.36453745049086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36453766344298, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36453766344303, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36453766344303"
[1] "Starting iterative with newton 1.36453766344303"
[1] "Starting newton at: 1.33518112985265"
[1] "Newton iter: 1, lambda:1.65931678905552, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.83948753336852, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.89670416663293, diff to last: 0.057"
[1] "Newton iter: 4, lambda:1.90196682731006, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90200865397176, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90200865659581, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90200865397176"
[1] "Starting iterative with newton 1.90200865397176"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.23577305350355"
[1] "Newton iter: 1, lambda:1.481609271948, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.58174697067488, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.59801304738101, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59841173860446, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59841197387925, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59841197387934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59841197387925"
[1] "Starting iterative with newton 1.59841197387925"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
threshold is:
[{'ad': 0.004850212645354502, 'da': 0.0029801095367066976, 'dd': 0.005261231848504658}, {'ad': 0.009428237179180092, 'da': 0.007203428776129549, 'dd': 0.014617661542312551}, {'ad': 0.021720529136532125, 'da': 0.0199907085791129, 'dd': 0.03634079662677684}, {'ad': 0.051715923006390135, 'da': 0.04794832813718252, 'dd': 0.10667395250633589}, {'ad': 0.13224469161222055, 'da': 0.22017730364427615, 'dd': 0.22017730364427615}]
Number of points in noise estimation: 128
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.5280765074745"
[1] "Starting iterative with newton 10.5280765074745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.79976319879205"
[1] "Starting iterative with newton 8.79976319879205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.19045924247484"
[1] "Starting iterative with newton 8.19045924247484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.42666949857448"
[1] "Starting iterative with newton 4.42666949857448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.34925078748772"
[1] "Starting iterative with newton 4.34925078748772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 2.03885086356197"
[1] "Newton iter: 1, lambda:1.58704614467817, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.5413952444412, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.53991501973908, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53991337375665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53991337375461, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53991337375461"
[1] "Starting iterative with newton 1.53991337375461"
[1] "Starting newton at: 1.84208563436665"
[1] "Newton iter: 1, lambda:1.49698127134129, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.44483970621314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.44252295241281, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44251813593915, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4425181359183, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4425181359183"
[1] "Starting iterative with newton 1.4425181359183"
[1] "Starting newton at: 1.76042973971746"
[1] "Newton iter: 1, lambda:1.42594458371478, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.36426190888867, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.36051190955968, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36049732596052, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36049732573945, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36049732573945"
[1] "Starting iterative with newton 1.36049732573945"
[1] "Starting newton at: 1.65461568820449"
[1] "Newton iter: 1, lambda:1.3458593753321, diff to last: 0.309"
[1] "Newton iter: 2, lambda:1.27757918833231, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.27219972809934, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27216480955761, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27216480808337, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27216480808337"
[1] "Starting iterative with newton 1.27216480808337"
[1] "Starting newton at: 1.54421505291348"
[1] "Newton iter: 1, lambda:1.24918811824207, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.16913028621851, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.16016712138275, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.16005020407191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16005018416115, diff to last: 0"
[1] "Newton iter: 6, lambda:1.16005018416115, diff to last: 0"
[1] "Final threshold is: 0.0579772457559339"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18940019732886"
[1] "Starting iterative with newton 1.18940019732886"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.0594441072327887"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.10180056833772"
[1] "Newton iter: 1, lambda:1.13883105566141, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.13690589880419, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1369007132928, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13690071325516, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13690071325516"
[1] "Starting iterative with newton 1.13690071325516"
[1] "Starting newton at: 1.41568211749546"
[1] "Newton iter: 1, lambda:1.4095394659737, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.40950960889716, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40950960818575, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40950960818575"
[1] "Starting iterative with newton 1.40950960818575"
[1] "Starting newton at: 1.68278258080376"
[1] "Newton iter: 1, lambda:1.69936032038506, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.69926224587945, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69926224263709, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69926224263709"
[1] "Starting iterative with newton 1.69926224263709"
[1] "Starting newton at: 1.98336467466582"
[1] "Newton iter: 1, lambda:1.91859978164323, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.91854464900544, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91854464875633, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91854464875633"
[1] "Starting iterative with newton 1.91854464875633"
[1] "Starting newton at: 2.06622454683091"
[1] "Newton iter: 1, lambda:2.06446469339, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.06446484744148, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06446484744148, diff to last: 0"
[1] "Final threshold is: 0.103178282671583"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 1.10803037384793"
[1] "Newton iter: 1, lambda:1.2053802969039, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.19341361656596, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.1932331853818, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19323314410942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19323314410942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19323314410942"
[1] "Starting iterative with newton 1.19323314410942"
[1] "Starting newton at: 1.47641815778636"
[1] "Newton iter: 1, lambda:1.50193073392848, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.50149085725772, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50149073183988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50149073183987, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50149073183988"
[1] "Starting iterative with newton 1.50149073183988"
[1] "Starting newton at: 1.8021227229756"
[1] "Newton iter: 1, lambda:1.80034624676514, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.80034552187143, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80034552187131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80034552187143"
[1] "Starting iterative with newton 1.80034552187143"
[1] "Starting newton at: 1.93245010100751"
[1] "Newton iter: 1, lambda:1.99671996259888, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.99629911703419, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99629911028769, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99629911028769"
[1] "Starting iterative with newton 1.99629911028769"
[1] "Starting newton at: 2.15281282478646"
[1] "Newton iter: 1, lambda:2.11479235320071, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.11491231226355, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11491231299584, diff to last: 0"
[1] "Final threshold is: 0.105699557273051"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.42781529666408"
[1] "Newton iter: 1, lambda:1.35484307034306, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.35116311637786, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.35115231276247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35115231266879, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35115231266879"
[1] "Starting iterative with newton 1.35115231266879"
[1] "Starting newton at: 2.09154303928946"
[1] "Newton iter: 1, lambda:2.03634079773121, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.03740742243555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.03740775692787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0374077569279, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03740775692787"
[1] "Starting iterative with newton 2.03740775692787"
[1] "Starting newton at: 2.55501483332867"
[1] "Newton iter: 1, lambda:2.49863018371023, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.5007899233697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.50079301369136, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5007930136977, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5007930136977"
[1] "Starting iterative with newton 2.5007930136977"
[1] "Starting newton at: 2.7359026379868"
[1] "Newton iter: 1, lambda:2.76909009869725, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.7699519608989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.76995254300391, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76995254300418, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.76995254300391"
[1] "Starting iterative with newton 2.76995254300391"
[1] "Starting newton at: 2.9236134948262"
[1] "Newton iter: 1, lambda:2.93485668687222, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.93496180740198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.93496181656003, diff to last: 0"
[1] "Final threshold is: 0.146684173077453"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.51028188024841"
[1] "Newton iter: 1, lambda:1.62083215348619, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.61572633473396, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.61571951532863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61571951531612, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61571951531612"
[1] "Starting iterative with newton 1.61571951531612"
[1] "Starting newton at: 2.50078692711799"
[1] "Newton iter: 1, lambda:2.39671197207607, diff to last: 0.104"
[1] "Newton iter: 2, lambda:2.40482319029223, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.40487076944416, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40487077108969, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40487076944416"
[1] "Starting iterative with newton 2.40487076944416"
[1] "Starting newton at: 2.88414641163204"
[1] "Newton iter: 1, lambda:2.86762495089778, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.86788261829044, diff to last: 0"
[1] "Newton iter: 3, lambda:2.86788268132357, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86788268132357, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.86788268132357"
[1] "Starting iterative with newton 2.86788268132357"
[1] "Starting newton at: 3.11302854225428"
[1] "Newton iter: 1, lambda:3.1266343474375, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.12682211895964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.12682215441005, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12682215441005, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12682215441005"
[1] "Starting iterative with newton 3.12682215441005"
[1] "Starting newton at: 3.32162301846804"
[1] "Newton iter: 1, lambda:3.26087790587798, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.26441044056956, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.26442311325853, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26442311342113, diff to last: 0"
[1] "Final threshold is: 0.163150063404392"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.38298170494094"
[1] "Newton iter: 1, lambda:1.45471053260743, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.4512841886604, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.45127748305204, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45127748302613, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45127748302613"
[1] "Starting iterative with newton 1.45127748302613"
[1] "Starting newton at: 2.11672293410517"
[1] "Newton iter: 1, lambda:2.20191391952788, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.20502320117594, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2050281161431, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20502811615544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2050281161431"
[1] "Starting iterative with newton 2.2050281161431"
[1] "Starting newton at: 2.68906937761772"
[1] "Newton iter: 1, lambda:2.6856067303515, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.68561654412975, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68561654420856, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.68561654412975"
[1] "Starting iterative with newton 2.68561654412975"
[1] "Starting newton at: 2.99178483982613"
[1] "Newton iter: 1, lambda:2.9521993360793, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.95361121009401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.95361303837896, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95361303838202, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95361303837896"
[1] "Starting iterative with newton 2.95361303837896"
[1] "Starting newton at: 3.12507067044373"
[1] "Newton iter: 1, lambda:3.11398878057884, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.11410559085257, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11410560392045, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11410560392045, diff to last: 0"
[1] "Final threshold is: 0.155637460875319"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.91025260071889"
[1] "Newton iter: 1, lambda:2.23504790678923, diff to last: 0.325"
[1] "Newton iter: 2, lambda:2.29980252354046, diff to last: 0.065"
[1] "Newton iter: 3, lambda:2.30436429768296, diff to last: 0.005"
[1] "Newton iter: 4, lambda:2.3043875435293, diff to last: 0"
[1] "Newton iter: 5, lambda:2.3043875441333, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.3043875435293"
[1] "Starting iterative with newton 2.3043875435293"
[1] "Starting newton at: 3.02269990738875"
[1] "Newton iter: 1, lambda:3.15442903824317, diff to last: 0.132"
[1] "Newton iter: 2, lambda:3.18321697601132, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.18453744342344, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.1845401534464, diff to last: 0"
[1] "Newton iter: 5, lambda:3.1845401534578, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.1845401534464"
[1] "Starting iterative with newton 3.1845401534464"
[1] "Starting newton at: 3.63539940118263"
[1] "Newton iter: 1, lambda:3.83347128483953, diff to last: 0.198"
[1] "Newton iter: 2, lambda:3.92829062265577, diff to last: 0.095"
[1] "Newton iter: 3, lambda:3.94913187667657, diff to last: 0.021"
[1] "Newton iter: 4, lambda:3.95004306051064, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.95004474354687, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9500447435526, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9500447435526"
[1] "Starting iterative with newton 3.9500447435526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.05797724575593389, 'da': 0.0, 'dd': 0.059444107232788666}, {'ad': 0.10317828267158341, 'da': 0.10569955727305072, 'dd': 0.14668417307745274}, {'ad': 0.16315006340439206, 'da': 0.15563746087531913, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363951021438443. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.5280765074745"
[1] "Starting iterative with newton 10.5280765074745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.79976319879205"
[1] "Starting iterative with newton 8.79976319879205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.19045924247484"
[1] "Starting iterative with newton 8.19045924247484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.42666949857448"
[1] "Starting iterative with newton 4.42666949857448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.34925078748772"
[1] "Starting iterative with newton 4.34925078748772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 2.03885086356197"
[1] "Newton iter: 1, lambda:1.58704614467817, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.5413952444412, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.53991501973908, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53991337375665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53991337375461, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53991337375461"
[1] "Starting iterative with newton 1.53991337375461"
[1] "Starting newton at: 1.84208563436665"
[1] "Newton iter: 1, lambda:1.49698127134129, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.44483970621314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.44252295241281, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44251813593915, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4425181359183, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4425181359183"
[1] "Starting iterative with newton 1.4425181359183"
[1] "Starting newton at: 1.76042973971746"
[1] "Newton iter: 1, lambda:1.42594458371478, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.36426190888867, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.36051190955968, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36049732596052, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36049732573945, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36049732573945"
[1] "Starting iterative with newton 1.36049732573945"
[1] "Starting newton at: 1.65461568820449"
[1] "Newton iter: 1, lambda:1.3458593753321, diff to last: 0.309"
[1] "Newton iter: 2, lambda:1.27757918833231, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.27219972809934, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27216480955761, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27216480808337, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27216480808337"
[1] "Starting iterative with newton 1.27216480808337"
[1] "Starting newton at: 1.54421505291348"
[1] "Newton iter: 1, lambda:1.24918811824207, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.16913028621851, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.16016712138275, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.16005020407191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16005018416115, diff to last: 0"
[1] "Newton iter: 6, lambda:1.16005018416115, diff to last: 0"
[1] "Final threshold is: 0.0579772457559339"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18940019732886"
[1] "Starting iterative with newton 1.18940019732886"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.0594441072327887"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.10180056833772"
[1] "Newton iter: 1, lambda:1.13883105566141, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.13690589880419, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1369007132928, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13690071325516, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13690071325516"
[1] "Starting iterative with newton 1.13690071325516"
[1] "Starting newton at: 1.41568211749546"
[1] "Newton iter: 1, lambda:1.4095394659737, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.40950960889716, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40950960818575, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40950960818575"
[1] "Starting iterative with newton 1.40950960818575"
[1] "Starting newton at: 1.68278258080376"
[1] "Newton iter: 1, lambda:1.69936032038506, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.69926224587945, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69926224263709, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69926224263709"
[1] "Starting iterative with newton 1.69926224263709"
[1] "Starting newton at: 1.98336467466582"
[1] "Newton iter: 1, lambda:1.91859978164323, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.91854464900544, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91854464875633, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91854464875633"
[1] "Starting iterative with newton 1.91854464875633"
[1] "Starting newton at: 2.06622454683091"
[1] "Newton iter: 1, lambda:2.06446469339, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.06446484744148, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06446484744148, diff to last: 0"
[1] "Final threshold is: 0.103178282671583"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 1.10803037384793"
[1] "Newton iter: 1, lambda:1.2053802969039, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.19341361656596, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.1932331853818, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19323314410942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19323314410942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19323314410942"
[1] "Starting iterative with newton 1.19323314410942"
[1] "Starting newton at: 1.47641815778636"
[1] "Newton iter: 1, lambda:1.50193073392848, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.50149085725772, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50149073183988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50149073183987, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50149073183988"
[1] "Starting iterative with newton 1.50149073183988"
[1] "Starting newton at: 1.8021227229756"
[1] "Newton iter: 1, lambda:1.80034624676514, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.80034552187143, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80034552187131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80034552187143"
[1] "Starting iterative with newton 1.80034552187143"
[1] "Starting newton at: 1.93245010100751"
[1] "Newton iter: 1, lambda:1.99671996259888, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.99629911703419, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99629911028769, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99629911028769"
[1] "Starting iterative with newton 1.99629911028769"
[1] "Starting newton at: 2.15281282478646"
[1] "Newton iter: 1, lambda:2.11479235320071, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.11491231226355, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11491231299584, diff to last: 0"
[1] "Final threshold is: 0.105699557273051"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.42781529666408"
[1] "Newton iter: 1, lambda:1.35484307034306, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.35116311637786, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.35115231276247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35115231266879, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35115231266879"
[1] "Starting iterative with newton 1.35115231266879"
[1] "Starting newton at: 2.09154303928946"
[1] "Newton iter: 1, lambda:2.03634079773121, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.03740742243555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.03740775692787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0374077569279, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03740775692787"
[1] "Starting iterative with newton 2.03740775692787"
[1] "Starting newton at: 2.55501483332867"
[1] "Newton iter: 1, lambda:2.49863018371023, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.5007899233697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.50079301369136, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5007930136977, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5007930136977"
[1] "Starting iterative with newton 2.5007930136977"
[1] "Starting newton at: 2.7359026379868"
[1] "Newton iter: 1, lambda:2.76909009869725, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.7699519608989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.76995254300391, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76995254300418, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.76995254300391"
[1] "Starting iterative with newton 2.76995254300391"
[1] "Starting newton at: 2.9236134948262"
[1] "Newton iter: 1, lambda:2.93485668687222, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.93496180740198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.93496181656003, diff to last: 0"
[1] "Final threshold is: 0.146684173077453"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.51028188024841"
[1] "Newton iter: 1, lambda:1.62083215348619, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.61572633473396, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.61571951532863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61571951531612, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61571951531612"
[1] "Starting iterative with newton 1.61571951531612"
[1] "Starting newton at: 2.50078692711799"
[1] "Newton iter: 1, lambda:2.39671197207607, diff to last: 0.104"
[1] "Newton iter: 2, lambda:2.40482319029223, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.40487076944416, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40487077108969, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40487076944416"
[1] "Starting iterative with newton 2.40487076944416"
[1] "Starting newton at: 2.88414641163204"
[1] "Newton iter: 1, lambda:2.86762495089778, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.86788261829044, diff to last: 0"
[1] "Newton iter: 3, lambda:2.86788268132357, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86788268132357, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.86788268132357"
[1] "Starting iterative with newton 2.86788268132357"
[1] "Starting newton at: 3.11302854225428"
[1] "Newton iter: 1, lambda:3.1266343474375, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.12682211895964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.12682215441005, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12682215441005, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12682215441005"
[1] "Starting iterative with newton 3.12682215441005"
[1] "Starting newton at: 3.32162301846804"
[1] "Newton iter: 1, lambda:3.26087790587798, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.26441044056956, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.26442311325853, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26442311342113, diff to last: 0"
[1] "Final threshold is: 0.163150063404392"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.38298170494094"
[1] "Newton iter: 1, lambda:1.45471053260743, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.4512841886604, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.45127748305204, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45127748302613, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45127748302613"
[1] "Starting iterative with newton 1.45127748302613"
[1] "Starting newton at: 2.11672293410517"
[1] "Newton iter: 1, lambda:2.20191391952788, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.20502320117594, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2050281161431, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20502811615544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2050281161431"
[1] "Starting iterative with newton 2.2050281161431"
[1] "Starting newton at: 2.68906937761772"
[1] "Newton iter: 1, lambda:2.6856067303515, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.68561654412975, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68561654420856, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.68561654412975"
[1] "Starting iterative with newton 2.68561654412975"
[1] "Starting newton at: 2.99178483982613"
[1] "Newton iter: 1, lambda:2.9521993360793, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.95361121009401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.95361303837896, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95361303838202, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95361303837896"
[1] "Starting iterative with newton 2.95361303837896"
[1] "Starting newton at: 3.12507067044373"
[1] "Newton iter: 1, lambda:3.11398878057884, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.11410559085257, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11410560392045, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11410560392045, diff to last: 0"
[1] "Final threshold is: 0.155637460875319"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.91025260071889"
[1] "Newton iter: 1, lambda:2.23504790678923, diff to last: 0.325"
[1] "Newton iter: 2, lambda:2.29980252354046, diff to last: 0.065"
[1] "Newton iter: 3, lambda:2.30436429768296, diff to last: 0.005"
[1] "Newton iter: 4, lambda:2.3043875435293, diff to last: 0"
[1] "Newton iter: 5, lambda:2.3043875441333, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.3043875435293"
[1] "Starting iterative with newton 2.3043875435293"
[1] "Starting newton at: 3.02269990738875"
[1] "Newton iter: 1, lambda:3.15442903824317, diff to last: 0.132"
[1] "Newton iter: 2, lambda:3.18321697601132, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.18453744342344, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.1845401534464, diff to last: 0"
[1] "Newton iter: 5, lambda:3.1845401534578, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.1845401534464"
[1] "Starting iterative with newton 3.1845401534464"
[1] "Starting newton at: 3.63539940118263"
[1] "Newton iter: 1, lambda:3.83347128483953, diff to last: 0.198"
[1] "Newton iter: 2, lambda:3.92829062265577, diff to last: 0.095"
[1] "Newton iter: 3, lambda:3.94913187667657, diff to last: 0.021"
[1] "Newton iter: 4, lambda:3.95004306051064, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.95004474354687, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9500447435526, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9500447435526"
[1] "Starting iterative with newton 3.9500447435526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.05797724575593389, 'da': 0.0, 'dd': 0.059444107232788666}, {'ad': 0.10317828267158341, 'da': 0.10569955727305072, 'dd': 0.14668417307745274}, {'ad': 0.16315006340439206, 'da': 0.15563746087531913, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363951021438443. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.246286895541199"
[1] "Newton iter: 1, lambda:0.213593167483202, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.213727622564565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.213727624847705, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213727622564565"
[1] "Starting iterative with newton 0.213727622564565"
[1] "Starting newton at: 0.194377432264426"
[1] "Newton iter: 1, lambda:0.103040086950033, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.103681289636219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103681321381846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103681321381846, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103681321381846"
[1] "Starting iterative with newton 0.103681321381846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967179207870935, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974347043457213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974347436319548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974347436319549, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0974347436319548"
[1] "Starting iterative with newton 0.0974347436319548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963570100922247, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970680416544197, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970680802907446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970680802907447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0970680802907447"
[1] "Starting iterative with newton 0.0970680802907447"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963357895543439, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970464836898697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970465222882435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970465222882436, diff to last: 0"
[1] "Final threshold is: 0.0048502126453545"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.416344407780039"
[1] "Newton iter: 1, lambda:0.199931232395421, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.206879327828186, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.206886630798432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206886630806497, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.206886630798432"
[1] "Starting iterative with newton 0.206886630798432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067858857363219, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0681877708880177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0681877786128957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0681877786128957"
[1] "Starting iterative with newton 0.0681877786128957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0598749863906328, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0601168654004851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0601168693475477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0601168654004851"
[1] "Starting iterative with newton 0.0601168654004851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594172636451134, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0596546074615325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596546112484353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0596546112484353"
[1] "Starting iterative with newton 0.0596546112484353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0593910764309695, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.059628162252312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596281660302109, diff to last: 0"
[1] "Final threshold is: 0.0029801095367067"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.23679434277199"
[1] "Newton iter: 1, lambda:0.230043346362235, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.23004967380965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.230049673815211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.23004967380965"
[1] "Starting iterative with newton 0.23004967380965"
[1] "Starting newton at: 0.106201133464902"
[1] "Newton iter: 1, lambda:0.112705516470567, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.112709178063154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.112709178064314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112709178063154"
[1] "Starting iterative with newton 0.112709178063154"
[1] "Starting newton at: 0.16848732817533"
[1] "Newton iter: 1, lambda:0.105394824455319, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.105731396093898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105731405695065, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105731396093898"
[1] "Starting iterative with newton 0.105731396093898"
[1] "Starting newton at: 0.175465110144586"
[1] "Newton iter: 1, lambda:0.10487687000118, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105297517987769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105297532966869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105297532966869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105297532966869"
[1] "Starting iterative with newton 0.105297532966869"
[1] "Starting newton at: 0.175898973271615"
[1] "Newton iter: 1, lambda:0.104844288256164, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105270472989913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105270488364785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105270488364785, diff to last: 0"
[1] "Final threshold is: 0.00526123184850466"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.599971891812421"
[1] "Newton iter: 1, lambda:0.449317505300511, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.4553788545535, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.4553890692872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45538906931617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.45538906931617"
[1] "Starting iterative with newton 0.45538906931617"
[1] "Starting newton at: 0.175453581132226"
[1] "Newton iter: 1, lambda:0.215082599602759, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.215338802236358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21533881292297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21533881292297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21533881292297"
[1] "Starting iterative with newton 0.21533881292297"
[1] "Starting newton at: 0.16083306016367"
[1] "Newton iter: 1, lambda:0.19132126932076, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.191464179769257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191464182905077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.191464179769257"
[1] "Starting iterative with newton 0.191464179769257"
[1] "Starting newton at: 0.128799630329132"
[1] "Newton iter: 1, lambda:0.18837708759277, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.188920280362397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188920325412578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188920325412578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188920325412578"
[1] "Starting iterative with newton 0.188920325412578"
[1] "Starting newton at: 0.131343484685812"
[1] "Newton iter: 1, lambda:0.188153315280259, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.188646873067936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188646910238978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188646910238978, diff to last: 0"
[1] "Final threshold is: 0.00942823717918009"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.567674907807659"
[1] "Newton iter: 1, lambda:0.463580611547616, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.466719191467318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.4667221214517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466722121454252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4667221214517"
[1] "Starting iterative with newton 0.4667221214517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173388094756451, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.178011295761953, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178014574600971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17801457460262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17801457460262"
[1] "Starting iterative with newton 0.17801457460262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144723738634281, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147639448254216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147640630643779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147640630643974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147640630643974"
[1] "Starting iterative with newton 0.147640630643974"
[1] "Starting newton at: 0.268873327131037"
[1] "Newton iter: 1, lambda:0.142266062925287, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.144462843612388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144463507261829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14446350726189, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144463507261829"
[1] "Starting iterative with newton 0.144463507261829"
[1] "Starting newton at: 0.272050450513182"
[1] "Newton iter: 1, lambda:0.141808908930758, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.144130612681526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.14413135307459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144131353074665, diff to last: 0"
[1] "Final threshold is: 0.00720342877612955"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0.71892342936405"
[1] "Newton iter: 1, lambda:0.582478061392558, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.589103843296314, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.589120231233739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589120231333794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589120231333794"
[1] "Starting iterative with newton 0.589120231333794"
[1] "Starting newton at: 0.201216913282225"
[1] "Newton iter: 1, lambda:0.332199194981802, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.336564295030999, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.336569086204858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336569086210627, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.336569086210627"
[1] "Starting iterative with newton 0.336569086210627"
[1] "Starting newton at: 0.202998849817353"
[1] "Newton iter: 1, lambda:0.29700646024416, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.29911896639607, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.299120025327083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299120025327349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299120025327083"
[1] "Starting iterative with newton 0.299120025327083"
[1] "Starting newton at: 0.235323463630436"
[1] "Newton iter: 1, lambda:0.292593517758896, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.293368309440363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293368450570939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293368450570944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.293368450570939"
[1] "Starting iterative with newton 0.293368450570939"
[1] "Starting newton at: 0.220036718203902"
[1] "Newton iter: 1, lambda:0.291281800625374, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.292480285872994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.292480623097371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.292480623097398, diff to last: 0"
[1] "Final threshold is: 0.0146176615423126"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 0.824865182591645"
[1] "Newton iter: 1, lambda:0.661415274812428, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.672536583278441, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.672591671872138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672591673218749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672591673218749"
[1] "Starting iterative with newton 0.672591673218749"
[1] "Starting newton at: 0.624152802016241"
[1] "Newton iter: 1, lambda:0.477460741804934, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.485007342188476, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.485028054317117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485028054472905, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485028054317117"
[1] "Starting iterative with newton 0.485028054317117"
[1] "Starting newton at: 0.373367842911719"
[1] "Newton iter: 1, lambda:0.443533734468325, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.445259608201897, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.445260641742543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445260641742913, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.445260641742543"
[1] "Starting iterative with newton 0.445260641742543"
[1] "Starting newton at: 0.377515849327894"
[1] "Newton iter: 1, lambda:0.43537060940075, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.436530016121004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.436530477841355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436530477841428, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.436530477841355"
[1] "Starting iterative with newton 0.436530477841355"
[1] "Starting newton at: 0.382954396931061"
[1] "Newton iter: 1, lambda:0.433710142594652, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.434599605016772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.434599876147665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434599876147691, diff to last: 0"
[1] "Final threshold is: 0.0217205291365321"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0.81311601219442"
[1] "Newton iter: 1, lambda:0.715481898450809, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.719799893833653, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.71980870407229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719808704108907, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719808704108907"
[1] "Starting iterative with newton 0.719808704108907"
[1] "Starting newton at: 0.5195938920945"
[1] "Newton iter: 1, lambda:0.471014920743618, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.471887454233794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.471887738455639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471887738455669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.471887738455639"
[1] "Starting iterative with newton 0.471887738455639"
[1] "Starting newton at: 0.526006061036906"
[1] "Newton iter: 1, lambda:0.411234600185003, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.41570149505641, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.415708397724353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415708397740826, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415708397740826"
[1] "Starting iterative with newton 0.415708397740826"
[1] "Starting newton at: 0.491065068432415"
[1] "Newton iter: 1, lambda:0.40013956848436, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.402906352890824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.402908951406419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40290895140871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.402908951406419"
[1] "Starting iterative with newton 0.402908951406419"
[1] "Starting newton at: 0.484426337801251"
[1] "Newton iter: 1, lambda:0.397464076896943, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.399986239749143, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.399988389692317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399988389693879, diff to last: 0"
[1] "Final threshold is: 0.0199907085791129"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 0.955163280054208"
[1] "Newton iter: 1, lambda:0.867723555030028, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.872181924767801, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.872194078073277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.872194078163394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.872194078163394"
[1] "Starting iterative with newton 0.872194078163394"
[1] "Starting newton at: 0.729536135370496"
[1] "Newton iter: 1, lambda:0.773117480489517, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.774228346536485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.774229056526214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774229056526504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774229056526214"
[1] "Starting iterative with newton 0.774229056526214"
[1] "Starting newton at: 0.725784494216952"
[1] "Newton iter: 1, lambda:0.741665601913237, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.741808491305635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741808502804679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741808502804679, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741808502804679"
[1] "Starting iterative with newton 0.741808502804679"
[1] "Starting newton at: 0.746760179619935"
[1] "Newton iter: 1, lambda:0.730713808942871, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.730856879180757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.730856890625226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730856890625226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730856879180757"
[1] "Starting iterative with newton 0.730856879180757"
[1] "Starting newton at: 0.748131841641833"
[1] "Newton iter: 1, lambda:0.726882847507023, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.727132606123323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.727132640914396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727132640914397, diff to last: 0"
[1] "Final threshold is: 0.0363407966267768"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.12030671832524"
[1] "Newton iter: 1, lambda:0.992739906548023, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.00400542212204, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.00410150306434, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00410151000899, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00410151000899"
[1] "Starting iterative with newton 1.00410151000899"
[1] "Starting newton at: 1.13254335277381"
[1] "Newton iter: 1, lambda:1.01252090050791, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.02263130474794, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.02270943714126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02270944178013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02270944178013"
[1] "Starting iterative with newton 1.02270944178013"
[1] "Starting newton at: 1.12950821562842"
[1] "Newton iter: 1, lambda:1.02210937410134, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.03030665179208, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03035816787724, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03035816990211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03035816787724"
[1] "Starting iterative with newton 1.03035816787724"
[1] "Starting newton at: 1.13312238066101"
[1] "Newton iter: 1, lambda:1.02514220753636, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.03343658895632, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03348942423895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03348942637238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03348942637238"
[1] "Starting iterative with newton 1.03348942637238"
[1] "Starting newton at: 1.1307273334398"
[1] "Newton iter: 1, lambda:1.02704922642011, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.03472391237892, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03476916202916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03476916359502, diff to last: 0"
[1] "Final threshold is: 0.0517159230063901"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 0.850816753794598"
[1] "Newton iter: 1, lambda:0.955397498789875, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.963459930325822, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.963505727761025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963505729232371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.963505727761025"
[1] "Starting iterative with newton 0.963505727761025"
[1] "Starting newton at: 0.852957840194997"
[1] "Newton iter: 1, lambda:0.953403811330471, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.960816700424041, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.960855344999327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.960855346045417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.960855344999327"
[1] "Starting iterative with newton 0.960855344999327"
[1] "Starting newton at: 0.854285881448543"
[1] "Newton iter: 1, lambda:0.952731998059777, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.959842554906372, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959878086349887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959878087233743, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.959878087233743"
[1] "Starting iterative with newton 0.959878087233743"
[1] "Starting newton at: 0.855116668786485"
[1] "Newton iter: 1, lambda:0.9525263656771, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959483501556749, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.95951750659783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959517507407215, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.959517507407215"
[1] "Starting iterative with newton 0.959517507407215"
[1] "Starting newton at: 0.855477248613013"
[1] "Newton iter: 1, lambda:0.952456967979905, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959351042468136, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959384430228212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.95938443100842, diff to last: 0"
[1] "Final threshold is: 0.0479483281371825"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.13129198924886"
[1] "Newton iter: 1, lambda:1.27781148719926, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.30364229587672, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.30438991586826, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30439052948227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30439052948268, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30439052948227"
[1] "Starting iterative with newton 1.30439052948227"
[1] "Starting newton at: 1.42905066555654"
[1] "Newton iter: 1, lambda:1.63416472998946, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.69768653855208, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.70323363107933, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.70327342113481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70327342316927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70327342113481"
[1] "Starting iterative with newton 1.70327342113481"
[1] "Starting newton at: 1.39002200435558"
[1] "Newton iter: 1, lambda:1.71655278677365, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.8940438257175, diff to last: 0.177"
[1] "Newton iter: 3, lambda:1.94571829448308, diff to last: 0.052"
[1] "Newton iter: 4, lambda:1.94962601855959, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.94964708489573, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94964708550486, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94964708550486"
[1] "Starting iterative with newton 1.94964708550486"
[1] "Starting newton at: 1.52088594838831"
[1] "Newton iter: 1, lambda:1.83901735840471, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0169120805944, diff to last: 0.178"
[1] "Newton iter: 3, lambda:2.07134066183624, diff to last: 0.054"
[1] "Newton iter: 4, lambda:2.07586181425939, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.07589104277294, diff to last: 0"
[1] "Newton iter: 6, lambda:2.07589104398697, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07589104398697"
[1] "Starting iterative with newton 2.07589104398697"
[1] "Starting newton at: 1.54667102677851"
[1] "Newton iter: 1, lambda:1.872665637248, diff to last: 0.326"
[1] "Newton iter: 2, lambda:2.06329413114587, diff to last: 0.191"
[1] "Newton iter: 3, lambda:2.12778930226435, diff to last: 0.064"
[1] "Newton iter: 4, lambda:2.13434593874516, diff to last: 0.007"
[1] "Newton iter: 5, lambda:2.1344087087391, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13440871443952, diff to last: 0"
[1] "Final threshold is: 0.106673952506336"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.41837630590557"
[1] "Newton iter: 1, lambda:1.39472668522422, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.39537601709743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.39537651826067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39537651826097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39537651826067"
[1] "Starting iterative with newton 1.39537651826067"
[1] "Starting newton at: 1.27918237710927"
[1] "Newton iter: 1, lambda:1.63633999283664, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.84790039123687, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92472128668014, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.93389796739141, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.93401868875048, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93401870939318, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93401870939319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93401870939319"
[1] "Starting iterative with newton 1.93401870939319"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 2.64042452162373"
[1] "Newton iter: 1, lambda:2.87190046212298, diff to last: 0.231"
[1] "Newton iter: 2, lambda:3.01749469299864, diff to last: 0.146"
[1] "Newton iter: 3, lambda:3.07264017784479, diff to last: 0.055"
[1] "Newton iter: 4, lambda:3.0795769852882, diff to last: 0.007"
[1] "Newton iter: 5, lambda:3.07967697603305, diff to last: 0"
[1] "Newton iter: 6, lambda:3.07967699651724, diff to last: 0"
[1] "Newton iter: 7, lambda:3.07967699651742, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.07967699651724"
[1] "Starting iterative with newton 3.07967699651724"
[1] "Starting newton at: 2.22424986353347"
[1] "Newton iter: 1, lambda:2.47003616083517, diff to last: 0.246"
[1] "Newton iter: 2, lambda:2.60552777240066, diff to last: 0.135"
[1] "Newton iter: 3, lambda:2.64345402113098, diff to last: 0.038"
[1] "Newton iter: 4, lambda:2.6460350847327, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.64604633846447, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64604633867743, diff to last: 0"
[1] "Final threshold is: 0.132244691612221"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.48131950414653"
[1] "Newton iter: 1, lambda:1.34525749579984, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.36411213244818, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.36453745049086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36453766344298, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36453766344303, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36453766344303"
[1] "Starting iterative with newton 1.36453766344303"
[1] "Starting newton at: 1.33518112985265"
[1] "Newton iter: 1, lambda:1.65931678905552, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.83948753336852, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.89670416663293, diff to last: 0.057"
[1] "Newton iter: 4, lambda:1.90196682731006, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90200865397176, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90200865659581, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90200865397176"
[1] "Starting iterative with newton 1.90200865397176"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.23577305350355"
[1] "Newton iter: 1, lambda:1.481609271948, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.58174697067488, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.59801304738101, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59841173860446, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59841197387925, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59841197387934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59841197387925"
[1] "Starting iterative with newton 1.59841197387925"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
threshold is:
[{'ad': 0.004850212645354502, 'da': 0.0029801095367066976, 'dd': 0.005261231848504658}, {'ad': 0.009428237179180092, 'da': 0.007203428776129549, 'dd': 0.014617661542312551}, {'ad': 0.021720529136532125, 'da': 0.0199907085791129, 'dd': 0.03634079662677684}, {'ad': 0.051715923006390135, 'da': 0.04794832813718252, 'dd': 0.10667395250633589}, {'ad': 0.13224469161222055, 'da': 0.22017730364427615, 'dd': 0.22017730364427615}]
Number of points in noise estimation: 128
Estimated noise: 0.04997822210412245
0.04997822210412245
threshold is:
[{'ad': 0.002557583351441739, 'da': 0.015581170908043757, 'dd': 0.00901479507553088}, {'ad': 0.0128986280674952, 'da': 0.008499468987055454, 'dd': 0.01494674856215694}, {'ad': 0.023474676226730606, 'da': 0.023421821834319893, 'dd': 0.026154470868390876}, {'ad': 0.040452712259024914, 'da': 0.04373392927513871, 'dd': 0.20384457322759508}, {'ad': 0.22017730364427615, 'da': 0.22017730364427615, 'dd': 0.22017730364427615}]
['stjerten256', 0.05, 4, 0.002433382737607346, 0.0008722246136742307, 0.0007194765071670892, 0.0023761519474692406, 0.0008199646610114555, 0.0009211790765398596, 0.0008199646610114555, 0.0009211790765398596, 26.137895771529966, 30.5937166195052, 31.42983382372644, 26.241257910319803, 30.862048645168215, 30.356559350656873, 30.862048645168215, 30.356559350656873]
stjerten256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.265516264514559, diff to last: 0.266"
[1] "Newton iter: 2, lambda:0.277862352722099, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.277888592654929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277888592773275, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277888592654929"
[1] "Starting iterative with newton 0.277888592654929"
[1] "Starting newton at: 0.210035715810759"
[1] "Newton iter: 1, lambda:0.135086761763152, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.135723155396881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.135723201454745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135723201454745, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.135723201454745"
[1] "Starting iterative with newton 0.135723201454745"
[1] "Starting newton at: 0.109434069949954"
[1] "Newton iter: 1, lambda:0.124378950833545, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.124403445515302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124403445581074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124403445515302"
[1] "Starting iterative with newton 0.124403445515302"
[1] "Starting newton at: 0.120753825889396"
[1] "Newton iter: 1, lambda:0.123486034635125, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.123486850480406, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123486850480479, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123486850480406"
[1] "Starting iterative with newton 0.123486850480406"
[1] "Starting newton at: 0.121670420924293"
[1] "Newton iter: 1, lambda:0.123412207739765, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.123412539212021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123412539212032, diff to last: 0"
[1] "Final threshold is: 0.00902946840189308"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.314287195627201"
[1] "Newton iter: 1, lambda:0.313977397843472, diff to last: 0"
[1] "Newton iter: 2, lambda:0.313977415518539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313977415518539, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.313977415518539"
[1] "Starting iterative with newton 0.313977415518539"
[1] "Starting newton at: 0.183133580823881"
[1] "Newton iter: 1, lambda:0.185876481960002, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.185877530559162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185877530559315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.185877530559315"
[1] "Starting iterative with newton 0.185877530559315"
[1] "Starting newton at: 0.201818321298708"
[1] "Newton iter: 1, lambda:0.173799796311219, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.173907022982425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173907024556064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173907024556064"
[1] "Starting iterative with newton 0.173907024556064"
[1] "Starting newton at: 0.213788827301959"
[1] "Newton iter: 1, lambda:0.172505033784251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.172737183359169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172737190722535, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172737190722535"
[1] "Starting iterative with newton 0.172737190722535"
[1] "Starting newton at: 0.214958661135488"
[1] "Newton iter: 1, lambda:0.172375456445033, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.172622382320193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172622390649318, diff to last: 0"
[1] "Final threshold is: 0.0126299031830899"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.294143725837054"
[1] "Newton iter: 1, lambda:0.353750721946674, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.354604957301422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.354605131137256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354605131137263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354605131137256"
[1] "Starting iterative with newton 0.354605131137256"
[1] "Starting newton at: 0.131011363304388"
[1] "Newton iter: 1, lambda:0.154868245946775, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.154933385636756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154933386121867, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.154933386121867"
[1] "Starting iterative with newton 0.154933386121867"
[1] "Starting newton at: 0.16371087450348"
[1] "Newton iter: 1, lambda:0.138199081372781, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.138271762009494, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138271762600188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138271762009494"
[1] "Starting iterative with newton 0.138271762009494"
[1] "Starting newton at: 0.180372498615854"
[1] "Newton iter: 1, lambda:0.136555246881064, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.136769043561273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136769048663624, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136769043561273"
[1] "Starting iterative with newton 0.136769043561273"
[1] "Starting newton at: 0.181875217064074"
[1] "Newton iter: 1, lambda:0.136402607203136, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.13663280311616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136632809030347, diff to last: 0"
[1] "Final threshold is: 0.00999672836875821"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0.390502888799332"
[1] "Newton iter: 1, lambda:0.553974274329206, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.563458869485967, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.563489633073014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.563489633395774, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.563489633073014"
[1] "Starting iterative with newton 0.563489633073014"
[1] "Starting newton at: 0.370285394447038"
[1] "Newton iter: 1, lambda:0.287340388964298, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.288854275195903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.288854783724043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2888547837241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.288854783724043"
[1] "Starting iterative with newton 0.288854783724043"
[1] "Starting newton at: 0.265316569228107"
[1] "Newton iter: 1, lambda:0.251845753736073, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.251883085142368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251883085429329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251883085142368"
[1] "Starting iterative with newton 0.251883085142368"
[1] "Starting newton at: 0.29429437179982"
[1] "Newton iter: 1, lambda:0.246181119911111, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.246651407270499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246651452353205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246651452353206, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246651452353205"
[1] "Starting iterative with newton 0.246651452353205"
[1] "Starting newton at: 0.266639549733905"
[1] "Newton iter: 1, lambda:0.245818332843171, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.245906453432372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245906455012905, diff to last: 0"
[1] "Final threshold is: 0.0179917257965638"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0.388319562365102"
[1] "Newton iter: 1, lambda:0.55984931053604, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.570711484406785, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.570753311781473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570753312399635, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570753312399635"
[1] "Starting iterative with newton 0.570753312399635"
[1] "Starting newton at: 0.242070798467276"
[1] "Newton iter: 1, lambda:0.294864648803993, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.295556704234496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.29555682265157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295556822651573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.295556822651573"
[1] "Starting iterative with newton 0.295556822651573"
[1] "Starting newton at: 0.288496165409951"
[1] "Newton iter: 1, lambda:0.249542616481858, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.24988540917426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.249885435786573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249885435786573, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.249885435786573"
[1] "Starting iterative with newton 0.249885435786573"
[1] "Starting newton at: 0.302636546587389"
[1] "Newton iter: 1, lambda:0.241445582814881, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.242276828405603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242276982382581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242276982382587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242276982382587"
[1] "Starting iterative with newton 0.242276982382587"
[1] "Starting newton at: 0.310244999991375"
[1] "Newton iter: 1, lambda:0.23991459307623, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.241009038950496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24100930514546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241009305145475, diff to last: 0"
[1] "Final threshold is: 0.0176334262244975"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 0.622350481080339"
[1] "Newton iter: 1, lambda:0.629264406442816, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.629283887197749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629283887352064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.629283887352064"
[1] "Starting iterative with newton 0.629283887352064"
[1] "Starting newton at: 0.395554624233696"
[1] "Newton iter: 1, lambda:0.462036525754972, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.463557996077672, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.463558783838243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463558783838454, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.463558783838243"
[1] "Starting iterative with newton 0.463558783838243"
[1] "Starting newton at: 0.401005449317372"
[1] "Newton iter: 1, lambda:0.429678738541715, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.429950668175884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.429950692516665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429950692516665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429950692516665"
[1] "Starting iterative with newton 0.429950692516665"
[1] "Starting newton at: 0.42803019191957"
[1] "Newton iter: 1, lambda:0.422835607348837, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.422844420068587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422844420093975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.422844420068587"
[1] "Starting iterative with newton 0.422844420068587"
[1] "Starting newton at: 0.434274706418399"
[1] "Newton iter: 1, lambda:0.421275016091501, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.421330050986083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421330051974731, diff to last: 0"
[1] "Final threshold is: 0.0308265789395242"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 0.820404011670783"
[1] "Newton iter: 1, lambda:0.764067183360982, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.765689490794592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765690869122687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765690869123681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.765690869123681"
[1] "Starting iterative with newton 0.765690869123681"
[1] "Starting newton at: 0.555916681563267"
[1] "Newton iter: 1, lambda:0.628836107275154, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.63137867145247, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.631381705032849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631381705037164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631381705032849"
[1] "Starting iterative with newton 0.631381705032849"
[1] "Starting newton at: 0.593515426798961"
[1] "Newton iter: 1, lambda:0.594868703130193, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.59486953638735, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594869536387665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.59486953638735"
[1] "Starting iterative with newton 0.59486953638735"
[1] "Starting newton at: 0.606781109356404"
[1] "Newton iter: 1, lambda:0.584469794169146, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.58469288546913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584692907912544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584692907912544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.584692907912544"
[1] "Starting iterative with newton 0.584692907912544"
[1] "Starting newton at: 0.609919419182064"
[1] "Newton iter: 1, lambda:0.581477664313987, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.581838701175523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58183875981431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581838759814311, diff to last: 0"
[1] "Final threshold is: 0.042570185576635"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 0.825852063631694"
[1] "Newton iter: 1, lambda:0.774602457839401, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.775966358797137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775967346696231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775967346696749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.775967346696749"
[1] "Starting iterative with newton 0.775967346696749"
[1] "Starting newton at: 0.57296968878319"
[1] "Newton iter: 1, lambda:0.636698106393206, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.638668674186157, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63867052625619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638670526257825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63867052625619"
[1] "Starting iterative with newton 0.63867052625619"
[1] "Starting newton at: 0.589134057196883"
[1] "Newton iter: 1, lambda:0.60100261540374, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.601067851217055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.601067853181617, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601067851217055"
[1] "Starting iterative with newton 0.601067851217055"
[1] "Starting newton at: 0.565209660737878"
[1] "Newton iter: 1, lambda:0.590229286450761, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.590517463429478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590517501416287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590517501416287, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.590517501416287"
[1] "Starting iterative with newton 0.590517501416287"
[1] "Starting newton at: 0.557100529395908"
[1] "Newton iter: 1, lambda:0.587122989543561, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.587537331606488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587537409932788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587537409932791, diff to last: 0"
[1] "Final threshold is: 0.0429871268494328"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.12262154009985"
[1] "Newton iter: 1, lambda:1.01805457041917, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.02610245262051, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02615374191098, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02615374398447, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02615374398447"
[1] "Starting iterative with newton 1.02615374398447"
[1] "Starting newton at: 1.0935369518094"
[1] "Newton iter: 1, lambda:1.05433627752437, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.0555388625581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05554002375066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05554002375174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05554002375066"
[1] "Starting iterative with newton 1.05554002375066"
[1] "Starting newton at: 1.10865823718354"
[1] "Newton iter: 1, lambda:1.06728398680426, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.0686316337196, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06863310352151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06863310352326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06863310352151"
[1] "Starting iterative with newton 1.06863310352151"
[1] "Starting newton at: 1.10602796946733"
[1] "Newton iter: 1, lambda:1.07360571046855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.07444100274913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07444156917394, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0744415691742, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.0744415691742"
[1] "Starting iterative with newton 1.0744415691742"
[1] "Starting newton at: 1.10197642902136"
[1] "Newton iter: 1, lambda:1.07649429094978, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.07701340321751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07701362227739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07701362227742, diff to last: 0"
[1] "Final threshold is: 0.0787996141466171"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.23730246496324"
[1] "Newton iter: 1, lambda:1.14224749736839, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14972397571907, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.14977401981391, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14977402204451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14977402204451"
[1] "Starting iterative with newton 1.14977402204451"
[1] "Starting newton at: 1.24692059940688"
[1] "Newton iter: 1, lambda:1.3112381625844, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.31538851021654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31540501915057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31540501941089, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31540501915057"
[1] "Starting iterative with newton 1.31540501915057"
[1] "Starting newton at: 1.28013287316298"
[1] "Newton iter: 1, lambda:1.38064094421994, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.39137613794723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.3914904140413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39149042687165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39149042687165, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39149042687165"
[1] "Starting iterative with newton 1.39149042687165"
[1] "Starting newton at: 1.2691654076469"
[1] "Newton iter: 1, lambda:1.40403446097537, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.4240793384912, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.42448578843593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42448595267429, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42448595267431, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42448595267431"
[1] "Starting iterative with newton 1.42448595267431"
[1] "Starting newton at: 1.2719401275992"
[1] "Newton iter: 1, lambda:1.41506148142779, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.43788645310217, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.4384173827812, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.43841766439911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43841766439919, diff to last: 0"
[1] "Final threshold is: 0.105241711517682"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 0.96507841878583"
[1] "Newton iter: 1, lambda:1.1037215922118, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.12156893599045, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1218464202352, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12184648653634, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12184648653634, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12184648653634"
[1] "Starting iterative with newton 1.12184648653634"
[1] "Starting newton at: 1.32131549821358"
[1] "Newton iter: 1, lambda:1.2430090366212, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.24824845859872, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24827357870026, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24827357927539, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24827357927539"
[1] "Starting iterative with newton 1.24827357927539"
[1] "Starting newton at: 1.28904735837788"
[1] "Newton iter: 1, lambda:1.30521913440339, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.30546646709268, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30546652421904, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30546652421904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30546652421904"
[1] "Starting iterative with newton 1.30546652421904"
[1] "Starting newton at: 1.30429826596918"
[1] "Newton iter: 1, lambda:1.32971296025557, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.33033481565676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.33033518061873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33033518061885, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33033518061873"
[1] "Starting iterative with newton 1.33033518061873"
[1] "Starting newton at: 1.30262718972391"
[1] "Newton iter: 1, lambda:1.3396206581866, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.34095620890881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34095790067323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34095790067594, diff to last: 0"
[1] "Final threshold is: 0.0981110758250836"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.40940533483524"
[1] "Newton iter: 1, lambda:1.4197371839548, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.41987400108451, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41987402484478, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41987402484478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41987402484478"
[1] "Starting iterative with newton 1.41987402484478"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:3.82678078037864, diff to last: 0.252"
[1] "Newton iter: 2, lambda:3.91056772444666, diff to last: 0.084"
[1] "Newton iter: 3, lambda:3.93815236471043, diff to last: 0.028"
[1] "Newton iter: 4, lambda:3.94080549013312, diff to last: 0.003"
[1] "Newton iter: 5, lambda:3.94082834019406, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9408283418799, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.94082834019406"
[1] "Starting iterative with newton 3.94082834019406"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:1.55425856360747, diff to last: 2.524"
[1] "Newton iter: 2, lambda:1.98286710087169, diff to last: 0.429"
[1] "Newton iter: 3, lambda:2.35374131692612, diff to last: 0.371"
[1] "Newton iter: 4, lambda:2.68156732676271, diff to last: 0.328"
[1] "Newton iter: 5, lambda:2.97322511495914, diff to last: 0.292"
[1] "Newton iter: 6, lambda:3.23034177830261, diff to last: 0.257"
[1] "Newton iter: 7, lambda:3.44975706072584, diff to last: 0.219"
[1] "Newton iter: 8, lambda:3.62307349455596, diff to last: 0.173"
[1] "Newton iter: 9, lambda:3.73765274710893, diff to last: 0.115"
[1] "Newton iter: 10, lambda:3.78754975227564, diff to last: 0.05"
[1] "Iteration: 4 Threshold: 3.78754975227564"
[1] "Starting iterative with newton 3.78754975227564"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Final threshold is: 0.298415409875466"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 1.32257636904194"
[1] "Newton iter: 1, lambda:1.46694469928306, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.49771901328917, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.49901287333672, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49901509450732, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49901509451385, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49901509450732"
[1] "Starting iterative with newton 1.49901509450732"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.35524752430322"
[1] "Newton iter: 1, lambda:1.45880875341597, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.4741637969858, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47447887164466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47447900234267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4744790023427, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47447900234267"
[1] "Starting iterative with newton 1.47447900234267"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.22726342322547"
[1] "Newton iter: 1, lambda:1.48182574084369, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.58961363928924, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.60868154994587, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.60923441119725, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60923486632187, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60923486632218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60923486632187"
[1] "Starting iterative with newton 1.60923486632187"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
threshold is:
[{'ad': 0.009029468401893078, 'da': 0.012629903183089932, 'dd': 0.009996728368758206}, {'ad': 0.01799172579656384, 'da': 0.017633426224497473, 'dd': 0.03082657893952416}, {'ad': 0.042570185576635, 'da': 0.04298712684943277, 'dd': 0.07879961414661713}, {'ad': 0.10524171151768215, 'da': 0.09811107582508359, 'dd': 0.2984154098754662}, {'ad': 0.32232548196866617, 'da': 0.32232548196866617, 'dd': 0.32232548196866617}]
Number of points in noise estimation: 128
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.93711547072657"
[1] "Starting iterative with newton 6.93711547072657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51722455051543"
[1] "Starting iterative with newton 6.51722455051543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.48249637881157"
[1] "Starting iterative with newton 5.48249637881157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 2.13113829269565"
[1] "Newton iter: 1, lambda:1.65814828364596, diff to last: 0.473"
[1] "Newton iter: 2, lambda:1.62627945121813, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.62566466584785, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62566442631147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62566442631144, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62566442631147"
[1] "Starting iterative with newton 1.62566442631147"
[1] "Starting newton at: 1.97590898669396"
[1] "Newton iter: 1, lambda:1.60791286440895, diff to last: 0.368"
[1] "Newton iter: 2, lambda:1.56930601570304, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.56830054809909, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56829983140226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5682998314019, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5682998314019"
[1] "Starting iterative with newton 1.5682998314019"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52338079973657"
[1] "Starting iterative with newton 1.52338079973657"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.111458032409813"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 1.49104796742808"
[1] "Newton iter: 1, lambda:1.36209449036221, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.34777180045113, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.34756543495782, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34756539164959, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34756539164958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34756539164958"
[1] "Starting iterative with newton 1.34756539164958"
[1] "Starting newton at: 1.5362445441258"
[1] "Newton iter: 1, lambda:1.40603423480595, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.3928513765202, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.39269088320432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39269085913618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39269085913618, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39269085913618"
[1] "Starting iterative with newton 1.39269085913618"
[1] "Starting newton at: 1.58470742486753"
[1] "Newton iter: 1, lambda:1.44306755214125, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.42905088390681, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.42888205463852, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42888202979722, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42888202979722, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42888202979722"
[1] "Starting iterative with newton 1.42888202979722"
[1] "Starting newton at: 1.64287916542855"
[1] "Newton iter: 1, lambda:1.48353835144199, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.46802997770354, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.46783923153262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4678392021637, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4678392021637, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4678392021637"
[1] "Starting iterative with newton 1.4678392021637"
[1] "Starting newton at: 1.70254460217473"
[1] "Newton iter: 1, lambda:1.53120452737738, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.51582468273048, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.51565483368011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51565481254736, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51565481254736, diff to last: 0"
[1] "Final threshold is: 0.110892761184993"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 1.54575322917551"
[1] "Newton iter: 1, lambda:1.3485830279281, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.31839947208267, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31745669120507, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31745574928371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31745574928277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31745574928277"
[1] "Starting iterative with newton 1.31745574928277"
[1] "Starting newton at: 1.53746927379565"
[1] "Newton iter: 1, lambda:1.33801961654602, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.30645027444875, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.30539600682076, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30539480255151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30539480254994, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30539480255151"
[1] "Starting iterative with newton 1.30539480255151"
[1] "Starting newton at: 1.52390789769939"
[1] "Newton iter: 1, lambda:1.32927645309933, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29830709874657, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.29727599153111, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29727482228233, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29727482228083, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29727482228083"
[1] "Starting iterative with newton 1.29727482228083"
[1] "Starting newton at: 1.51665893007851"
[1] "Newton iter: 1, lambda:1.32182632404395, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29024018011985, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.28915135614217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28915003284784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28915003284588, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28915003284588"
[1] "Starting iterative with newton 1.28915003284588"
[1] "Starting newton at: 1.50317753700043"
[1] "Newton iter: 1, lambda:1.30999282969887, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.27795781944634, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.27681159139578, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27681009162625, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27681009162368, diff to last: 0"
[1] "Final threshold is: 0.0934177065891709"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.09409067146587"
[1] "Newton iter: 1, lambda:1.10093399546907, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.10086390759157, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10086390024637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10086390024637"
[1] "Starting iterative with newton 1.10086390024637"
[1] "Starting newton at: 1.39484663050099"
[1] "Newton iter: 1, lambda:1.34123673347665, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.33873293515283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33872708678622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33872708675423, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33872708678622"
[1] "Starting iterative with newton 1.33872708678622"
[1] "Starting newton at: 1.62312413450145"
[1] "Newton iter: 1, lambda:1.60971943879856, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.6096390379537, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60963903495595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60963903495595"
[1] "Starting iterative with newton 1.60963903495595"
[1] "Starting newton at: 1.86366530716808"
[1] "Newton iter: 1, lambda:1.81716529675031, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.81685642227528, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81685640360145, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81685640360145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81685640360145"
[1] "Starting iterative with newton 1.81685640360145"
[1] "Starting newton at: 1.93437951961792"
[1] "Newton iter: 1, lambda:1.9654434378438, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.96536801731327, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9653680170525, diff to last: 0"
[1] "Final threshold is: 0.143795991245082"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.21515976618382"
[1] "Newton iter: 1, lambda:1.2847489936174, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.27961844530895, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.2795918483068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27959184758838, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27959184758838"
[1] "Starting iterative with newton 1.27959184758838"
[1] "Starting newton at: 1.7786517310127"
[1] "Newton iter: 1, lambda:1.85767005974396, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.85684803024957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85684800629628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85684800629628, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85684800629628"
[1] "Starting iterative with newton 1.85684800629628"
[1] "Starting newton at: 2.21574948104571"
[1] "Newton iter: 1, lambda:2.24697039842872, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.24726348534781, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24726351332015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24726351332015, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24726351332015"
[1] "Starting iterative with newton 2.24726351332015"
[1] "Starting newton at: 2.50389144014898"
[1] "Newton iter: 1, lambda:2.45252458228697, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.45373922802234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.45373987230442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4537398723046, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.45373987230442"
[1] "Starting iterative with newton 2.45373987230442"
[1] "Starting newton at: 2.58466835752381"
[1] "Newton iter: 1, lambda:2.55056954932066, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.55113728483693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.55113743836585, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55113743836587, diff to last: 0"
[1] "Final threshold is: 0.186653763350856"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 1.25193612305752"
[1] "Newton iter: 1, lambda:1.21907572735063, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.21785736298127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21785563996822, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21785563996477, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21785563996477"
[1] "Starting iterative with newton 1.21785563996477"
[1] "Starting newton at: 1.75654361143843"
[1] "Newton iter: 1, lambda:1.72319057287713, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.72298003993628, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72298002968038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72298002968038, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72298002968038"
[1] "Starting iterative with newton 1.72298002968038"
[1] "Starting newton at: 2.07976901319981"
[1] "Newton iter: 1, lambda:2.11129836317894, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.11145662238155, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11145662711521, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11145662711521"
[1] "Starting iterative with newton 2.11145662711521"
[1] "Starting newton at: 2.37304142267803"
[1] "Newton iter: 1, lambda:2.33661955641541, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.33709288224113, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33709295711995, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33709295711995, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33709295711995"
[1] "Starting iterative with newton 2.33709295711995"
[1] "Starting newton at: 2.45157935096119"
[1] "Newton iter: 1, lambda:2.44377380552966, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.44379742802595, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44379742824008, diff to last: 0"
[1] "Final threshold is: 0.178800240217701"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.55152239718398"
[1] "Newton iter: 1, lambda:1.47226056403968, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.46991849596733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.46991575070994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46991575070614, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46991575070994"
[1] "Starting iterative with newton 1.46991575070994"
[1] "Starting newton at: 2.29346465348814"
[1] "Newton iter: 1, lambda:2.25135138760776, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.2525212020594, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25252206729762, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25252206729809, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.25252206729762"
[1] "Starting iterative with newton 2.25252206729762"
[1] "Starting newton at: 2.78498084262647"
[1] "Newton iter: 1, lambda:2.80358903051135, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.8039395378792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.80393966182242, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80393966182244, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80393966182244"
[1] "Starting iterative with newton 2.80393966182244"
[1] "Starting newton at: 3.1336712053029"
[1] "Newton iter: 1, lambda:3.15705306489066, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.15769954655618, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15770003318394, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15770003318421, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15770003318394"
[1] "Starting iterative with newton 3.15770003318394"
[1] "Starting newton at: 3.38209822571894"
[1] "Newton iter: 1, lambda:3.41990648089884, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.42178231535556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.42178677027596, diff to last: 0"
[1] "Newton iter: 4, lambda:3.42178677030104, diff to last: 0"
[1] "Final threshold is: 0.250354750965505"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 2.02845697904096"
[1] "Newton iter: 1, lambda:1.8393928469344, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.8534944302839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.85353107178446, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85353107205714, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.85353107205714"
[1] "Starting iterative with newton 1.85353107205714"
[1] "Starting newton at: 2.56890676151366"
[1] "Newton iter: 1, lambda:2.69069518498176, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.70611223370913, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.70636532142689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70636538944133, diff to last: 0"
[1] "Newton iter: 5, lambda:2.70636538944133, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.70636538944133"
[1] "Starting iterative with newton 2.70636538944133"
[1] "Starting newton at: 3.27176531819677"
[1] "Newton iter: 1, lambda:3.23574979673207, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.23729193953966, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.23729486999772, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23729487000829, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23729486999772"
[1] "Starting iterative with newton 3.23729486999772"
[1] "Starting newton at: 3.52193031053124"
[1] "Newton iter: 1, lambda:3.51536181116483, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.51541507101276, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51541507454243, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.51541507101276"
[1] "Starting iterative with newton 3.51541507101276"
[1] "Starting newton at: 3.57501938609068"
[1] "Newton iter: 1, lambda:3.61913135188124, diff to last: 0.044"
[1] "Newton iter: 2, lambda:3.62166224110506, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.6216701412586, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62167014133533, diff to last: 0"
[1] "Final threshold is: 0.264979201557388"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.71202783747779"
[1] "Newton iter: 1, lambda:1.72422101945064, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.72421095420958, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72421095420452, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72421095420452"
[1] "Starting iterative with newton 1.72421095420452"
[1] "Starting newton at: 2.49600896083529"
[1] "Newton iter: 1, lambda:2.54105424236496, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.54287999353516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.54288303401591, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54288303402435, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.54288303401591"
[1] "Starting iterative with newton 2.54288303401591"
[1] "Starting newton at: 3.00491831340116"
[1] "Newton iter: 1, lambda:3.04133612265528, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.04291739421472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.04292032206084, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04292032207087, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.04292032207087"
[1] "Starting iterative with newton 3.04292032207087"
[1] "Starting newton at: 3.38451539168894"
[1] "Newton iter: 1, lambda:3.37945930397539, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.37949266780393, diff to last: 0"
[1] "Newton iter: 3, lambda:3.37949266926426, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.37949266780393"
[1] "Starting iterative with newton 3.37949266780393"
[1] "Starting newton at: 3.59257343450177"
[1] "Newton iter: 1, lambda:3.59556912390492, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.59558169381282, diff to last: 0"
[1] "Newton iter: 3, lambda:3.59558169403332, diff to last: 0"
[1] "Final threshold is: 0.263070442420187"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.90171848961749"
[1] "Newton iter: 1, lambda:2.28688244848548, diff to last: 0.385"
[1] "Newton iter: 2, lambda:2.38834080155659, diff to last: 0.101"
[1] "Newton iter: 3, lambda:2.40209091214841, diff to last: 0.014"
[1] "Newton iter: 4, lambda:2.40235000667003, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40235009837788, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4023500983779, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40235009837788"
[1] "Starting iterative with newton 2.40235009837788"
[1] "Starting newton at: 3.06347172378526"
[1] "Newton iter: 1, lambda:3.23067393097575, diff to last: 0.167"
[1] "Newton iter: 2, lambda:3.27908822872718, diff to last: 0.048"
[1] "Newton iter: 3, lambda:3.2830165309486, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.28304132402825, diff to last: 0"
[1] "Newton iter: 5, lambda:3.28304132501159, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.28304132402825"
[1] "Starting iterative with newton 3.28304132402825"
[1] "Starting newton at: 3.99916651216642"
[1] "Newton iter: 1, lambda:3.95907411942465, diff to last: 0.04"
[1] "Newton iter: 2, lambda:3.96188905140291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.96190405247957, diff to last: 0"
[1] "Newton iter: 4, lambda:3.96190405290353, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.96190405247957"
[1] "Starting iterative with newton 3.96190405247957"
[1] "Starting newton at: 4.13133846253231"
[1] "Newton iter: 1, lambda:4.24326027718473, diff to last: 0.112"
[1] "Newton iter: 2, lambda:4.27384492058133, diff to last: 0.031"
[1] "Newton iter: 3, lambda:4.2758536820884, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.27586188477794, diff to last: 0"
[1] "Newton iter: 5, lambda:4.27586188491417, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.27586188491417"
[1] "Starting iterative with newton 4.27586188491417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.11145803240981268}, {'ad': 0.1108927611849935, 'da': 0.0934177065891709, 'dd': 0.14379599124508233}, {'ad': 0.1866537633508559, 'da': 0.1788002402177015, 'dd': 0.250354750965505}, {'ad': 0.2649792015573881, 'da': 0.26307044242018696, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360633178867131. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.93711547072657"
[1] "Starting iterative with newton 6.93711547072657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51722455051543"
[1] "Starting iterative with newton 6.51722455051543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.48249637881157"
[1] "Starting iterative with newton 5.48249637881157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 2.13113829269565"
[1] "Newton iter: 1, lambda:1.65814828364596, diff to last: 0.473"
[1] "Newton iter: 2, lambda:1.62627945121813, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.62566466584785, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62566442631147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62566442631144, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62566442631147"
[1] "Starting iterative with newton 1.62566442631147"
[1] "Starting newton at: 1.97590898669396"
[1] "Newton iter: 1, lambda:1.60791286440895, diff to last: 0.368"
[1] "Newton iter: 2, lambda:1.56930601570304, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.56830054809909, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56829983140226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5682998314019, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5682998314019"
[1] "Starting iterative with newton 1.5682998314019"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52338079973657"
[1] "Starting iterative with newton 1.52338079973657"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.111458032409813"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 1.49104796742808"
[1] "Newton iter: 1, lambda:1.36209449036221, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.34777180045113, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.34756543495782, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34756539164959, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34756539164958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34756539164958"
[1] "Starting iterative with newton 1.34756539164958"
[1] "Starting newton at: 1.5362445441258"
[1] "Newton iter: 1, lambda:1.40603423480595, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.3928513765202, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.39269088320432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39269085913618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39269085913618, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39269085913618"
[1] "Starting iterative with newton 1.39269085913618"
[1] "Starting newton at: 1.58470742486753"
[1] "Newton iter: 1, lambda:1.44306755214125, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.42905088390681, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.42888205463852, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42888202979722, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42888202979722, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42888202979722"
[1] "Starting iterative with newton 1.42888202979722"
[1] "Starting newton at: 1.64287916542855"
[1] "Newton iter: 1, lambda:1.48353835144199, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.46802997770354, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.46783923153262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4678392021637, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4678392021637, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4678392021637"
[1] "Starting iterative with newton 1.4678392021637"
[1] "Starting newton at: 1.70254460217473"
[1] "Newton iter: 1, lambda:1.53120452737738, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.51582468273048, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.51565483368011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51565481254736, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51565481254736, diff to last: 0"
[1] "Final threshold is: 0.110892761184993"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 1.54575322917551"
[1] "Newton iter: 1, lambda:1.3485830279281, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.31839947208267, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31745669120507, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31745574928371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31745574928277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31745574928277"
[1] "Starting iterative with newton 1.31745574928277"
[1] "Starting newton at: 1.53746927379565"
[1] "Newton iter: 1, lambda:1.33801961654602, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.30645027444875, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.30539600682076, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30539480255151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30539480254994, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30539480255151"
[1] "Starting iterative with newton 1.30539480255151"
[1] "Starting newton at: 1.52390789769939"
[1] "Newton iter: 1, lambda:1.32927645309933, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29830709874657, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.29727599153111, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29727482228233, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29727482228083, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29727482228083"
[1] "Starting iterative with newton 1.29727482228083"
[1] "Starting newton at: 1.51665893007851"
[1] "Newton iter: 1, lambda:1.32182632404395, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29024018011985, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.28915135614217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28915003284784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28915003284588, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28915003284588"
[1] "Starting iterative with newton 1.28915003284588"
[1] "Starting newton at: 1.50317753700043"
[1] "Newton iter: 1, lambda:1.30999282969887, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.27795781944634, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.27681159139578, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27681009162625, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27681009162368, diff to last: 0"
[1] "Final threshold is: 0.0934177065891709"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.09409067146587"
[1] "Newton iter: 1, lambda:1.10093399546907, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.10086390759157, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10086390024637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10086390024637"
[1] "Starting iterative with newton 1.10086390024637"
[1] "Starting newton at: 1.39484663050099"
[1] "Newton iter: 1, lambda:1.34123673347665, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.33873293515283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33872708678622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33872708675423, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33872708678622"
[1] "Starting iterative with newton 1.33872708678622"
[1] "Starting newton at: 1.62312413450145"
[1] "Newton iter: 1, lambda:1.60971943879856, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.6096390379537, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60963903495595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60963903495595"
[1] "Starting iterative with newton 1.60963903495595"
[1] "Starting newton at: 1.86366530716808"
[1] "Newton iter: 1, lambda:1.81716529675031, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.81685642227528, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81685640360145, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81685640360145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81685640360145"
[1] "Starting iterative with newton 1.81685640360145"
[1] "Starting newton at: 1.93437951961792"
[1] "Newton iter: 1, lambda:1.9654434378438, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.96536801731327, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9653680170525, diff to last: 0"
[1] "Final threshold is: 0.143795991245082"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.21515976618382"
[1] "Newton iter: 1, lambda:1.2847489936174, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.27961844530895, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.2795918483068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27959184758838, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27959184758838"
[1] "Starting iterative with newton 1.27959184758838"
[1] "Starting newton at: 1.7786517310127"
[1] "Newton iter: 1, lambda:1.85767005974396, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.85684803024957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85684800629628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85684800629628, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85684800629628"
[1] "Starting iterative with newton 1.85684800629628"
[1] "Starting newton at: 2.21574948104571"
[1] "Newton iter: 1, lambda:2.24697039842872, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.24726348534781, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24726351332015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24726351332015, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24726351332015"
[1] "Starting iterative with newton 2.24726351332015"
[1] "Starting newton at: 2.50389144014898"
[1] "Newton iter: 1, lambda:2.45252458228697, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.45373922802234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.45373987230442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4537398723046, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.45373987230442"
[1] "Starting iterative with newton 2.45373987230442"
[1] "Starting newton at: 2.58466835752381"
[1] "Newton iter: 1, lambda:2.55056954932066, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.55113728483693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.55113743836585, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55113743836587, diff to last: 0"
[1] "Final threshold is: 0.186653763350856"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 1.25193612305752"
[1] "Newton iter: 1, lambda:1.21907572735063, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.21785736298127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21785563996822, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21785563996477, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21785563996477"
[1] "Starting iterative with newton 1.21785563996477"
[1] "Starting newton at: 1.75654361143843"
[1] "Newton iter: 1, lambda:1.72319057287713, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.72298003993628, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72298002968038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72298002968038, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72298002968038"
[1] "Starting iterative with newton 1.72298002968038"
[1] "Starting newton at: 2.07976901319981"
[1] "Newton iter: 1, lambda:2.11129836317894, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.11145662238155, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11145662711521, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11145662711521"
[1] "Starting iterative with newton 2.11145662711521"
[1] "Starting newton at: 2.37304142267803"
[1] "Newton iter: 1, lambda:2.33661955641541, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.33709288224113, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33709295711995, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33709295711995, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33709295711995"
[1] "Starting iterative with newton 2.33709295711995"
[1] "Starting newton at: 2.45157935096119"
[1] "Newton iter: 1, lambda:2.44377380552966, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.44379742802595, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44379742824008, diff to last: 0"
[1] "Final threshold is: 0.178800240217701"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.55152239718398"
[1] "Newton iter: 1, lambda:1.47226056403968, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.46991849596733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.46991575070994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46991575070614, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46991575070994"
[1] "Starting iterative with newton 1.46991575070994"
[1] "Starting newton at: 2.29346465348814"
[1] "Newton iter: 1, lambda:2.25135138760776, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.2525212020594, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25252206729762, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25252206729809, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.25252206729762"
[1] "Starting iterative with newton 2.25252206729762"
[1] "Starting newton at: 2.78498084262647"
[1] "Newton iter: 1, lambda:2.80358903051135, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.8039395378792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.80393966182242, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80393966182244, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80393966182244"
[1] "Starting iterative with newton 2.80393966182244"
[1] "Starting newton at: 3.1336712053029"
[1] "Newton iter: 1, lambda:3.15705306489066, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.15769954655618, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15770003318394, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15770003318421, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15770003318394"
[1] "Starting iterative with newton 3.15770003318394"
[1] "Starting newton at: 3.38209822571894"
[1] "Newton iter: 1, lambda:3.41990648089884, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.42178231535556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.42178677027596, diff to last: 0"
[1] "Newton iter: 4, lambda:3.42178677030104, diff to last: 0"
[1] "Final threshold is: 0.250354750965505"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 2.02845697904096"
[1] "Newton iter: 1, lambda:1.8393928469344, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.8534944302839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.85353107178446, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85353107205714, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.85353107205714"
[1] "Starting iterative with newton 1.85353107205714"
[1] "Starting newton at: 2.56890676151366"
[1] "Newton iter: 1, lambda:2.69069518498176, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.70611223370913, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.70636532142689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70636538944133, diff to last: 0"
[1] "Newton iter: 5, lambda:2.70636538944133, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.70636538944133"
[1] "Starting iterative with newton 2.70636538944133"
[1] "Starting newton at: 3.27176531819677"
[1] "Newton iter: 1, lambda:3.23574979673207, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.23729193953966, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.23729486999772, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23729487000829, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23729486999772"
[1] "Starting iterative with newton 3.23729486999772"
[1] "Starting newton at: 3.52193031053124"
[1] "Newton iter: 1, lambda:3.51536181116483, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.51541507101276, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51541507454243, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.51541507101276"
[1] "Starting iterative with newton 3.51541507101276"
[1] "Starting newton at: 3.57501938609068"
[1] "Newton iter: 1, lambda:3.61913135188124, diff to last: 0.044"
[1] "Newton iter: 2, lambda:3.62166224110506, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.6216701412586, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62167014133533, diff to last: 0"
[1] "Final threshold is: 0.264979201557388"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.71202783747779"
[1] "Newton iter: 1, lambda:1.72422101945064, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.72421095420958, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72421095420452, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72421095420452"
[1] "Starting iterative with newton 1.72421095420452"
[1] "Starting newton at: 2.49600896083529"
[1] "Newton iter: 1, lambda:2.54105424236496, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.54287999353516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.54288303401591, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54288303402435, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.54288303401591"
[1] "Starting iterative with newton 2.54288303401591"
[1] "Starting newton at: 3.00491831340116"
[1] "Newton iter: 1, lambda:3.04133612265528, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.04291739421472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.04292032206084, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04292032207087, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.04292032207087"
[1] "Starting iterative with newton 3.04292032207087"
[1] "Starting newton at: 3.38451539168894"
[1] "Newton iter: 1, lambda:3.37945930397539, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.37949266780393, diff to last: 0"
[1] "Newton iter: 3, lambda:3.37949266926426, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.37949266780393"
[1] "Starting iterative with newton 3.37949266780393"
[1] "Starting newton at: 3.59257343450177"
[1] "Newton iter: 1, lambda:3.59556912390492, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.59558169381282, diff to last: 0"
[1] "Newton iter: 3, lambda:3.59558169403332, diff to last: 0"
[1] "Final threshold is: 0.263070442420187"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.90171848961749"
[1] "Newton iter: 1, lambda:2.28688244848548, diff to last: 0.385"
[1] "Newton iter: 2, lambda:2.38834080155659, diff to last: 0.101"
[1] "Newton iter: 3, lambda:2.40209091214841, diff to last: 0.014"
[1] "Newton iter: 4, lambda:2.40235000667003, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40235009837788, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4023500983779, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40235009837788"
[1] "Starting iterative with newton 2.40235009837788"
[1] "Starting newton at: 3.06347172378526"
[1] "Newton iter: 1, lambda:3.23067393097575, diff to last: 0.167"
[1] "Newton iter: 2, lambda:3.27908822872718, diff to last: 0.048"
[1] "Newton iter: 3, lambda:3.2830165309486, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.28304132402825, diff to last: 0"
[1] "Newton iter: 5, lambda:3.28304132501159, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.28304132402825"
[1] "Starting iterative with newton 3.28304132402825"
[1] "Starting newton at: 3.99916651216642"
[1] "Newton iter: 1, lambda:3.95907411942465, diff to last: 0.04"
[1] "Newton iter: 2, lambda:3.96188905140291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.96190405247957, diff to last: 0"
[1] "Newton iter: 4, lambda:3.96190405290353, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.96190405247957"
[1] "Starting iterative with newton 3.96190405247957"
[1] "Starting newton at: 4.13133846253231"
[1] "Newton iter: 1, lambda:4.24326027718473, diff to last: 0.112"
[1] "Newton iter: 2, lambda:4.27384492058133, diff to last: 0.031"
[1] "Newton iter: 3, lambda:4.2758536820884, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.27586188477794, diff to last: 0"
[1] "Newton iter: 5, lambda:4.27586188491417, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.27586188491417"
[1] "Starting iterative with newton 4.27586188491417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.11145803240981268}, {'ad': 0.1108927611849935, 'da': 0.0934177065891709, 'dd': 0.14379599124508233}, {'ad': 0.1866537633508559, 'da': 0.1788002402177015, 'dd': 0.250354750965505}, {'ad': 0.2649792015573881, 'da': 0.26307044242018696, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360633178867131. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.265516264514559, diff to last: 0.266"
[1] "Newton iter: 2, lambda:0.277862352722099, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.277888592654929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277888592773275, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277888592654929"
[1] "Starting iterative with newton 0.277888592654929"
[1] "Starting newton at: 0.210035715810759"
[1] "Newton iter: 1, lambda:0.135086761763152, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.135723155396881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.135723201454745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135723201454745, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.135723201454745"
[1] "Starting iterative with newton 0.135723201454745"
[1] "Starting newton at: 0.109434069949954"
[1] "Newton iter: 1, lambda:0.124378950833545, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.124403445515302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124403445581074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124403445515302"
[1] "Starting iterative with newton 0.124403445515302"
[1] "Starting newton at: 0.120753825889396"
[1] "Newton iter: 1, lambda:0.123486034635125, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.123486850480406, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123486850480479, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123486850480406"
[1] "Starting iterative with newton 0.123486850480406"
[1] "Starting newton at: 0.121670420924293"
[1] "Newton iter: 1, lambda:0.123412207739765, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.123412539212021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123412539212032, diff to last: 0"
[1] "Final threshold is: 0.00902946840189308"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.314287195627201"
[1] "Newton iter: 1, lambda:0.313977397843472, diff to last: 0"
[1] "Newton iter: 2, lambda:0.313977415518539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313977415518539, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.313977415518539"
[1] "Starting iterative with newton 0.313977415518539"
[1] "Starting newton at: 0.183133580823881"
[1] "Newton iter: 1, lambda:0.185876481960002, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.185877530559162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185877530559315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.185877530559315"
[1] "Starting iterative with newton 0.185877530559315"
[1] "Starting newton at: 0.201818321298708"
[1] "Newton iter: 1, lambda:0.173799796311219, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.173907022982425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173907024556064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173907024556064"
[1] "Starting iterative with newton 0.173907024556064"
[1] "Starting newton at: 0.213788827301959"
[1] "Newton iter: 1, lambda:0.172505033784251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.172737183359169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172737190722535, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172737190722535"
[1] "Starting iterative with newton 0.172737190722535"
[1] "Starting newton at: 0.214958661135488"
[1] "Newton iter: 1, lambda:0.172375456445033, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.172622382320193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172622390649318, diff to last: 0"
[1] "Final threshold is: 0.0126299031830899"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.294143725837054"
[1] "Newton iter: 1, lambda:0.353750721946674, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.354604957301422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.354605131137256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354605131137263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354605131137256"
[1] "Starting iterative with newton 0.354605131137256"
[1] "Starting newton at: 0.131011363304388"
[1] "Newton iter: 1, lambda:0.154868245946775, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.154933385636756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154933386121867, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.154933386121867"
[1] "Starting iterative with newton 0.154933386121867"
[1] "Starting newton at: 0.16371087450348"
[1] "Newton iter: 1, lambda:0.138199081372781, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.138271762009494, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138271762600188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138271762009494"
[1] "Starting iterative with newton 0.138271762009494"
[1] "Starting newton at: 0.180372498615854"
[1] "Newton iter: 1, lambda:0.136555246881064, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.136769043561273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136769048663624, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136769043561273"
[1] "Starting iterative with newton 0.136769043561273"
[1] "Starting newton at: 0.181875217064074"
[1] "Newton iter: 1, lambda:0.136402607203136, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.13663280311616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136632809030347, diff to last: 0"
[1] "Final threshold is: 0.00999672836875821"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0.390502888799332"
[1] "Newton iter: 1, lambda:0.553974274329206, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.563458869485967, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.563489633073014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.563489633395774, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.563489633073014"
[1] "Starting iterative with newton 0.563489633073014"
[1] "Starting newton at: 0.370285394447038"
[1] "Newton iter: 1, lambda:0.287340388964298, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.288854275195903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.288854783724043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2888547837241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.288854783724043"
[1] "Starting iterative with newton 0.288854783724043"
[1] "Starting newton at: 0.265316569228107"
[1] "Newton iter: 1, lambda:0.251845753736073, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.251883085142368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251883085429329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251883085142368"
[1] "Starting iterative with newton 0.251883085142368"
[1] "Starting newton at: 0.29429437179982"
[1] "Newton iter: 1, lambda:0.246181119911111, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.246651407270499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246651452353205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246651452353206, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246651452353205"
[1] "Starting iterative with newton 0.246651452353205"
[1] "Starting newton at: 0.266639549733905"
[1] "Newton iter: 1, lambda:0.245818332843171, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.245906453432372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245906455012905, diff to last: 0"
[1] "Final threshold is: 0.0179917257965638"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0.388319562365102"
[1] "Newton iter: 1, lambda:0.55984931053604, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.570711484406785, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.570753311781473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570753312399635, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570753312399635"
[1] "Starting iterative with newton 0.570753312399635"
[1] "Starting newton at: 0.242070798467276"
[1] "Newton iter: 1, lambda:0.294864648803993, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.295556704234496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.29555682265157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295556822651573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.295556822651573"
[1] "Starting iterative with newton 0.295556822651573"
[1] "Starting newton at: 0.288496165409951"
[1] "Newton iter: 1, lambda:0.249542616481858, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.24988540917426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.249885435786573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249885435786573, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.249885435786573"
[1] "Starting iterative with newton 0.249885435786573"
[1] "Starting newton at: 0.302636546587389"
[1] "Newton iter: 1, lambda:0.241445582814881, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.242276828405603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242276982382581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242276982382587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242276982382587"
[1] "Starting iterative with newton 0.242276982382587"
[1] "Starting newton at: 0.310244999991375"
[1] "Newton iter: 1, lambda:0.23991459307623, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.241009038950496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24100930514546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241009305145475, diff to last: 0"
[1] "Final threshold is: 0.0176334262244975"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 0.622350481080339"
[1] "Newton iter: 1, lambda:0.629264406442816, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.629283887197749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629283887352064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.629283887352064"
[1] "Starting iterative with newton 0.629283887352064"
[1] "Starting newton at: 0.395554624233696"
[1] "Newton iter: 1, lambda:0.462036525754972, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.463557996077672, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.463558783838243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463558783838454, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.463558783838243"
[1] "Starting iterative with newton 0.463558783838243"
[1] "Starting newton at: 0.401005449317372"
[1] "Newton iter: 1, lambda:0.429678738541715, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.429950668175884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.429950692516665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429950692516665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429950692516665"
[1] "Starting iterative with newton 0.429950692516665"
[1] "Starting newton at: 0.42803019191957"
[1] "Newton iter: 1, lambda:0.422835607348837, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.422844420068587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422844420093975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.422844420068587"
[1] "Starting iterative with newton 0.422844420068587"
[1] "Starting newton at: 0.434274706418399"
[1] "Newton iter: 1, lambda:0.421275016091501, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.421330050986083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421330051974731, diff to last: 0"
[1] "Final threshold is: 0.0308265789395242"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 0.820404011670783"
[1] "Newton iter: 1, lambda:0.764067183360982, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.765689490794592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765690869122687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765690869123681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.765690869123681"
[1] "Starting iterative with newton 0.765690869123681"
[1] "Starting newton at: 0.555916681563267"
[1] "Newton iter: 1, lambda:0.628836107275154, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.63137867145247, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.631381705032849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631381705037164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631381705032849"
[1] "Starting iterative with newton 0.631381705032849"
[1] "Starting newton at: 0.593515426798961"
[1] "Newton iter: 1, lambda:0.594868703130193, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.59486953638735, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594869536387665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.59486953638735"
[1] "Starting iterative with newton 0.59486953638735"
[1] "Starting newton at: 0.606781109356404"
[1] "Newton iter: 1, lambda:0.584469794169146, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.58469288546913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584692907912544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584692907912544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.584692907912544"
[1] "Starting iterative with newton 0.584692907912544"
[1] "Starting newton at: 0.609919419182064"
[1] "Newton iter: 1, lambda:0.581477664313987, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.581838701175523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58183875981431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581838759814311, diff to last: 0"
[1] "Final threshold is: 0.042570185576635"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 0.825852063631694"
[1] "Newton iter: 1, lambda:0.774602457839401, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.775966358797137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775967346696231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775967346696749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.775967346696749"
[1] "Starting iterative with newton 0.775967346696749"
[1] "Starting newton at: 0.57296968878319"
[1] "Newton iter: 1, lambda:0.636698106393206, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.638668674186157, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63867052625619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638670526257825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63867052625619"
[1] "Starting iterative with newton 0.63867052625619"
[1] "Starting newton at: 0.589134057196883"
[1] "Newton iter: 1, lambda:0.60100261540374, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.601067851217055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.601067853181617, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601067851217055"
[1] "Starting iterative with newton 0.601067851217055"
[1] "Starting newton at: 0.565209660737878"
[1] "Newton iter: 1, lambda:0.590229286450761, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.590517463429478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590517501416287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590517501416287, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.590517501416287"
[1] "Starting iterative with newton 0.590517501416287"
[1] "Starting newton at: 0.557100529395908"
[1] "Newton iter: 1, lambda:0.587122989543561, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.587537331606488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587537409932788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587537409932791, diff to last: 0"
[1] "Final threshold is: 0.0429871268494328"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.12262154009985"
[1] "Newton iter: 1, lambda:1.01805457041917, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.02610245262051, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02615374191098, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02615374398447, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02615374398447"
[1] "Starting iterative with newton 1.02615374398447"
[1] "Starting newton at: 1.0935369518094"
[1] "Newton iter: 1, lambda:1.05433627752437, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.0555388625581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05554002375066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05554002375174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05554002375066"
[1] "Starting iterative with newton 1.05554002375066"
[1] "Starting newton at: 1.10865823718354"
[1] "Newton iter: 1, lambda:1.06728398680426, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.0686316337196, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06863310352151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06863310352326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06863310352151"
[1] "Starting iterative with newton 1.06863310352151"
[1] "Starting newton at: 1.10602796946733"
[1] "Newton iter: 1, lambda:1.07360571046855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.07444100274913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07444156917394, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0744415691742, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.0744415691742"
[1] "Starting iterative with newton 1.0744415691742"
[1] "Starting newton at: 1.10197642902136"
[1] "Newton iter: 1, lambda:1.07649429094978, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.07701340321751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07701362227739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07701362227742, diff to last: 0"
[1] "Final threshold is: 0.0787996141466171"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.23730246496324"
[1] "Newton iter: 1, lambda:1.14224749736839, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14972397571907, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.14977401981391, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14977402204451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14977402204451"
[1] "Starting iterative with newton 1.14977402204451"
[1] "Starting newton at: 1.24692059940688"
[1] "Newton iter: 1, lambda:1.3112381625844, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.31538851021654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31540501915057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31540501941089, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31540501915057"
[1] "Starting iterative with newton 1.31540501915057"
[1] "Starting newton at: 1.28013287316298"
[1] "Newton iter: 1, lambda:1.38064094421994, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.39137613794723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.3914904140413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39149042687165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39149042687165, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39149042687165"
[1] "Starting iterative with newton 1.39149042687165"
[1] "Starting newton at: 1.2691654076469"
[1] "Newton iter: 1, lambda:1.40403446097537, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.4240793384912, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.42448578843593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42448595267429, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42448595267431, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42448595267431"
[1] "Starting iterative with newton 1.42448595267431"
[1] "Starting newton at: 1.2719401275992"
[1] "Newton iter: 1, lambda:1.41506148142779, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.43788645310217, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.4384173827812, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.43841766439911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43841766439919, diff to last: 0"
[1] "Final threshold is: 0.105241711517682"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 0.96507841878583"
[1] "Newton iter: 1, lambda:1.1037215922118, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.12156893599045, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1218464202352, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12184648653634, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12184648653634, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12184648653634"
[1] "Starting iterative with newton 1.12184648653634"
[1] "Starting newton at: 1.32131549821358"
[1] "Newton iter: 1, lambda:1.2430090366212, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.24824845859872, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24827357870026, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24827357927539, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24827357927539"
[1] "Starting iterative with newton 1.24827357927539"
[1] "Starting newton at: 1.28904735837788"
[1] "Newton iter: 1, lambda:1.30521913440339, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.30546646709268, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30546652421904, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30546652421904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30546652421904"
[1] "Starting iterative with newton 1.30546652421904"
[1] "Starting newton at: 1.30429826596918"
[1] "Newton iter: 1, lambda:1.32971296025557, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.33033481565676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.33033518061873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33033518061885, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33033518061873"
[1] "Starting iterative with newton 1.33033518061873"
[1] "Starting newton at: 1.30262718972391"
[1] "Newton iter: 1, lambda:1.3396206581866, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.34095620890881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34095790067323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34095790067594, diff to last: 0"
[1] "Final threshold is: 0.0981110758250836"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.40940533483524"
[1] "Newton iter: 1, lambda:1.4197371839548, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.41987400108451, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41987402484478, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41987402484478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41987402484478"
[1] "Starting iterative with newton 1.41987402484478"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:3.82678078037864, diff to last: 0.252"
[1] "Newton iter: 2, lambda:3.91056772444666, diff to last: 0.084"
[1] "Newton iter: 3, lambda:3.93815236471043, diff to last: 0.028"
[1] "Newton iter: 4, lambda:3.94080549013312, diff to last: 0.003"
[1] "Newton iter: 5, lambda:3.94082834019406, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9408283418799, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.94082834019406"
[1] "Starting iterative with newton 3.94082834019406"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:1.55425856360747, diff to last: 2.524"
[1] "Newton iter: 2, lambda:1.98286710087169, diff to last: 0.429"
[1] "Newton iter: 3, lambda:2.35374131692612, diff to last: 0.371"
[1] "Newton iter: 4, lambda:2.68156732676271, diff to last: 0.328"
[1] "Newton iter: 5, lambda:2.97322511495914, diff to last: 0.292"
[1] "Newton iter: 6, lambda:3.23034177830261, diff to last: 0.257"
[1] "Newton iter: 7, lambda:3.44975706072584, diff to last: 0.219"
[1] "Newton iter: 8, lambda:3.62307349455596, diff to last: 0.173"
[1] "Newton iter: 9, lambda:3.73765274710893, diff to last: 0.115"
[1] "Newton iter: 10, lambda:3.78754975227564, diff to last: 0.05"
[1] "Iteration: 4 Threshold: 3.78754975227564"
[1] "Starting iterative with newton 3.78754975227564"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Final threshold is: 0.298415409875466"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 1.32257636904194"
[1] "Newton iter: 1, lambda:1.46694469928306, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.49771901328917, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.49901287333672, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49901509450732, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49901509451385, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49901509450732"
[1] "Starting iterative with newton 1.49901509450732"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.35524752430322"
[1] "Newton iter: 1, lambda:1.45880875341597, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.4741637969858, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47447887164466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47447900234267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4744790023427, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47447900234267"
[1] "Starting iterative with newton 1.47447900234267"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.22726342322547"
[1] "Newton iter: 1, lambda:1.48182574084369, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.58961363928924, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.60868154994587, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.60923441119725, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60923486632187, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60923486632218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60923486632187"
[1] "Starting iterative with newton 1.60923486632187"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
threshold is:
[{'ad': 0.009029468401893078, 'da': 0.012629903183089932, 'dd': 0.009996728368758206}, {'ad': 0.01799172579656384, 'da': 0.017633426224497473, 'dd': 0.03082657893952416}, {'ad': 0.042570185576635, 'da': 0.04298712684943277, 'dd': 0.07879961414661713}, {'ad': 0.10524171151768215, 'da': 0.09811107582508359, 'dd': 0.2984154098754662}, {'ad': 0.32232548196866617, 'da': 0.32232548196866617, 'dd': 0.32232548196866617}]
Number of points in noise estimation: 128
Estimated noise: 0.07316491873147297
0.07316491873147297
threshold is:
[{'ad': 0.017936911838754455, 'da': 0.005965290747206475, 'dd': 0.02331358143290385}, {'ad': 0.01853555153398334, 'da': 0.00981373386938282, 'dd': 0.029860468979114162}, {'ad': 0.042413595610993234, 'da': 0.0421226991940612, 'dd': 0.05896233822768964}, {'ad': 0.07760839066615466, 'da': 0.0722139770071171, 'dd': 0.2984154098754662}, {'ad': 0.32232548196866617, 'da': 0.32232548196866617, 'dd': 0.32232548196866617}]
['stjerten256', 0.075, 0, 0.005254981516068751, 0.0011915783308160146, 0.0011387747032323631, 0.0032349925125696923, 0.0012259330278252916, 0.0013983651846497783, 0.0012259330278252916, 0.0013983651846497783, 22.79428807225361, 29.23877403151355, 29.43562188845611, 24.901267201740843, 29.11533254483485, 28.5437939728312, 29.11533254483485, 28.5437939728312]
stjerten256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.257349454319374"
[1] "Newton iter: 1, lambda:0.293725252858559, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.293957953852051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293957963328236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293957963328236"
[1] "Starting iterative with newton 0.293957963328236"
[1] "Starting newton at: 0.129976126421589"
[1] "Newton iter: 1, lambda:0.157179421656577, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.157261304324138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.157261305064911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157261305064911"
[1] "Starting iterative with newton 0.157261305064911"
[1] "Starting newton at: 0.212037811422462"
[1] "Newton iter: 1, lambda:0.146982766742305, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.147442805159852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147442828268796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147442828268796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147442828268796"
[1] "Starting iterative with newton 0.147442828268796"
[1] "Starting newton at: 0.221856288218576"
[1] "Newton iter: 1, lambda:0.146075131741189, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.146698337434604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146698379809392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146698379809393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146698379809393"
[1] "Starting iterative with newton 0.146698379809393"
[1] "Starting newton at: 0.22260073667798"
[1] "Newton iter: 1, lambda:0.146005095187742, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.146641687862112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146641732074267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146641732074268, diff to last: 0"
[1] "Final threshold is: 0.010912524286039"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.307638550093721"
[1] "Newton iter: 1, lambda:0.346814177157015, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.347135759417811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347135780933231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347135780933232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347135780933232"
[1] "Starting iterative with newton 0.347135780933232"
[1] "Starting newton at: 0.196617720206075"
[1] "Newton iter: 1, lambda:0.124816665197128, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.125471958959259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125472013578284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125472013578284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125472013578284"
[1] "Starting iterative with newton 0.125472013578284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102485598128096, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103690103700841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103690270194375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103690270194378, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.103690270194375"
[1] "Starting iterative with newton 0.103690270194375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100453062005218, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101597788610428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101597937372023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101597937372026, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101597937372023"
[1] "Starting iterative with newton 0.101597937372023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100258327135903, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101397425207546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101397572355988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101397572355991, diff to last: 0"
[1] "Final threshold is: 0.00754562466787917"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.313478083458854"
[1] "Newton iter: 1, lambda:0.365904842211065, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.366576528132814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.366576637587128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366576637587131, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.366576637587131"
[1] "Starting iterative with newton 0.366576637587131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122049385878016, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123669098366652, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123669383981493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123669383981502, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123669383981493"
[1] "Starting iterative with newton 0.123669383981493"
[1] "Starting newton at: 0.125671697617355"
[1] "Newton iter: 1, lambda:0.108137767000427, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.108167494040609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.108167494126035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108167494126035"
[1] "Starting iterative with newton 0.108167494126035"
[1] "Starting newton at: 0.141173587472813"
[1] "Newton iter: 1, lambda:0.107033463593108, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.10714538753737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107145388739703, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10714538753737"
[1] "Starting iterative with newton 0.10714538753737"
[1] "Starting newton at: 0.142195694061479"
[1] "Newton iter: 1, lambda:0.106958628153265, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.107077806025649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107077807388242, diff to last: 0"
[1] "Final threshold is: 0.0079683262207983"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0.708697813899091"
[1] "Newton iter: 1, lambda:0.541760226530557, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.5505898165667, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.550615907010962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550615907238219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550615907010962"
[1] "Starting iterative with newton 0.550615907010962"
[1] "Starting newton at: 0.268084442307312"
[1] "Newton iter: 1, lambda:0.321062172722743, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.321760474589391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321760595169764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321760595169768, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321760595169768"
[1] "Starting iterative with newton 0.321760595169768"
[1] "Starting newton at: 0.389999010380311"
[1] "Newton iter: 1, lambda:0.282081620545276, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.28479140079058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.284793132540635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284793132541342, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.284793132540635"
[1] "Starting iterative with newton 0.284793132540635"
[1] "Starting newton at: 0.358062667652179"
[1] "Newton iter: 1, lambda:0.277062266220812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.278582020055172, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.278582560024537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278582560024605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.278582560024537"
[1] "Starting iterative with newton 0.278582560024537"
[1] "Starting newton at: 0.364273240168277"
[1] "Newton iter: 1, lambda:0.275718562039147, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.277530700578437, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.277531467194854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277531467194991, diff to last: 0"
[1] "Final threshold is: 0.0206528444056433"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0.487650821103002"
[1] "Newton iter: 1, lambda:0.596367766222897, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.600868627077718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.600876121690658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600876121711409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600876121711409"
[1] "Starting iterative with newton 0.600876121711409"
[1] "Starting newton at: 0.267818689695915"
[1] "Newton iter: 1, lambda:0.296668654913097, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.296865868181026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296865877372209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296865877372209"
[1] "Starting iterative with newton 0.296865877372209"
[1] "Starting newton at: 0.321088828728169"
[1] "Newton iter: 1, lambda:0.24728410974622, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.248466240523559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248466545638999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248466545639019, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248466545638999"
[1] "Starting iterative with newton 0.248466545638999"
[1] "Starting newton at: 0.314261275612676"
[1] "Newton iter: 1, lambda:0.239341984794537, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.240543396222149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240543706959034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240543706959055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240543706959034"
[1] "Starting iterative with newton 0.240543706959034"
[1] "Starting newton at: 0.317565047756447"
[1] "Newton iter: 1, lambda:0.237889036028772, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.239244171889948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239244566305737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23924456630577, diff to last: 0"
[1] "Final threshold is: 0.0178036777333777"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 0.755451605218406"
[1] "Newton iter: 1, lambda:0.671180927290738, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.674099700603527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.674103323449939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674103323455514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674103323455514"
[1] "Starting iterative with newton 0.674103323455514"
[1] "Starting newton at: 0.628712883086304"
[1] "Newton iter: 1, lambda:0.500696321303633, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.506691069538117, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.506704704774331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506704704844773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.506704704774331"
[1] "Starting iterative with newton 0.506704704774331"
[1] "Starting newton at: 0.403178242820821"
[1] "Newton iter: 1, lambda:0.466659316744673, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.468152896030269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468153713470763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468153713471008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468153713470763"
[1] "Starting iterative with newton 0.468153713470763"
[1] "Starting newton at: 0.398101313944676"
[1] "Newton iter: 1, lambda:0.457729328872066, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.459034425446959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459035044222146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459035044222285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.459035044222146"
[1] "Starting iterative with newton 0.459035044222146"
[1] "Starting newton at: 0.407219983193293"
[1] "Newton iter: 1, lambda:0.455994148818189, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.456863950865469, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.456864225116541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456864225116568, diff to last: 0"
[1] "Final threshold is: 0.033998111461761"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 0.814794042505975"
[1] "Newton iter: 1, lambda:0.787707626714445, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.78810452329803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78810460952291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788104609522914, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78810460952291"
[1] "Starting iterative with newton 0.78810460952291"
[1] "Starting newton at: 0.561218780477578"
[1] "Newton iter: 1, lambda:0.654456026693819, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.658856086479534, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.658865654210947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658865654256123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.658865654210947"
[1] "Starting iterative with newton 0.658865654210947"
[1] "Starting newton at: 0.591136865961522"
[1] "Newton iter: 1, lambda:0.621999065328855, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.622458245188083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.622458345994987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622458345994992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.622458345994987"
[1] "Starting iterative with newton 0.622458345994987"
[1] "Starting newton at: 0.553799835762145"
[1] "Newton iter: 1, lambda:0.610452875192859, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.611994984177644, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.61199611092563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996110926232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.61199611092563"
[1] "Starting iterative with newton 0.61199611092563"
[1] "Starting newton at: 0.560256950410613"
[1] "Newton iter: 1, lambda:0.607886921509027, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.608971575265315, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608972131097489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608972131097634, diff to last: 0"
[1] "Final threshold is: 0.0453174077810145"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 0.679915547445887"
[1] "Newton iter: 1, lambda:0.794099475792444, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.801383371685526, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.80141180302013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.801411803451923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.80141180302013"
[1] "Starting iterative with newton 0.80141180302013"
[1] "Starting newton at: 0.731574523976922"
[1] "Newton iter: 1, lambda:0.665965582186319, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.668048370716051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.668050522832323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668050522834619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668050522834619"
[1] "Starting iterative with newton 0.668050522834619"
[1] "Starting newton at: 0.573836682376589"
[1] "Newton iter: 1, lambda:0.626729896177297, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.628102802832661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.628103714094933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628103714095335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.628103714094933"
[1] "Starting iterative with newton 0.628103714094933"
[1] "Starting newton at: 0.58251472627544"
[1] "Newton iter: 1, lambda:0.61528714723836, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.615806752263459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615806881668505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615806881668513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615806881668505"
[1] "Starting iterative with newton 0.615806881668505"
[1] "Starting newton at: 0.586185253828574"
[1] "Newton iter: 1, lambda:0.611682972010798, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.611996007261046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611996054100366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996054100367, diff to last: 0"
[1] "Final threshold is: 0.0455424367188187"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 0.92461875410865"
[1] "Newton iter: 1, lambda:0.981216029017608, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.983681632668606, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.983686185867047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983686185882554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.983686185882554"
[1] "Starting iterative with newton 0.983686185882554"
[1] "Starting newton at: 0.893362457441422"
[1] "Newton iter: 1, lambda:1.00268947976421, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.01229267761877, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01236333490668, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01236333871131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.01236333871131"
[1] "Starting iterative with newton 1.01236333871131"
[1] "Starting newton at: 0.880941561856724"
[1] "Newton iter: 1, lambda:1.01034262807959, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.02401405647839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.02415868919172, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02415870525503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02415870525503, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02415870525503"
[1] "Starting iterative with newton 1.02415870525503"
[1] "Starting newton at: 1.18836837745194"
[1] "Newton iter: 1, lambda:1.00598352707066, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.02859272850395, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.02899150100238, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02899162350806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02899162350808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02899162350808"
[1] "Starting iterative with newton 1.02899162350808"
[1] "Starting newton at: 1.18376203822966"
[1] "Newton iter: 1, lambda:1.00994338786095, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.03063437330411, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03096842897043, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03096851504488, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03096851504489, diff to last: 0"
[1] "Final threshold is: 0.0767207860915816"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.24634905272514"
[1] "Newton iter: 1, lambda:1.14551724673176, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.15404681513045, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.15411331482863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15411331884671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15411331482863"
[1] "Starting iterative with newton 1.15411331482863"
[1] "Starting newton at: 1.21121635692643"
[1] "Newton iter: 1, lambda:1.3247183237051, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.33841310418888, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.3385986224883, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33859865614956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33859865614956, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33859865614956"
[1] "Starting iterative with newton 1.33859865614956"
[1] "Starting newton at: 1.69149341651045"
[1] "Newton iter: 1, lambda:1.3304062877182, diff to last: 0.361"
[1] "Newton iter: 2, lambda:1.41903717594982, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.42754032486871, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.4276136115984, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42761361700095, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42761361700095"
[1] "Starting iterative with newton 1.42761361700095"
[1] "Starting newton at: 1.70797160319102"
[1] "Newton iter: 1, lambda:1.38855317625523, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.4616584093613, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.46745480110104, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.46748917365188, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46748917485408, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46748917485408"
[1] "Starting iterative with newton 1.46748917485408"
[1] "Starting newton at: 1.73468924829541"
[1] "Newton iter: 1, lambda:1.39789914575624, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.47766594753423, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.48464363579712, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.48469374699573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48469374956337, diff to last: 0"
[1] "Final threshold is: 0.110485305719351"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 0.964641107885869"
[1] "Newton iter: 1, lambda:1.0957643089618, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.11144216381197, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.11165294482186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11165298253799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.111652982538, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.111652982538"
[1] "Starting iterative with newton 1.111652982538"
[1] "Starting newton at: 1.32041326953385"
[1] "Newton iter: 1, lambda:1.22643427967011, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.23377173090555, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23382030994532, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23382031206311, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23382031206311"
[1] "Starting iterative with newton 1.23382031206311"
[1] "Starting newton at: 1.32634717490268"
[1] "Newton iter: 1, lambda:1.28620487143584, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.28763645720218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28763834122482, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28763834122808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28763834122482"
[1] "Starting iterative with newton 1.28763834122482"
[1] "Starting newton at: 1.32052254535258"
[1] "Newton iter: 1, lambda:1.31038449877784, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.31047899842246, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31047900670211, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31047900670211"
[1] "Starting iterative with newton 1.31047900670211"
[1] "Starting newton at: 1.34899693775471"
[1] "Newton iter: 1, lambda:1.31920902564742, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.32001455991356, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32001516427675, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32001516427709, diff to last: 0"
[1] "Final threshold is: 0.0982305468870085"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.38511332402369"
[1] "Newton iter: 1, lambda:1.4243841023758, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.4263694441931, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42637435065351, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42637435068342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42637435068342"
[1] "Starting iterative with newton 1.42637435068342"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303519077045653"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 1.32023059688521"
[1] "Newton iter: 1, lambda:1.46275366559225, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.4925172610049, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.49371881492913, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49372071880556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49372071881034, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49372071880556"
[1] "Starting iterative with newton 1.49372071880556"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 1.31639851751089"
[1] "Newton iter: 1, lambda:1.46996933775201, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.50551523748855, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.50728135649707, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50728557360082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50728557362482, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50728557362482"
[1] "Starting iterative with newton 1.50728557362482"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.2288428332357"
[1] "Newton iter: 1, lambda:1.48501057619963, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.59454350473523, diff to last: 0.11"
[1] "Newton iter: 3, lambda:1.61435443048597, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61495468612968, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61495522530248, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61495522530291, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61495522530291"
[1] "Starting iterative with newton 1.61495522530291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
threshold is:
[{'ad': 0.010912524286038982, 'da': 0.007545624667879169, 'dd': 0.007968326220798298}, {'ad': 0.020652844405643328, 'da': 0.017803677733377748, 'dd': 0.03399811146176101}, {'ad': 0.04531740778101455, 'da': 0.04554243671881869, 'dd': 0.07672078609158162}, {'ad': 0.11048530571935117, 'da': 0.09823054688700847, 'dd': 0.3035190770456534}, {'ad': 0.3278380725588262, 'da': 0.3278380725588262, 'dd': 0.3278380725588262}]
Number of points in noise estimation: 128
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.98079780652234"
[1] "Starting iterative with newton 6.98079780652234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.73024623140298"
[1] "Starting iterative with newton 6.73024623140298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.99526358850026"
[1] "Starting iterative with newton 4.99526358850026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 1.92766845746859"
[1] "Newton iter: 1, lambda:1.55536858328411, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.52407346072184, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.52341965950419, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52341936045048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52341936045041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52341936045041"
[1] "Starting iterative with newton 1.52341936045041"
[1] "Starting newton at: 1.84409582123411"
[1] "Newton iter: 1, lambda:1.49938418559299, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.46088462068258, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.45975951900845, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.45975850883746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45975850883665, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45975850883665"
[1] "Starting iterative with newton 1.45975850883665"
[1] "Starting newton at: 1.79875710672817"
[1] "Newton iter: 1, lambda:1.44381844125709, diff to last: 0.355"
[1] "Newton iter: 2, lambda:1.395219263237, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.39318427846368, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39318051026452, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39318051025158, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39318051025158"
[1] "Starting iterative with newton 1.39318051025158"
[1] "Starting newton at: 1.62210259759371"
[1] "Newton iter: 1, lambda:1.35345435004948, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.30667053410147, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.30440704507689, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30440152990606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30440152987327, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30440152990606"
[1] "Starting iterative with newton 1.30440152990606"
[1] "Starting newton at: 1.50777641084279"
[1] "Newton iter: 1, lambda:1.22092094919925, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.1487668532157, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.14158946731382, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.14151538977301, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14151538187041, diff to last: 0"
[1] "Final threshold is: 0.0849472667251309"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 1.491201429463"
[1] "Newton iter: 1, lambda:1.32381332136325, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.29926431106509, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.29860933136867, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29860885718234, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29860885718209, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29860885718209"
[1] "Starting iterative with newton 1.29860885718209"
[1] "Starting newton at: 1.51593206635365"
[1] "Newton iter: 1, lambda:1.35208632946058, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.32996358655801, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.32946114504202, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32946088142769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32946088142762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32946088142762"
[1] "Starting iterative with newton 1.32946088142762"
[1] "Starting newton at: 1.55102374184548"
[1] "Newton iter: 1, lambda:1.39000587357285, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.3704293517433, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.37006501245923, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37006488405906, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37006488405905, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37006488405905"
[1] "Starting iterative with newton 1.37006488405905"
[1] "Starting newton at: 1.56307043913248"
[1] "Newton iter: 1, lambda:1.41197240289284, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.39536280260532, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.39511249584474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39511243809162, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39511243809162, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39511243809162"
[1] "Starting iterative with newton 1.39511243809162"
[1] "Starting newton at: 1.60652057943362"
[1] "Newton iter: 1, lambda:1.44725141843564, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.43062717584915, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.43039364738579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43039360047692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43039360047691, diff to last: 0"
[1] "Final threshold is: 0.106444493549038"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 1.5047337627482"
[1] "Newton iter: 1, lambda:1.31852129751379, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.29090995156285, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29010577831304, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29010508045412, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29010508045359, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29010508045359"
[1] "Starting iterative with newton 1.29010508045359"
[1] "Starting newton at: 1.49156272249537"
[1] "Newton iter: 1, lambda:1.2931100236601, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.26041990519017, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.25922747288175, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.25922584673263, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2592258467296, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2592258467296"
[1] "Starting iterative with newton 1.2592258467296"
[1] "Starting newton at: 1.47239283030158"
[1] "Newton iter: 1, lambda:1.26297258556066, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.22450300531639, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.22273870033393, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.22273489197236, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2227348919546, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2227348919546"
[1] "Starting iterative with newton 1.2227348919546"
[1] "Starting newton at: 1.41348552492129"
[1] "Newton iter: 1, lambda:1.20617560948814, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.16276667985967, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.16024298608913, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.160234258865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16023425876055, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16023425876055"
[1] "Starting iterative with newton 1.16023425876055"
[1] "Starting newton at: 1.32707006840748"
[1] "Newton iter: 1, lambda:1.08428179459679, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.01031203022885, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00064490121856, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.00047517017581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00047511792927, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00047511792927, diff to last: 0"
[1] "Final threshold is: 0.074451582558037"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 1.2341685484107"
[1] "Newton iter: 1, lambda:1.18122461136769, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.17765388949603, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.17763708498623, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17763708461354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17763708461354"
[1] "Starting iterative with newton 1.17763708461354"
[1] "Starting newton at: 1.44766247426979"
[1] "Newton iter: 1, lambda:1.51002724935896, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.50727492535215, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.50727004515409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50727004513868, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50727004513868"
[1] "Starting iterative with newton 1.50727004513868"
[1] "Starting newton at: 1.85932505580702"
[1] "Newton iter: 1, lambda:1.80680901954077, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.80634468624639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80634463728217, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80634463728217, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80634463728217"
[1] "Starting iterative with newton 1.80634463728217"
[1] "Starting newton at: 1.9219970095085"
[1] "Newton iter: 1, lambda:1.96210578732875, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.96192982264713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96192982053584, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96192982053584"
[1] "Starting iterative with newton 1.96192982053584"
[1] "Starting newton at: 2.13100901940964"
[1] "Newton iter: 1, lambda:2.06435358894403, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.06468872157822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06468872336306, diff to last: 0"
[1] "Final threshold is: 0.153646342811876"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.21218287721599"
[1] "Newton iter: 1, lambda:1.24953652313274, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.2479978521514, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.2479953108353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24799531082836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2479953108353"
[1] "Starting iterative with newton 1.2479953108353"
[1] "Starting newton at: 1.75501478694987"
[1] "Newton iter: 1, lambda:1.79408994159863, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.79386856030251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79386855566099, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79386855566099"
[1] "Starting iterative with newton 1.79386855566099"
[1] "Starting newton at: 2.12356963793453"
[1] "Newton iter: 1, lambda:2.19448450333029, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.19574091216604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19574140854739, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19574140854747, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19574140854747"
[1] "Starting iterative with newton 2.19574140854747"
[1] "Starting newton at: 2.39885902922923"
[1] "Newton iter: 1, lambda:2.43398893612246, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.43453149175622, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4345316270344, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43453162703441, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.43453162703441"
[1] "Starting iterative with newton 2.43453162703441"
[1] "Starting newton at: 2.54040747003766"
[1] "Newton iter: 1, lambda:2.57686708837837, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.57753941482404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5775396495985, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57753964959852, diff to last: 0"
[1] "Final threshold is: 0.191810773281286"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 1.23775378587761"
[1] "Newton iter: 1, lambda:1.2472921302282, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.24719113516943, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24719112392615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24719112392615, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24719112392615"
[1] "Starting iterative with newton 1.24719112392615"
[1] "Starting newton at: 1.77212307487947"
[1] "Newton iter: 1, lambda:1.77201353183909, diff to last: 0"
[1] "Newton iter: 2, lambda:1.77201352977527, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77201353183909"
[1] "Starting iterative with newton 1.77201353183909"
[1] "Starting newton at: 2.18924757554886"
[1] "Newton iter: 1, lambda:2.15521640870958, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.15550129232919, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15550130996901, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15550130996901, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15550130996901"
[1] "Starting iterative with newton 2.15550130996901"
[1] "Starting newton at: 2.38738962828813"
[1] "Newton iter: 1, lambda:2.34737716684161, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34795064158775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34795075147002, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34795075147003, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34795075147002"
[1] "Starting iterative with newton 2.34795075147002"
[1] "Starting newton at: 2.47415449488665"
[1] "Newton iter: 1, lambda:2.45458656142137, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.45473637607197, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45473638464086, diff to last: 0"
[1] "Final threshold is: 0.182672217115808"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.51755513576288"
[1] "Newton iter: 1, lambda:1.54926056899498, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.54885764836159, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54885759104565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54885759104565, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54885759104565"
[1] "Starting iterative with newton 1.54885759104565"
[1] "Starting newton at: 2.34231103039439"
[1] "Newton iter: 1, lambda:2.35448720373102, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.3545900338124, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35459004121529, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.35459004121529"
[1] "Starting iterative with newton 2.35459004121529"
[1] "Starting newton at: 2.82274088773482"
[1] "Newton iter: 1, lambda:2.87323347424818, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.87569379186646, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.87569958355454, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87569958358661, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.87569958355454"
[1] "Starting iterative with newton 2.87569958355454"
[1] "Starting newton at: 3.16574884971012"
[1] "Newton iter: 1, lambda:3.11954269932374, diff to last: 0.046"
[1] "Newton iter: 2, lambda:3.12166416405264, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.12166878552277, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12166878554467, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12166878554467"
[1] "Starting iterative with newton 3.12166878554467"
[1] "Starting newton at: 3.19035088165558"
[1] "Newton iter: 1, lambda:3.22776571202236, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.2292833632972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.22928579918817, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22928579919444, diff to last: 0"
[1] "Final threshold is: 0.240311262092996"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 2.02567343082712"
[1] "Newton iter: 1, lambda:1.85344325195544, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.86428229699344, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.86430311736571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86430311744859, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.86430311736571"
[1] "Starting iterative with newton 1.86430311736571"
[1] "Starting newton at: 2.62161379396601"
[1] "Newton iter: 1, lambda:2.69203370451829, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.69712310767776, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.69714977494563, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69714977567716, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.69714977567716"
[1] "Starting iterative with newton 2.69714977567716"
[1] "Starting newton at: 3.11237423595827"
[1] "Newton iter: 1, lambda:3.17427841583503, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.17905721080881, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.17908465077376, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17908465167512, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.17908465077376"
[1] "Starting iterative with newton 3.17908465077376"
[1] "Starting newton at: 3.47474693187813"
[1] "Newton iter: 1, lambda:3.45202076421943, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.45265251083228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.45265301207466, diff to last: 0"
[1] "Newton iter: 4, lambda:3.45265301207497, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.45265301207466"
[1] "Starting iterative with newton 3.45265301207466"
[1] "Starting newton at: 3.54674650419782"
[1] "Newton iter: 1, lambda:3.58914786053493, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.5915494684277, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.5915568092065, diff to last: 0"
[1] "Newton iter: 4, lambda:3.59155680927488, diff to last: 0"
[1] "Final threshold is: 0.2672701034744"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 2.0117645014828"
[1] "Newton iter: 1, lambda:1.88290394365315, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.88924762948573, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.88925723455721, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88925723457998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88925723455721"
[1] "Starting iterative with newton 1.88925723455721"
[1] "Starting newton at: 2.59344597202071"
[1] "Newton iter: 1, lambda:2.7122251356405, diff to last: 0.119"
[1] "Newton iter: 2, lambda:2.72726855807289, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.7275145381637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72751460372248, diff to last: 0"
[1] "Newton iter: 5, lambda:2.72751460372249, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.72751460372248"
[1] "Starting iterative with newton 2.72751460372248"
[1] "Starting newton at: 3.2158201139888"
[1] "Newton iter: 1, lambda:3.23436660678634, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.23481538755792, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23481564637476, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23481564637484, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23481564637484"
[1] "Starting iterative with newton 3.23481564637484"
[1] "Starting newton at: 3.51588905808786"
[1] "Newton iter: 1, lambda:3.54175484080062, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.54270510967624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.54270635583033, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54270635583247, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.54270635583033"
[1] "Starting iterative with newton 3.54270635583033"
[1] "Starting newton at: 3.74193878222317"
[1] "Newton iter: 1, lambda:3.70509466416662, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.70693123268979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.70693605073365, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70693605076673, diff to last: 0"
[1] "Final threshold is: 0.275856191198684"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.90331751102297"
[1] "Newton iter: 1, lambda:2.31736335132934, diff to last: 0.414"
[1] "Newton iter: 2, lambda:2.43316849424809, diff to last: 0.116"
[1] "Newton iter: 3, lambda:2.45189040593224, diff to last: 0.019"
[1] "Newton iter: 4, lambda:2.45239377571011, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.45239413750508, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45239413750527, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45239413750527"
[1] "Starting iterative with newton 2.45239413750527"
[1] "Starting newton at: 3.11952254649201"
[1] "Newton iter: 1, lambda:3.27469439991844, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.31789743600167, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.32111102478634, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.32112810378902, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32112810426965, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32112810378902"
[1] "Starting iterative with newton 3.32112810378902"
[1] "Starting newton at: 3.77628382022995"
[1] "Newton iter: 1, lambda:3.98515151960881, diff to last: 0.209"
[1] "Newton iter: 2, lambda:4.10116692794867, diff to last: 0.116"
[1] "Newton iter: 3, lambda:4.13621072235076, diff to last: 0.035"
[1] "Newton iter: 4, lambda:4.13908072660103, diff to last: 0.003"
[1] "Newton iter: 5, lambda:4.13909885700798, diff to last: 0"
[1] "Newton iter: 6, lambda:4.13909885772742, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.13909885772742"
[1] "Starting iterative with newton 4.13909885772742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0849472667251309}, {'ad': 0.10644449354903784, 'da': 0.07445158255803704, 'dd': 0.15364634281187636}, {'ad': 0.19181077328128554, 'da': 0.18267221711580772, 'dd': 0.24031126209299555}, {'ad': 0.2672701034743996, 'da': 0.2758561911986844, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360928663005533. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.98079780652234"
[1] "Starting iterative with newton 6.98079780652234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.73024623140298"
[1] "Starting iterative with newton 6.73024623140298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.99526358850026"
[1] "Starting iterative with newton 4.99526358850026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 1.92766845746859"
[1] "Newton iter: 1, lambda:1.55536858328411, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.52407346072184, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.52341965950419, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52341936045048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52341936045041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52341936045041"
[1] "Starting iterative with newton 1.52341936045041"
[1] "Starting newton at: 1.84409582123411"
[1] "Newton iter: 1, lambda:1.49938418559299, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.46088462068258, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.45975951900845, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.45975850883746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45975850883665, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45975850883665"
[1] "Starting iterative with newton 1.45975850883665"
[1] "Starting newton at: 1.79875710672817"
[1] "Newton iter: 1, lambda:1.44381844125709, diff to last: 0.355"
[1] "Newton iter: 2, lambda:1.395219263237, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.39318427846368, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39318051026452, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39318051025158, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39318051025158"
[1] "Starting iterative with newton 1.39318051025158"
[1] "Starting newton at: 1.62210259759371"
[1] "Newton iter: 1, lambda:1.35345435004948, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.30667053410147, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.30440704507689, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30440152990606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30440152987327, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30440152990606"
[1] "Starting iterative with newton 1.30440152990606"
[1] "Starting newton at: 1.50777641084279"
[1] "Newton iter: 1, lambda:1.22092094919925, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.1487668532157, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.14158946731382, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.14151538977301, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14151538187041, diff to last: 0"
[1] "Final threshold is: 0.0849472667251309"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 1.491201429463"
[1] "Newton iter: 1, lambda:1.32381332136325, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.29926431106509, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.29860933136867, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29860885718234, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29860885718209, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29860885718209"
[1] "Starting iterative with newton 1.29860885718209"
[1] "Starting newton at: 1.51593206635365"
[1] "Newton iter: 1, lambda:1.35208632946058, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.32996358655801, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.32946114504202, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32946088142769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32946088142762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32946088142762"
[1] "Starting iterative with newton 1.32946088142762"
[1] "Starting newton at: 1.55102374184548"
[1] "Newton iter: 1, lambda:1.39000587357285, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.3704293517433, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.37006501245923, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37006488405906, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37006488405905, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37006488405905"
[1] "Starting iterative with newton 1.37006488405905"
[1] "Starting newton at: 1.56307043913248"
[1] "Newton iter: 1, lambda:1.41197240289284, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.39536280260532, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.39511249584474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39511243809162, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39511243809162, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39511243809162"
[1] "Starting iterative with newton 1.39511243809162"
[1] "Starting newton at: 1.60652057943362"
[1] "Newton iter: 1, lambda:1.44725141843564, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.43062717584915, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.43039364738579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43039360047692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43039360047691, diff to last: 0"
[1] "Final threshold is: 0.106444493549038"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 1.5047337627482"
[1] "Newton iter: 1, lambda:1.31852129751379, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.29090995156285, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29010577831304, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29010508045412, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29010508045359, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29010508045359"
[1] "Starting iterative with newton 1.29010508045359"
[1] "Starting newton at: 1.49156272249537"
[1] "Newton iter: 1, lambda:1.2931100236601, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.26041990519017, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.25922747288175, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.25922584673263, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2592258467296, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2592258467296"
[1] "Starting iterative with newton 1.2592258467296"
[1] "Starting newton at: 1.47239283030158"
[1] "Newton iter: 1, lambda:1.26297258556066, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.22450300531639, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.22273870033393, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.22273489197236, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2227348919546, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2227348919546"
[1] "Starting iterative with newton 1.2227348919546"
[1] "Starting newton at: 1.41348552492129"
[1] "Newton iter: 1, lambda:1.20617560948814, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.16276667985967, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.16024298608913, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.160234258865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16023425876055, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16023425876055"
[1] "Starting iterative with newton 1.16023425876055"
[1] "Starting newton at: 1.32707006840748"
[1] "Newton iter: 1, lambda:1.08428179459679, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.01031203022885, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00064490121856, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.00047517017581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00047511792927, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00047511792927, diff to last: 0"
[1] "Final threshold is: 0.074451582558037"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 1.2341685484107"
[1] "Newton iter: 1, lambda:1.18122461136769, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.17765388949603, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.17763708498623, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17763708461354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17763708461354"
[1] "Starting iterative with newton 1.17763708461354"
[1] "Starting newton at: 1.44766247426979"
[1] "Newton iter: 1, lambda:1.51002724935896, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.50727492535215, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.50727004515409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50727004513868, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50727004513868"
[1] "Starting iterative with newton 1.50727004513868"
[1] "Starting newton at: 1.85932505580702"
[1] "Newton iter: 1, lambda:1.80680901954077, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.80634468624639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80634463728217, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80634463728217, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80634463728217"
[1] "Starting iterative with newton 1.80634463728217"
[1] "Starting newton at: 1.9219970095085"
[1] "Newton iter: 1, lambda:1.96210578732875, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.96192982264713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96192982053584, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96192982053584"
[1] "Starting iterative with newton 1.96192982053584"
[1] "Starting newton at: 2.13100901940964"
[1] "Newton iter: 1, lambda:2.06435358894403, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.06468872157822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06468872336306, diff to last: 0"
[1] "Final threshold is: 0.153646342811876"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.21218287721599"
[1] "Newton iter: 1, lambda:1.24953652313274, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.2479978521514, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.2479953108353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24799531082836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2479953108353"
[1] "Starting iterative with newton 1.2479953108353"
[1] "Starting newton at: 1.75501478694987"
[1] "Newton iter: 1, lambda:1.79408994159863, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.79386856030251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79386855566099, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79386855566099"
[1] "Starting iterative with newton 1.79386855566099"
[1] "Starting newton at: 2.12356963793453"
[1] "Newton iter: 1, lambda:2.19448450333029, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.19574091216604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19574140854739, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19574140854747, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19574140854747"
[1] "Starting iterative with newton 2.19574140854747"
[1] "Starting newton at: 2.39885902922923"
[1] "Newton iter: 1, lambda:2.43398893612246, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.43453149175622, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4345316270344, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43453162703441, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.43453162703441"
[1] "Starting iterative with newton 2.43453162703441"
[1] "Starting newton at: 2.54040747003766"
[1] "Newton iter: 1, lambda:2.57686708837837, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.57753941482404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5775396495985, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57753964959852, diff to last: 0"
[1] "Final threshold is: 0.191810773281286"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 1.23775378587761"
[1] "Newton iter: 1, lambda:1.2472921302282, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.24719113516943, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24719112392615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24719112392615, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24719112392615"
[1] "Starting iterative with newton 1.24719112392615"
[1] "Starting newton at: 1.77212307487947"
[1] "Newton iter: 1, lambda:1.77201353183909, diff to last: 0"
[1] "Newton iter: 2, lambda:1.77201352977527, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77201353183909"
[1] "Starting iterative with newton 1.77201353183909"
[1] "Starting newton at: 2.18924757554886"
[1] "Newton iter: 1, lambda:2.15521640870958, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.15550129232919, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15550130996901, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15550130996901, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15550130996901"
[1] "Starting iterative with newton 2.15550130996901"
[1] "Starting newton at: 2.38738962828813"
[1] "Newton iter: 1, lambda:2.34737716684161, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34795064158775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34795075147002, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34795075147003, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34795075147002"
[1] "Starting iterative with newton 2.34795075147002"
[1] "Starting newton at: 2.47415449488665"
[1] "Newton iter: 1, lambda:2.45458656142137, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.45473637607197, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45473638464086, diff to last: 0"
[1] "Final threshold is: 0.182672217115808"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.51755513576288"
[1] "Newton iter: 1, lambda:1.54926056899498, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.54885764836159, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54885759104565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54885759104565, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54885759104565"
[1] "Starting iterative with newton 1.54885759104565"
[1] "Starting newton at: 2.34231103039439"
[1] "Newton iter: 1, lambda:2.35448720373102, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.3545900338124, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35459004121529, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.35459004121529"
[1] "Starting iterative with newton 2.35459004121529"
[1] "Starting newton at: 2.82274088773482"
[1] "Newton iter: 1, lambda:2.87323347424818, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.87569379186646, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.87569958355454, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87569958358661, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.87569958355454"
[1] "Starting iterative with newton 2.87569958355454"
[1] "Starting newton at: 3.16574884971012"
[1] "Newton iter: 1, lambda:3.11954269932374, diff to last: 0.046"
[1] "Newton iter: 2, lambda:3.12166416405264, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.12166878552277, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12166878554467, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12166878554467"
[1] "Starting iterative with newton 3.12166878554467"
[1] "Starting newton at: 3.19035088165558"
[1] "Newton iter: 1, lambda:3.22776571202236, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.2292833632972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.22928579918817, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22928579919444, diff to last: 0"
[1] "Final threshold is: 0.240311262092996"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 2.02567343082712"
[1] "Newton iter: 1, lambda:1.85344325195544, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.86428229699344, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.86430311736571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86430311744859, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.86430311736571"
[1] "Starting iterative with newton 1.86430311736571"
[1] "Starting newton at: 2.62161379396601"
[1] "Newton iter: 1, lambda:2.69203370451829, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.69712310767776, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.69714977494563, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69714977567716, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.69714977567716"
[1] "Starting iterative with newton 2.69714977567716"
[1] "Starting newton at: 3.11237423595827"
[1] "Newton iter: 1, lambda:3.17427841583503, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.17905721080881, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.17908465077376, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17908465167512, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.17908465077376"
[1] "Starting iterative with newton 3.17908465077376"
[1] "Starting newton at: 3.47474693187813"
[1] "Newton iter: 1, lambda:3.45202076421943, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.45265251083228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.45265301207466, diff to last: 0"
[1] "Newton iter: 4, lambda:3.45265301207497, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.45265301207466"
[1] "Starting iterative with newton 3.45265301207466"
[1] "Starting newton at: 3.54674650419782"
[1] "Newton iter: 1, lambda:3.58914786053493, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.5915494684277, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.5915568092065, diff to last: 0"
[1] "Newton iter: 4, lambda:3.59155680927488, diff to last: 0"
[1] "Final threshold is: 0.2672701034744"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 2.0117645014828"
[1] "Newton iter: 1, lambda:1.88290394365315, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.88924762948573, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.88925723455721, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88925723457998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88925723455721"
[1] "Starting iterative with newton 1.88925723455721"
[1] "Starting newton at: 2.59344597202071"
[1] "Newton iter: 1, lambda:2.7122251356405, diff to last: 0.119"
[1] "Newton iter: 2, lambda:2.72726855807289, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.7275145381637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72751460372248, diff to last: 0"
[1] "Newton iter: 5, lambda:2.72751460372249, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.72751460372248"
[1] "Starting iterative with newton 2.72751460372248"
[1] "Starting newton at: 3.2158201139888"
[1] "Newton iter: 1, lambda:3.23436660678634, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.23481538755792, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23481564637476, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23481564637484, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23481564637484"
[1] "Starting iterative with newton 3.23481564637484"
[1] "Starting newton at: 3.51588905808786"
[1] "Newton iter: 1, lambda:3.54175484080062, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.54270510967624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.54270635583033, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54270635583247, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.54270635583033"
[1] "Starting iterative with newton 3.54270635583033"
[1] "Starting newton at: 3.74193878222317"
[1] "Newton iter: 1, lambda:3.70509466416662, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.70693123268979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.70693605073365, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70693605076673, diff to last: 0"
[1] "Final threshold is: 0.275856191198684"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.90331751102297"
[1] "Newton iter: 1, lambda:2.31736335132934, diff to last: 0.414"
[1] "Newton iter: 2, lambda:2.43316849424809, diff to last: 0.116"
[1] "Newton iter: 3, lambda:2.45189040593224, diff to last: 0.019"
[1] "Newton iter: 4, lambda:2.45239377571011, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.45239413750508, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45239413750527, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45239413750527"
[1] "Starting iterative with newton 2.45239413750527"
[1] "Starting newton at: 3.11952254649201"
[1] "Newton iter: 1, lambda:3.27469439991844, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.31789743600167, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.32111102478634, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.32112810378902, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32112810426965, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32112810378902"
[1] "Starting iterative with newton 3.32112810378902"
[1] "Starting newton at: 3.77628382022995"
[1] "Newton iter: 1, lambda:3.98515151960881, diff to last: 0.209"
[1] "Newton iter: 2, lambda:4.10116692794867, diff to last: 0.116"
[1] "Newton iter: 3, lambda:4.13621072235076, diff to last: 0.035"
[1] "Newton iter: 4, lambda:4.13908072660103, diff to last: 0.003"
[1] "Newton iter: 5, lambda:4.13909885700798, diff to last: 0"
[1] "Newton iter: 6, lambda:4.13909885772742, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.13909885772742"
[1] "Starting iterative with newton 4.13909885772742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0849472667251309}, {'ad': 0.10644449354903784, 'da': 0.07445158255803704, 'dd': 0.15364634281187636}, {'ad': 0.19181077328128554, 'da': 0.18267221711580772, 'dd': 0.24031126209299555}, {'ad': 0.2672701034743996, 'da': 0.2758561911986844, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360928663005533. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.257349454319374"
[1] "Newton iter: 1, lambda:0.293725252858559, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.293957953852051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293957963328236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293957963328236"
[1] "Starting iterative with newton 0.293957963328236"
[1] "Starting newton at: 0.129976126421589"
[1] "Newton iter: 1, lambda:0.157179421656577, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.157261304324138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.157261305064911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157261305064911"
[1] "Starting iterative with newton 0.157261305064911"
[1] "Starting newton at: 0.212037811422462"
[1] "Newton iter: 1, lambda:0.146982766742305, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.147442805159852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147442828268796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147442828268796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147442828268796"
[1] "Starting iterative with newton 0.147442828268796"
[1] "Starting newton at: 0.221856288218576"
[1] "Newton iter: 1, lambda:0.146075131741189, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.146698337434604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146698379809392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146698379809393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146698379809393"
[1] "Starting iterative with newton 0.146698379809393"
[1] "Starting newton at: 0.22260073667798"
[1] "Newton iter: 1, lambda:0.146005095187742, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.146641687862112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146641732074267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146641732074268, diff to last: 0"
[1] "Final threshold is: 0.010912524286039"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.307638550093721"
[1] "Newton iter: 1, lambda:0.346814177157015, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.347135759417811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347135780933231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347135780933232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347135780933232"
[1] "Starting iterative with newton 0.347135780933232"
[1] "Starting newton at: 0.196617720206075"
[1] "Newton iter: 1, lambda:0.124816665197128, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.125471958959259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125472013578284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125472013578284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125472013578284"
[1] "Starting iterative with newton 0.125472013578284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102485598128096, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103690103700841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103690270194375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103690270194378, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.103690270194375"
[1] "Starting iterative with newton 0.103690270194375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100453062005218, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101597788610428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101597937372023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101597937372026, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101597937372023"
[1] "Starting iterative with newton 0.101597937372023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100258327135903, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101397425207546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101397572355988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101397572355991, diff to last: 0"
[1] "Final threshold is: 0.00754562466787917"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.313478083458854"
[1] "Newton iter: 1, lambda:0.365904842211065, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.366576528132814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.366576637587128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366576637587131, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.366576637587131"
[1] "Starting iterative with newton 0.366576637587131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122049385878016, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123669098366652, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123669383981493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123669383981502, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123669383981493"
[1] "Starting iterative with newton 0.123669383981493"
[1] "Starting newton at: 0.125671697617355"
[1] "Newton iter: 1, lambda:0.108137767000427, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.108167494040609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.108167494126035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108167494126035"
[1] "Starting iterative with newton 0.108167494126035"
[1] "Starting newton at: 0.141173587472813"
[1] "Newton iter: 1, lambda:0.107033463593108, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.10714538753737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107145388739703, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10714538753737"
[1] "Starting iterative with newton 0.10714538753737"
[1] "Starting newton at: 0.142195694061479"
[1] "Newton iter: 1, lambda:0.106958628153265, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.107077806025649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107077807388242, diff to last: 0"
[1] "Final threshold is: 0.0079683262207983"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0.708697813899091"
[1] "Newton iter: 1, lambda:0.541760226530557, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.5505898165667, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.550615907010962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550615907238219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550615907010962"
[1] "Starting iterative with newton 0.550615907010962"
[1] "Starting newton at: 0.268084442307312"
[1] "Newton iter: 1, lambda:0.321062172722743, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.321760474589391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321760595169764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321760595169768, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321760595169768"
[1] "Starting iterative with newton 0.321760595169768"
[1] "Starting newton at: 0.389999010380311"
[1] "Newton iter: 1, lambda:0.282081620545276, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.28479140079058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.284793132540635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284793132541342, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.284793132540635"
[1] "Starting iterative with newton 0.284793132540635"
[1] "Starting newton at: 0.358062667652179"
[1] "Newton iter: 1, lambda:0.277062266220812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.278582020055172, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.278582560024537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278582560024605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.278582560024537"
[1] "Starting iterative with newton 0.278582560024537"
[1] "Starting newton at: 0.364273240168277"
[1] "Newton iter: 1, lambda:0.275718562039147, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.277530700578437, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.277531467194854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277531467194991, diff to last: 0"
[1] "Final threshold is: 0.0206528444056433"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0.487650821103002"
[1] "Newton iter: 1, lambda:0.596367766222897, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.600868627077718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.600876121690658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600876121711409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600876121711409"
[1] "Starting iterative with newton 0.600876121711409"
[1] "Starting newton at: 0.267818689695915"
[1] "Newton iter: 1, lambda:0.296668654913097, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.296865868181026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296865877372209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296865877372209"
[1] "Starting iterative with newton 0.296865877372209"
[1] "Starting newton at: 0.321088828728169"
[1] "Newton iter: 1, lambda:0.24728410974622, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.248466240523559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248466545638999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248466545639019, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248466545638999"
[1] "Starting iterative with newton 0.248466545638999"
[1] "Starting newton at: 0.314261275612676"
[1] "Newton iter: 1, lambda:0.239341984794537, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.240543396222149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240543706959034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240543706959055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240543706959034"
[1] "Starting iterative with newton 0.240543706959034"
[1] "Starting newton at: 0.317565047756447"
[1] "Newton iter: 1, lambda:0.237889036028772, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.239244171889948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239244566305737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23924456630577, diff to last: 0"
[1] "Final threshold is: 0.0178036777333777"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 0.755451605218406"
[1] "Newton iter: 1, lambda:0.671180927290738, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.674099700603527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.674103323449939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674103323455514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674103323455514"
[1] "Starting iterative with newton 0.674103323455514"
[1] "Starting newton at: 0.628712883086304"
[1] "Newton iter: 1, lambda:0.500696321303633, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.506691069538117, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.506704704774331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506704704844773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.506704704774331"
[1] "Starting iterative with newton 0.506704704774331"
[1] "Starting newton at: 0.403178242820821"
[1] "Newton iter: 1, lambda:0.466659316744673, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.468152896030269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468153713470763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468153713471008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468153713470763"
[1] "Starting iterative with newton 0.468153713470763"
[1] "Starting newton at: 0.398101313944676"
[1] "Newton iter: 1, lambda:0.457729328872066, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.459034425446959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459035044222146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459035044222285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.459035044222146"
[1] "Starting iterative with newton 0.459035044222146"
[1] "Starting newton at: 0.407219983193293"
[1] "Newton iter: 1, lambda:0.455994148818189, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.456863950865469, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.456864225116541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456864225116568, diff to last: 0"
[1] "Final threshold is: 0.033998111461761"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 0.814794042505975"
[1] "Newton iter: 1, lambda:0.787707626714445, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.78810452329803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78810460952291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788104609522914, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78810460952291"
[1] "Starting iterative with newton 0.78810460952291"
[1] "Starting newton at: 0.561218780477578"
[1] "Newton iter: 1, lambda:0.654456026693819, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.658856086479534, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.658865654210947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658865654256123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.658865654210947"
[1] "Starting iterative with newton 0.658865654210947"
[1] "Starting newton at: 0.591136865961522"
[1] "Newton iter: 1, lambda:0.621999065328855, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.622458245188083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.622458345994987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622458345994992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.622458345994987"
[1] "Starting iterative with newton 0.622458345994987"
[1] "Starting newton at: 0.553799835762145"
[1] "Newton iter: 1, lambda:0.610452875192859, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.611994984177644, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.61199611092563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996110926232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.61199611092563"
[1] "Starting iterative with newton 0.61199611092563"
[1] "Starting newton at: 0.560256950410613"
[1] "Newton iter: 1, lambda:0.607886921509027, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.608971575265315, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608972131097489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608972131097634, diff to last: 0"
[1] "Final threshold is: 0.0453174077810145"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 0.679915547445887"
[1] "Newton iter: 1, lambda:0.794099475792444, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.801383371685526, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.80141180302013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.801411803451923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.80141180302013"
[1] "Starting iterative with newton 0.80141180302013"
[1] "Starting newton at: 0.731574523976922"
[1] "Newton iter: 1, lambda:0.665965582186319, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.668048370716051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.668050522832323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668050522834619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668050522834619"
[1] "Starting iterative with newton 0.668050522834619"
[1] "Starting newton at: 0.573836682376589"
[1] "Newton iter: 1, lambda:0.626729896177297, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.628102802832661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.628103714094933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628103714095335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.628103714094933"
[1] "Starting iterative with newton 0.628103714094933"
[1] "Starting newton at: 0.58251472627544"
[1] "Newton iter: 1, lambda:0.61528714723836, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.615806752263459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615806881668505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615806881668513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615806881668505"
[1] "Starting iterative with newton 0.615806881668505"
[1] "Starting newton at: 0.586185253828574"
[1] "Newton iter: 1, lambda:0.611682972010798, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.611996007261046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611996054100366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996054100367, diff to last: 0"
[1] "Final threshold is: 0.0455424367188187"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 0.92461875410865"
[1] "Newton iter: 1, lambda:0.981216029017608, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.983681632668606, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.983686185867047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983686185882554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.983686185882554"
[1] "Starting iterative with newton 0.983686185882554"
[1] "Starting newton at: 0.893362457441422"
[1] "Newton iter: 1, lambda:1.00268947976421, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.01229267761877, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01236333490668, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01236333871131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.01236333871131"
[1] "Starting iterative with newton 1.01236333871131"
[1] "Starting newton at: 0.880941561856724"
[1] "Newton iter: 1, lambda:1.01034262807959, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.02401405647839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.02415868919172, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02415870525503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02415870525503, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02415870525503"
[1] "Starting iterative with newton 1.02415870525503"
[1] "Starting newton at: 1.18836837745194"
[1] "Newton iter: 1, lambda:1.00598352707066, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.02859272850395, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.02899150100238, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02899162350806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02899162350808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02899162350808"
[1] "Starting iterative with newton 1.02899162350808"
[1] "Starting newton at: 1.18376203822966"
[1] "Newton iter: 1, lambda:1.00994338786095, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.03063437330411, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03096842897043, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03096851504488, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03096851504489, diff to last: 0"
[1] "Final threshold is: 0.0767207860915816"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.24634905272514"
[1] "Newton iter: 1, lambda:1.14551724673176, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.15404681513045, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.15411331482863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15411331884671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15411331482863"
[1] "Starting iterative with newton 1.15411331482863"
[1] "Starting newton at: 1.21121635692643"
[1] "Newton iter: 1, lambda:1.3247183237051, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.33841310418888, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.3385986224883, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33859865614956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33859865614956, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33859865614956"
[1] "Starting iterative with newton 1.33859865614956"
[1] "Starting newton at: 1.69149341651045"
[1] "Newton iter: 1, lambda:1.3304062877182, diff to last: 0.361"
[1] "Newton iter: 2, lambda:1.41903717594982, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.42754032486871, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.4276136115984, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42761361700095, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42761361700095"
[1] "Starting iterative with newton 1.42761361700095"
[1] "Starting newton at: 1.70797160319102"
[1] "Newton iter: 1, lambda:1.38855317625523, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.4616584093613, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.46745480110104, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.46748917365188, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46748917485408, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46748917485408"
[1] "Starting iterative with newton 1.46748917485408"
[1] "Starting newton at: 1.73468924829541"
[1] "Newton iter: 1, lambda:1.39789914575624, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.47766594753423, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.48464363579712, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.48469374699573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48469374956337, diff to last: 0"
[1] "Final threshold is: 0.110485305719351"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 0.964641107885869"
[1] "Newton iter: 1, lambda:1.0957643089618, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.11144216381197, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.11165294482186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11165298253799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.111652982538, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.111652982538"
[1] "Starting iterative with newton 1.111652982538"
[1] "Starting newton at: 1.32041326953385"
[1] "Newton iter: 1, lambda:1.22643427967011, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.23377173090555, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23382030994532, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23382031206311, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23382031206311"
[1] "Starting iterative with newton 1.23382031206311"
[1] "Starting newton at: 1.32634717490268"
[1] "Newton iter: 1, lambda:1.28620487143584, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.28763645720218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28763834122482, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28763834122808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28763834122482"
[1] "Starting iterative with newton 1.28763834122482"
[1] "Starting newton at: 1.32052254535258"
[1] "Newton iter: 1, lambda:1.31038449877784, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.31047899842246, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31047900670211, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31047900670211"
[1] "Starting iterative with newton 1.31047900670211"
[1] "Starting newton at: 1.34899693775471"
[1] "Newton iter: 1, lambda:1.31920902564742, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.32001455991356, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32001516427675, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32001516427709, diff to last: 0"
[1] "Final threshold is: 0.0982305468870085"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.38511332402369"
[1] "Newton iter: 1, lambda:1.4243841023758, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.4263694441931, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42637435065351, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42637435068342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42637435068342"
[1] "Starting iterative with newton 1.42637435068342"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303519077045653"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 1.32023059688521"
[1] "Newton iter: 1, lambda:1.46275366559225, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.4925172610049, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.49371881492913, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49372071880556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49372071881034, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49372071880556"
[1] "Starting iterative with newton 1.49372071880556"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 1.31639851751089"
[1] "Newton iter: 1, lambda:1.46996933775201, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.50551523748855, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.50728135649707, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50728557360082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50728557362482, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50728557362482"
[1] "Starting iterative with newton 1.50728557362482"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.2288428332357"
[1] "Newton iter: 1, lambda:1.48501057619963, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.59454350473523, diff to last: 0.11"
[1] "Newton iter: 3, lambda:1.61435443048597, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61495468612968, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61495522530248, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61495522530291, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61495522530291"
[1] "Starting iterative with newton 1.61495522530291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
threshold is:
[{'ad': 0.010912524286038982, 'da': 0.007545624667879169, 'dd': 0.007968326220798298}, {'ad': 0.020652844405643328, 'da': 0.017803677733377748, 'dd': 0.03399811146176101}, {'ad': 0.04531740778101455, 'da': 0.04554243671881869, 'dd': 0.07672078609158162}, {'ad': 0.11048530571935117, 'da': 0.09823054688700847, 'dd': 0.3035190770456534}, {'ad': 0.3278380725588262, 'da': 0.3278380725588262, 'dd': 0.3278380725588262}]
Number of points in noise estimation: 128
Estimated noise: 0.07441622607480039
0.07441622607480039
threshold is:
[{'ad': 0.0056152445885486735, 'da': 0.03162340139821215, 'dd': 0.02748997352128793}, {'ad': 0.030375011660920048, 'da': 0.018882071815050243, 'dd': 0.03902496398202361}, {'ad': 0.04027071536524973, 'da': 0.040068723712620755, 'dd': 0.0636994313388062}, {'ad': 0.07235577956745198, 'da': 0.0768280627309205, 'dd': 0.3035190770456534}, {'ad': 0.3278380725588262, 'da': 0.3278380725588262, 'dd': 0.3278380725588262}]
['stjerten256', 0.075, 1, 0.005320039724383644, 0.0011841529361525064, 0.0011305848524018726, 0.003273980740421338, 0.0012182420888754723, 0.0013747016081328285, 0.0012182420888754723, 0.0013747016081328285, 22.740851248447633, 29.265922038311516, 29.46696837522946, 24.849238797051825, 29.142664001961105, 28.617915592916788, 29.142664001961105, 28.617915592916788]
stjerten256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.234455510651962"
[1] "Newton iter: 1, lambda:0.279387799268909, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.279735329372546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279735350057852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279735350057852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.279735350057852"
[1] "Starting iterative with newton 0.279735350057852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115949664468479, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117345919162843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117346121371247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117346121371251, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117346121371251"
[1] "Starting iterative with newton 0.117346121371251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103717682021036, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104780421945541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104780533433927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104780533433928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104780533433928"
[1] "Starting iterative with newton 0.104780533433928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102777792437862, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103817034353345, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103817140528015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103817140528016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103817140528015"
[1] "Starting iterative with newton 0.103817140528015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10270573230953, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.1037431854874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103743291263326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103743291263328, diff to last: 0"
[1] "Final threshold is: 0.00761126090554167"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.402040670053824"
[1] "Newton iter: 1, lambda:0.340420283117517, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.341193692761659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341193815977552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341193815977555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341193815977552"
[1] "Starting iterative with newton 0.341193815977552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114204141072846, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115655480612392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115655715201819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115655715201825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115655715201825"
[1] "Starting iterative with newton 0.115655715201825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968743656148045, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978122573718363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097812345357219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978123453572197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.097812345357219"
[1] "Starting iterative with newton 0.097812345357219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955306769506138, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096434823552683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964349046112002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964349046112009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0964349046112002"
[1] "Starting iterative with newton 0.0964349046112002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954271546389985, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.096328735037402, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963288155821168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963288155821174, diff to last: 0"
[1] "Final threshold is: 0.00706728829584069"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.262386825725517"
[1] "Newton iter: 1, lambda:0.352782340774675, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.35468187375474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354682703142343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354682703142501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354682703142343"
[1] "Starting iterative with newton 0.354682703142343"
[1] "Starting newton at: 0.197211373482337"
[1] "Newton iter: 1, lambda:0.120955318740921, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.121582867210886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121582909687271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121582909687272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121582909687271"
[1] "Starting iterative with newton 0.121582909687271"
[1] "Starting newton at: 0.0357284683503669"
[1] "Newton iter: 1, lambda:0.106062288271498, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.106539254134896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106539276084036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106539276084036, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106539276084036"
[1] "Starting iterative with newton 0.106539276084036"
[1] "Starting newton at: 0.0507721019536026"
[1] "Newton iter: 1, lambda:0.105285521807438, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.10557007216556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105570079922644, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10557007216556"
[1] "Starting iterative with newton 0.10557007216556"
[1] "Starting newton at: 0.0517413058720783"
[1] "Newton iter: 1, lambda:0.105233610182291, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.105507478615875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.10550748579824, diff to last: 0"
[1] "Final threshold is: 0.00774069332213308"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0.588665281675856"
[1] "Newton iter: 1, lambda:0.567609719618102, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.567758533462545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567758540945097, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567758533462545"
[1] "Starting iterative with newton 0.567758533462545"
[1] "Starting newton at: 0.268901110898025"
[1] "Newton iter: 1, lambda:0.289204400630546, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.28929834387723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289298345884576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28929834387723"
[1] "Starting iterative with newton 0.28929834387723"
[1] "Starting newton at: 0.157492264126741"
[1] "Newton iter: 1, lambda:0.246765262128794, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.248461767704932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248462377450665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248462377450744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248462377450665"
[1] "Starting iterative with newton 0.248462377450665"
[1] "Starting newton at: 0.193853824373375"
[1] "Newton iter: 1, lambda:0.241797391975408, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.24228007892344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242280127713884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242280127713885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242280127713884"
[1] "Starting iterative with newton 0.242280127713884"
[1] "Starting newton at: 0.199565970108375"
[1] "Newton iter: 1, lambda:0.240980025734257, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.241339425138668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241339452140164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241339452140164, diff to last: 0"
[1] "Final threshold is: 0.0177061814279322"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0.544961141424318"
[1] "Newton iter: 1, lambda:0.600668172332419, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.601842149867309, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.601842662749747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601842662749845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601842662749747"
[1] "Starting iterative with newton 0.601842662749747"
[1] "Starting newton at: 0.25244691887908"
[1] "Newton iter: 1, lambda:0.283617270161672, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283842602967458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283842614720466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283842614720466, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283842614720466"
[1] "Starting iterative with newton 0.283842614720466"
[1] "Starting newton at: 0.3711399499876"
[1] "Newton iter: 1, lambda:0.233548211919941, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.2374515813973, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.237454749587033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23745474958912, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23745474958912"
[1] "Starting iterative with newton 0.23745474958912"
[1] "Starting newton at: 0.395320542566135"
[1] "Newton iter: 1, lambda:0.224751888547835, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.230641058842887, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.230648153561623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230648153571917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230648153571917"
[1] "Starting iterative with newton 0.230648153571917"
[1] "Starting newton at: 0.386701685347213"
[1] "Newton iter: 1, lambda:0.224316149225493, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.229644828817198, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.229650623102372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229650623109222, diff to last: 0"
[1] "Final threshold is: 0.0168486153491669"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0.708607043370931"
[1] "Newton iter: 1, lambda:0.698681422030391, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.698725112234118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.698725113083835, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698725112234118"
[1] "Starting iterative with newton 0.698725112234118"
[1] "Starting newton at: 0.234508775265856"
[1] "Newton iter: 1, lambda:0.414881852442652, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.426172213262128, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.426215771631046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426215772278303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426215771631046"
[1] "Starting iterative with newton 0.426215771631046"
[1] "Starting newton at: 0.482834268541718"
[1] "Newton iter: 1, lambda:0.366970630590711, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.371090363909597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371095655659353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37109565566808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371095655659353"
[1] "Starting iterative with newton 0.371095655659353"
[1] "Starting newton at: 0.496006480451788"
[1] "Newton iter: 1, lambda:0.353930607737449, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.359986298129201, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.359997510564444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359997510602861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359997510564444"
[1] "Starting iterative with newton 0.359997510564444"
[1] "Starting newton at: 0.438705825035994"
[1] "Newton iter: 1, lambda:0.355682174274229, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.357760149390515, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357761463842543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357761463843069, diff to last: 0"
[1] "Final threshold is: 0.0262476330767491"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 0.863124382932666"
[1] "Newton iter: 1, lambda:0.779947176628648, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.783558092329088, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.783565164753973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783565164781064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783565164753973"
[1] "Starting iterative with newton 0.783565164753973"
[1] "Starting newton at: 0.580812904606412"
[1] "Newton iter: 1, lambda:0.635363769158371, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636818279288798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636819298344053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636819298344553, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.636819298344053"
[1] "Starting iterative with newton 0.636819298344053"
[1] "Starting newton at: 0.567199780917206"
[1] "Newton iter: 1, lambda:0.595009218828301, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.595370683783636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595370744423184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595370744423185, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.595370744423185"
[1] "Starting iterative with newton 0.595370744423185"
[1] "Starting newton at: 0.595267700113979"
[1] "Newton iter: 1, lambda:0.583327477716261, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.58339271425728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583392716210829, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58339271425728"
[1] "Starting iterative with newton 0.58339271425728"
[1] "Starting newton at: 0.594408024504153"
[1] "Newton iter: 1, lambda:0.579813179743354, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.57991027075073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579910275064058, diff to last: 0"
[1] "Final threshold is: 0.0425458679663793"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 0.846010916114764"
[1] "Newton iter: 1, lambda:0.779182235058158, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.781523184296386, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.78152614522496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781526145229692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78152614522496"
[1] "Starting iterative with newton 0.78152614522496"
[1] "Starting newton at: 0.616133049007041"
[1] "Newton iter: 1, lambda:0.620023596468457, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.620030788741629, diff to last: 0"
[1] "Newton iter: 3, lambda:0.620030788766182, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.620030788741629"
[1] "Starting iterative with newton 0.620030788741629"
[1] "Starting newton at: 0.658638072099322"
[1] "Newton iter: 1, lambda:0.571070730458606, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.57447260763577, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.574477876020982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574477876033607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.574477876020982"
[1] "Starting iterative with newton 0.574477876020982"
[1] "Starting newton at: 0.668500099495746"
[1] "Newton iter: 1, lambda:0.555912487631712, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.561426230011048, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.561439900278108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561439900362028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561439900278108"
[1] "Starting iterative with newton 0.561439900278108"
[1] "Starting newton at: 0.662307182820134"
[1] "Newton iter: 1, lambda:0.552444072566696, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.557680931019944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.557693215897897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557693215965417, diff to last: 0"
[1] "Final threshold is: 0.0409158849721584"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 0.897159953999093"
[1] "Newton iter: 1, lambda:0.991185685051633, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.998231976774411, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.99826988748773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.998269888580785, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99826988748773"
[1] "Starting iterative with newton 0.99826988748773"
[1] "Starting newton at: 1.14870603320995"
[1] "Newton iter: 1, lambda:1.02225746284358, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.03365048502696, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.03375189188501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03375189986552, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03375189188501"
[1] "Starting iterative with newton 1.03375189188501"
[1] "Starting newton at: 1.14335746911778"
[1] "Newton iter: 1, lambda:1.04112141832551, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.04875594153913, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04880175935812, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04880176100078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04880175935812"
[1] "Starting iterative with newton 1.04880175935812"
[1] "Starting newton at: 1.12929153281761"
[1] "Newton iter: 1, lambda:1.0505067837799, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.05513168666206, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05514852880975, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05514852903247, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05514852880975"
[1] "Starting iterative with newton 1.05514852880975"
[1] "Starting newton at: 1.12843574855535"
[1] "Newton iter: 1, lambda:1.05361597124299, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.05780422182903, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05781805024826, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05781805039862, diff to last: 0"
[1] "Final threshold is: 0.0776081910852339"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.29308512436964"
[1] "Newton iter: 1, lambda:1.10684532681017, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.13293678359704, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.13354207300403, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13354239333384, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13354239333393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13354239333393"
[1] "Starting iterative with newton 1.13354239333393"
[1] "Starting newton at: 1.35207912316163"
[1] "Newton iter: 1, lambda:1.2529713192021, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.26135671751523, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.26142243614921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26142244016009, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.26142243614921"
[1] "Starting iterative with newton 1.26142243614921"
[1] "Starting newton at: 1.34456758972239"
[1] "Newton iter: 1, lambda:1.32032431644613, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.32087331703305, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32087360448195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32087360448203, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32087360448195"
[1] "Starting iterative with newton 1.32087360448195"
[1] "Starting newton at: 1.32881368537968"
[1] "Newton iter: 1, lambda:1.34721957826497, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.34755122333202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34755132941717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34755132941719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34755132941719"
[1] "Starting iterative with newton 1.34755132941719"
[1] "Starting newton at: 1.33984314713275"
[1] "Newton iter: 1, lambda:1.35896963981177, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.359329821191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35932994694769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3593299469477, diff to last: 0"
[1] "Final threshold is: 0.0997290018173204"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.28151000023672"
[1] "Newton iter: 1, lambda:1.08894129307209, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.11610217756243, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.1167427404808, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.11674309069067, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11674309069078, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11674309069078"
[1] "Starting iterative with newton 1.11674309069078"
[1] "Starting newton at: 1.31668761015574"
[1] "Newton iter: 1, lambda:1.23812349824986, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.24335418869984, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24337901054563, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2433790111024, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2433790111024"
[1] "Starting iterative with newton 1.2433790111024"
[1] "Starting newton at: 1.33455037206046"
[1] "Newton iter: 1, lambda:1.29821430844928, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.29940035141695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.29940165487545, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29940165487702, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29940165487702"
[1] "Starting iterative with newton 1.29940165487702"
[1] "Starting newton at: 1.33338866084707"
[1] "Newton iter: 1, lambda:1.32310932208446, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32320730093151, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32320730990959, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32320730093151"
[1] "Starting iterative with newton 1.32320730093151"
[1] "Starting newton at: 1.32885275356495"
[1] "Newton iter: 1, lambda:1.33313025898982, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.33314750222942, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33314750250865, diff to last: 0"
[1] "Final threshold is: 0.0978080928556996"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.42792247351859"
[1] "Newton iter: 1, lambda:1.41562082306811, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.41580607179252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41580611431575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41580611431575, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41580611431575"
[1] "Starting iterative with newton 1.41580611431575"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.299236756591574"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.30742673530837"
[1] "Newton iter: 1, lambda:1.46717414200865, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.50559702633005, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.50765746074441, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50766317734379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5076631773877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50766317734379"
[1] "Starting iterative with newton 1.50766317734379"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.34245579086416"
[1] "Newton iter: 1, lambda:1.46638764102327, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.4889739657141, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.48967035064828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48967099834069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48967099834125, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48967099834069"
[1] "Starting iterative with newton 1.48967099834069"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.21363071079485"
[1] "Newton iter: 1, lambda:1.47602268505599, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.59030271579695, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.61184673620032, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.6125551904967, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61255593876362, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61255593876445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61255593876362"
[1] "Starting iterative with newton 1.61255593876362"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
threshold is:
[{'ad': 0.00761126090554167, 'da': 0.007067288295840689, 'dd': 0.007740693322133081}, {'ad': 0.0177061814279322, 'da': 0.01684861534916686, 'dd': 0.026247633076749145}, {'ad': 0.042545867966379255, 'da': 0.04091588497215835, 'dd': 0.07760819108523392}, {'ad': 0.09972900181732043, 'da': 0.09780809285569965, 'dd': 0.2992367565915741}, {'ad': 0.32321263781709686, 'da': 0.32321263781709686, 'dd': 0.32321263781709686}]
Number of points in noise estimation: 128
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.13713058727724"
[1] "Starting iterative with newton 7.13713058727724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.10342193558587"
[1] "Starting iterative with newton 6.10342193558587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.20619281852295"
[1] "Starting iterative with newton 5.20619281852295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 1.52568829668412"
[1] "Newton iter: 1, lambda:1.33260066459172, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.30197021072233, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30096090820822, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3009597877509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30095978774951, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3009597877509"
[1] "Starting iterative with newton 1.3009597877509"
[1] "Starting newton at: 1.49722709052312"
[1] "Newton iter: 1, lambda:1.28191277848871, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.24054761297583, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.23849550688333, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23849032875942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23849032872642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23849032872642"
[1] "Starting iterative with newton 1.23849032872642"
[1] "Starting newton at: 1.45557395350812"
[1] "Newton iter: 1, lambda:1.23080950741076, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.18082778097196, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.17749304967857, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.17747783451418, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17747783419718, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17747783419718"
[1] "Starting iterative with newton 1.17747783419718"
[1] "Starting newton at: 1.40818046417979"
[1] "Newton iter: 1, lambda:1.16214155357588, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09463756891312, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.08755327972792, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08747311750607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08747310724205, diff to last: 0"
[1] "Newton iter: 6, lambda:1.08747310724205, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08747310724205"
[1] "Starting iterative with newton 1.08747310724205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 1.63155914256842"
[1] "Newton iter: 1, lambda:1.35428751717884, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.3034459117142, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.30071173277253, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30070349463425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30070349455934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070349455934"
[1] "Starting iterative with newton 1.30070349455934"
[1] "Starting newton at: 1.48588585446718"
[1] "Newton iter: 1, lambda:1.23424175411916, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.17487079455398, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.17013464818443, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.17010354939574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17010354805344, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17010354805344"
[1] "Starting iterative with newton 1.17010354805344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 1.06959524236048"
[1] "Newton iter: 1, lambda:1.15716383121814, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.14674990971463, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14660124564149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14660121522355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14660121522355, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14660121522355"
[1] "Starting iterative with newton 1.14660121522355"
[1] "Starting newton at: 1.43661904802049"
[1] "Newton iter: 1, lambda:1.44646809683518, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.44639662913265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44639662542592, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44639662913265"
[1] "Starting iterative with newton 1.44639662913265"
[1] "Starting newton at: 1.73187113627764"
[1] "Newton iter: 1, lambda:1.72599045492346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.72598051554701, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72598051551792, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72598051551792"
[1] "Starting iterative with newton 1.72598051551792"
[1] "Starting newton at: 1.90419932634834"
[1] "Newton iter: 1, lambda:1.92638368603299, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.92633809508742, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92633809494479, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92633809508742"
[1] "Starting iterative with newton 1.92633809508742"
[1] "Starting newton at: 2.03685323917334"
[1] "Newton iter: 1, lambda:2.02981075001764, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.02981227373401, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02981227373407, diff to last: 0"
[1] "Final threshold is: 0.148919805960713"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.24926138700845"
[1] "Newton iter: 1, lambda:1.21486812709328, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2135137372374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21351157611226, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21351157610675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21351157610675"
[1] "Starting iterative with newton 1.21351157610675"
[1] "Starting newton at: 1.73681277897615"
[1] "Newton iter: 1, lambda:1.72266706103085, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.72262276215315, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72262276168373, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72262276168373"
[1] "Starting iterative with newton 1.72262276168373"
[1] "Starting newton at: 2.09088248288175"
[1] "Newton iter: 1, lambda:2.10912043495241, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.10917600716347, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10917600773275, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10917600716347"
[1] "Starting iterative with newton 2.10917600716347"
[1] "Starting newton at: 2.36129459935787"
[1] "Newton iter: 1, lambda:2.33391709989485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.33417970286095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33417972581339, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33417972581339, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33417970286095"
[1] "Starting iterative with newton 2.33417970286095"
[1] "Starting newton at: 2.4711723516414"
[1] "Newton iter: 1, lambda:2.44163549295805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.44198389647512, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44198394314828, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44198394314828, diff to last: 0"
[1] "Final threshold is: 0.179159314227535"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.24733736093987"
[1] "Newton iter: 1, lambda:1.24467830216342, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.24467052301959, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24467052295287, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24467052295287"
[1] "Starting iterative with newton 1.24467052295287"
[1] "Starting newton at: 1.76091910949805"
[1] "Newton iter: 1, lambda:1.76755791286095, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.76754982445512, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76754982444364, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76754982444364"
[1] "Starting iterative with newton 1.76754982444364"
[1] "Starting newton at: 2.13273909369964"
[1] "Newton iter: 1, lambda:2.15645313751584, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.15656480599531, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15656480873241, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15656480599531"
[1] "Starting iterative with newton 2.15656480599531"
[1] "Starting newton at: 2.44553116312967"
[1] "Newton iter: 1, lambda:2.37940487497732, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.38108796215661, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38108895147238, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38108895147272, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38108895147238"
[1] "Starting iterative with newton 2.38108895147238"
[1] "Starting newton at: 2.49540217692186"
[1] "Newton iter: 1, lambda:2.47183627488876, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.47205780923325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47205782827445, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47205782827445, diff to last: 0"
[1] "Final threshold is: 0.181365722356905"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.52617777394651"
[1] "Newton iter: 1, lambda:1.51750838670139, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.51747701641604, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51747701599243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51747701599243"
[1] "Starting iterative with newton 1.51747701599243"
[1] "Starting newton at: 2.37742083427957"
[1] "Newton iter: 1, lambda:2.31413822138359, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.31689404486439, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.31689903455184, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31689903456824, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.31689903455184"
[1] "Starting iterative with newton 2.31689903455184"
[1] "Starting newton at: 2.76273475706015"
[1] "Newton iter: 1, lambda:2.80446327230005, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.80612470826687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.80612733285206, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80612733285861, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80612733285206"
[1] "Starting iterative with newton 2.80612733285206"
[1] "Starting newton at: 3.05357435177796"
[1] "Newton iter: 1, lambda:3.10631180773429, diff to last: 0.053"
[1] "Newton iter: 2, lambda:3.10937017122552, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10938018274869, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10938018285576, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10938018274869"
[1] "Starting iterative with newton 3.10938018274869"
[1] "Starting newton at: 3.34989449853941"
[1] "Newton iter: 1, lambda:3.31213153365, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.31365915343474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.3136617477521, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31366174775958, diff to last: 0"
[1] "Final threshold is: 0.24311108513893"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.68284283499404"
[1] "Newton iter: 1, lambda:1.81726719063447, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.81673647625725, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81673652435424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81673652435424, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81673652435424"
[1] "Starting iterative with newton 1.81673652435424"
[1] "Starting newton at: 2.87362550165023"
[1] "Newton iter: 1, lambda:2.6309384981221, diff to last: 0.243"
[1] "Newton iter: 2, lambda:2.68370904935581, diff to last: 0.053"
[1] "Newton iter: 3, lambda:2.68668486149318, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.6866943086117, diff to last: 0"
[1] "Newton iter: 5, lambda:2.68669430870686, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.6866943086117"
[1] "Starting iterative with newton 2.6866943086117"
[1] "Starting newton at: 3.20232843193449"
[1] "Newton iter: 1, lambda:3.22537358531861, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.22605543894491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.22605602485471, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22605602485514, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.22605602485471"
[1] "Starting iterative with newton 3.22605602485471"
[1] "Starting newton at: 3.60255948355227"
[1] "Newton iter: 1, lambda:3.54401291059872, diff to last: 0.059"
[1] "Newton iter: 2, lambda:3.54816135949638, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.5481839462447, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54818394691088, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.5481839462447"
[1] "Starting iterative with newton 3.5481839462447"
[1] "Starting newton at: 3.66470452602254"
[1] "Newton iter: 1, lambda:3.68571328079427, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.68630100332163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.68630145068416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.68630145068442, diff to last: 0"
[1] "Final threshold is: 0.270450279492456"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.71150138699211"
[1] "Newton iter: 1, lambda:1.67339140131224, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67334403176794, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67334403156324, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67334403176794"
[1] "Starting iterative with newton 1.67334403176794"
[1] "Starting newton at: 2.40272152930486"
[1] "Newton iter: 1, lambda:2.51390397392484, diff to last: 0.111"
[1] "Newton iter: 2, lambda:2.52476053239166, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.5248704249865, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487043626831, diff to last: 0"
[1] "Newton iter: 5, lambda:2.52487043626831, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52487043626831"
[1] "Starting iterative with newton 2.52487043626831"
[1] "Starting newton at: 2.99139975831598"
[1] "Newton iter: 1, lambda:3.07940640278562, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.08918334776576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.08929971675743, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08929973313398, diff to last: 0"
[1] "Newton iter: 5, lambda:3.08929973313398, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.08929971675743"
[1] "Starting iterative with newton 3.08929971675743"
[1] "Starting newton at: 3.5168909921176"
[1] "Newton iter: 1, lambda:3.43074152629015, diff to last: 0.086"
[1] "Newton iter: 2, lambda:3.4394257836724, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.43952459294849, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43952460562236, diff to last: 0"
[1] "Newton iter: 5, lambda:3.43952460562237, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.43952460562237"
[1] "Starting iterative with newton 3.43952460562237"
[1] "Starting newton at: 3.67835528334492"
[1] "Newton iter: 1, lambda:3.61738743219018, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.62192735062741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.62195481787809, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62195481887777, diff to last: 0"
[1] "Final threshold is: 0.265729405451194"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.88798723784016"
[1] "Newton iter: 1, lambda:2.30957480301079, diff to last: 0.422"
[1] "Newton iter: 2, lambda:2.42815259978305, diff to last: 0.119"
[1] "Newton iter: 3, lambda:2.44807458837023, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.44865309466029, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.44865357922671, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44865357922705, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44865357922705"
[1] "Starting iterative with newton 2.44865357922705"
[1] "Starting newton at: 3.09964779388139"
[1] "Newton iter: 1, lambda:3.26757219700508, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.31732896333462, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.32153800871806, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.32156680256651, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32156680390755, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32156680256651"
[1] "Starting iterative with newton 3.32156680256651"
[1] "Starting newton at: 4.03599904979757"
[1] "Newton iter: 1, lambda:3.99466698341995, diff to last: 0.041"
[1] "Newton iter: 2, lambda:3.99761254791098, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.9976287683392, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99762876882856, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9976287683392"
[1] "Starting iterative with newton 3.9976287683392"
[1] "Starting newton at: 4.26005201045498"
[1] "Newton iter: 1, lambda:4.32327991240373, diff to last: 0.063"
[1] "Newton iter: 2, lambda:4.33237857668141, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.33254891270516, diff to last: 0"
[1] "Newton iter: 4, lambda:4.33254897133897, diff to last: 0"
[1] "Newton iter: 5, lambda:4.33254897133898, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.33254897133897"
[1] "Starting iterative with newton 4.33254897133897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14891980596071333}, {'ad': 0.17915931422753528, 'da': 0.18136572235690537, 'dd': 0.24311108513892976}, {'ad': 0.2704502794924561, 'da': 0.2657294054511942, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.35930582498419. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.13713058727724"
[1] "Starting iterative with newton 7.13713058727724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.10342193558587"
[1] "Starting iterative with newton 6.10342193558587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.20619281852295"
[1] "Starting iterative with newton 5.20619281852295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 1.52568829668412"
[1] "Newton iter: 1, lambda:1.33260066459172, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.30197021072233, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30096090820822, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3009597877509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30095978774951, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3009597877509"
[1] "Starting iterative with newton 1.3009597877509"
[1] "Starting newton at: 1.49722709052312"
[1] "Newton iter: 1, lambda:1.28191277848871, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.24054761297583, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.23849550688333, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23849032875942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23849032872642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23849032872642"
[1] "Starting iterative with newton 1.23849032872642"
[1] "Starting newton at: 1.45557395350812"
[1] "Newton iter: 1, lambda:1.23080950741076, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.18082778097196, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.17749304967857, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.17747783451418, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17747783419718, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17747783419718"
[1] "Starting iterative with newton 1.17747783419718"
[1] "Starting newton at: 1.40818046417979"
[1] "Newton iter: 1, lambda:1.16214155357588, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09463756891312, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.08755327972792, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08747311750607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08747310724205, diff to last: 0"
[1] "Newton iter: 6, lambda:1.08747310724205, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08747310724205"
[1] "Starting iterative with newton 1.08747310724205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 1.63155914256842"
[1] "Newton iter: 1, lambda:1.35428751717884, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.3034459117142, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.30071173277253, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30070349463425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30070349455934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070349455934"
[1] "Starting iterative with newton 1.30070349455934"
[1] "Starting newton at: 1.48588585446718"
[1] "Newton iter: 1, lambda:1.23424175411916, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.17487079455398, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.17013464818443, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.17010354939574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17010354805344, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17010354805344"
[1] "Starting iterative with newton 1.17010354805344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 1.06959524236048"
[1] "Newton iter: 1, lambda:1.15716383121814, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.14674990971463, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14660124564149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14660121522355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14660121522355, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14660121522355"
[1] "Starting iterative with newton 1.14660121522355"
[1] "Starting newton at: 1.43661904802049"
[1] "Newton iter: 1, lambda:1.44646809683518, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.44639662913265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44639662542592, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44639662913265"
[1] "Starting iterative with newton 1.44639662913265"
[1] "Starting newton at: 1.73187113627764"
[1] "Newton iter: 1, lambda:1.72599045492346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.72598051554701, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72598051551792, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72598051551792"
[1] "Starting iterative with newton 1.72598051551792"
[1] "Starting newton at: 1.90419932634834"
[1] "Newton iter: 1, lambda:1.92638368603299, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.92633809508742, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92633809494479, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92633809508742"
[1] "Starting iterative with newton 1.92633809508742"
[1] "Starting newton at: 2.03685323917334"
[1] "Newton iter: 1, lambda:2.02981075001764, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.02981227373401, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02981227373407, diff to last: 0"
[1] "Final threshold is: 0.148919805960713"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.24926138700845"
[1] "Newton iter: 1, lambda:1.21486812709328, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2135137372374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21351157611226, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21351157610675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21351157610675"
[1] "Starting iterative with newton 1.21351157610675"
[1] "Starting newton at: 1.73681277897615"
[1] "Newton iter: 1, lambda:1.72266706103085, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.72262276215315, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72262276168373, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72262276168373"
[1] "Starting iterative with newton 1.72262276168373"
[1] "Starting newton at: 2.09088248288175"
[1] "Newton iter: 1, lambda:2.10912043495241, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.10917600716347, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10917600773275, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10917600716347"
[1] "Starting iterative with newton 2.10917600716347"
[1] "Starting newton at: 2.36129459935787"
[1] "Newton iter: 1, lambda:2.33391709989485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.33417970286095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33417972581339, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33417972581339, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33417970286095"
[1] "Starting iterative with newton 2.33417970286095"
[1] "Starting newton at: 2.4711723516414"
[1] "Newton iter: 1, lambda:2.44163549295805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.44198389647512, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44198394314828, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44198394314828, diff to last: 0"
[1] "Final threshold is: 0.179159314227535"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.24733736093987"
[1] "Newton iter: 1, lambda:1.24467830216342, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.24467052301959, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24467052295287, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24467052295287"
[1] "Starting iterative with newton 1.24467052295287"
[1] "Starting newton at: 1.76091910949805"
[1] "Newton iter: 1, lambda:1.76755791286095, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.76754982445512, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76754982444364, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76754982444364"
[1] "Starting iterative with newton 1.76754982444364"
[1] "Starting newton at: 2.13273909369964"
[1] "Newton iter: 1, lambda:2.15645313751584, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.15656480599531, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15656480873241, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15656480599531"
[1] "Starting iterative with newton 2.15656480599531"
[1] "Starting newton at: 2.44553116312967"
[1] "Newton iter: 1, lambda:2.37940487497732, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.38108796215661, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38108895147238, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38108895147272, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38108895147238"
[1] "Starting iterative with newton 2.38108895147238"
[1] "Starting newton at: 2.49540217692186"
[1] "Newton iter: 1, lambda:2.47183627488876, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.47205780923325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47205782827445, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47205782827445, diff to last: 0"
[1] "Final threshold is: 0.181365722356905"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.52617777394651"
[1] "Newton iter: 1, lambda:1.51750838670139, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.51747701641604, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51747701599243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51747701599243"
[1] "Starting iterative with newton 1.51747701599243"
[1] "Starting newton at: 2.37742083427957"
[1] "Newton iter: 1, lambda:2.31413822138359, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.31689404486439, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.31689903455184, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31689903456824, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.31689903455184"
[1] "Starting iterative with newton 2.31689903455184"
[1] "Starting newton at: 2.76273475706015"
[1] "Newton iter: 1, lambda:2.80446327230005, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.80612470826687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.80612733285206, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80612733285861, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80612733285206"
[1] "Starting iterative with newton 2.80612733285206"
[1] "Starting newton at: 3.05357435177796"
[1] "Newton iter: 1, lambda:3.10631180773429, diff to last: 0.053"
[1] "Newton iter: 2, lambda:3.10937017122552, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10938018274869, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10938018285576, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10938018274869"
[1] "Starting iterative with newton 3.10938018274869"
[1] "Starting newton at: 3.34989449853941"
[1] "Newton iter: 1, lambda:3.31213153365, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.31365915343474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.3136617477521, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31366174775958, diff to last: 0"
[1] "Final threshold is: 0.24311108513893"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.68284283499404"
[1] "Newton iter: 1, lambda:1.81726719063447, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.81673647625725, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81673652435424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81673652435424, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81673652435424"
[1] "Starting iterative with newton 1.81673652435424"
[1] "Starting newton at: 2.87362550165023"
[1] "Newton iter: 1, lambda:2.6309384981221, diff to last: 0.243"
[1] "Newton iter: 2, lambda:2.68370904935581, diff to last: 0.053"
[1] "Newton iter: 3, lambda:2.68668486149318, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.6866943086117, diff to last: 0"
[1] "Newton iter: 5, lambda:2.68669430870686, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.6866943086117"
[1] "Starting iterative with newton 2.6866943086117"
[1] "Starting newton at: 3.20232843193449"
[1] "Newton iter: 1, lambda:3.22537358531861, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.22605543894491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.22605602485471, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22605602485514, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.22605602485471"
[1] "Starting iterative with newton 3.22605602485471"
[1] "Starting newton at: 3.60255948355227"
[1] "Newton iter: 1, lambda:3.54401291059872, diff to last: 0.059"
[1] "Newton iter: 2, lambda:3.54816135949638, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.5481839462447, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54818394691088, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.5481839462447"
[1] "Starting iterative with newton 3.5481839462447"
[1] "Starting newton at: 3.66470452602254"
[1] "Newton iter: 1, lambda:3.68571328079427, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.68630100332163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.68630145068416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.68630145068442, diff to last: 0"
[1] "Final threshold is: 0.270450279492456"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.71150138699211"
[1] "Newton iter: 1, lambda:1.67339140131224, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67334403176794, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67334403156324, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67334403176794"
[1] "Starting iterative with newton 1.67334403176794"
[1] "Starting newton at: 2.40272152930486"
[1] "Newton iter: 1, lambda:2.51390397392484, diff to last: 0.111"
[1] "Newton iter: 2, lambda:2.52476053239166, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.5248704249865, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487043626831, diff to last: 0"
[1] "Newton iter: 5, lambda:2.52487043626831, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52487043626831"
[1] "Starting iterative with newton 2.52487043626831"
[1] "Starting newton at: 2.99139975831598"
[1] "Newton iter: 1, lambda:3.07940640278562, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.08918334776576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.08929971675743, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08929973313398, diff to last: 0"
[1] "Newton iter: 5, lambda:3.08929973313398, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.08929971675743"
[1] "Starting iterative with newton 3.08929971675743"
[1] "Starting newton at: 3.5168909921176"
[1] "Newton iter: 1, lambda:3.43074152629015, diff to last: 0.086"
[1] "Newton iter: 2, lambda:3.4394257836724, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.43952459294849, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43952460562236, diff to last: 0"
[1] "Newton iter: 5, lambda:3.43952460562237, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.43952460562237"
[1] "Starting iterative with newton 3.43952460562237"
[1] "Starting newton at: 3.67835528334492"
[1] "Newton iter: 1, lambda:3.61738743219018, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.62192735062741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.62195481787809, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62195481887777, diff to last: 0"
[1] "Final threshold is: 0.265729405451194"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.88798723784016"
[1] "Newton iter: 1, lambda:2.30957480301079, diff to last: 0.422"
[1] "Newton iter: 2, lambda:2.42815259978305, diff to last: 0.119"
[1] "Newton iter: 3, lambda:2.44807458837023, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.44865309466029, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.44865357922671, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44865357922705, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44865357922705"
[1] "Starting iterative with newton 2.44865357922705"
[1] "Starting newton at: 3.09964779388139"
[1] "Newton iter: 1, lambda:3.26757219700508, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.31732896333462, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.32153800871806, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.32156680256651, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32156680390755, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32156680256651"
[1] "Starting iterative with newton 3.32156680256651"
[1] "Starting newton at: 4.03599904979757"
[1] "Newton iter: 1, lambda:3.99466698341995, diff to last: 0.041"
[1] "Newton iter: 2, lambda:3.99761254791098, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.9976287683392, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99762876882856, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9976287683392"
[1] "Starting iterative with newton 3.9976287683392"
[1] "Starting newton at: 4.26005201045498"
[1] "Newton iter: 1, lambda:4.32327991240373, diff to last: 0.063"
[1] "Newton iter: 2, lambda:4.33237857668141, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.33254891270516, diff to last: 0"
[1] "Newton iter: 4, lambda:4.33254897133897, diff to last: 0"
[1] "Newton iter: 5, lambda:4.33254897133898, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.33254897133897"
[1] "Starting iterative with newton 4.33254897133897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14891980596071333}, {'ad': 0.17915931422753528, 'da': 0.18136572235690537, 'dd': 0.24311108513892976}, {'ad': 0.2704502794924561, 'da': 0.2657294054511942, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.35930582498419. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.234455510651962"
[1] "Newton iter: 1, lambda:0.279387799268909, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.279735329372546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279735350057852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279735350057852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.279735350057852"
[1] "Starting iterative with newton 0.279735350057852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115949664468479, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117345919162843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117346121371247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117346121371251, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117346121371251"
[1] "Starting iterative with newton 0.117346121371251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103717682021036, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104780421945541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104780533433927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104780533433928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104780533433928"
[1] "Starting iterative with newton 0.104780533433928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102777792437862, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103817034353345, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103817140528015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103817140528016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103817140528015"
[1] "Starting iterative with newton 0.103817140528015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10270573230953, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.1037431854874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103743291263326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103743291263328, diff to last: 0"
[1] "Final threshold is: 0.00761126090554167"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.402040670053824"
[1] "Newton iter: 1, lambda:0.340420283117517, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.341193692761659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341193815977552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341193815977555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341193815977552"
[1] "Starting iterative with newton 0.341193815977552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114204141072846, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115655480612392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115655715201819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115655715201825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115655715201825"
[1] "Starting iterative with newton 0.115655715201825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968743656148045, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978122573718363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097812345357219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978123453572197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.097812345357219"
[1] "Starting iterative with newton 0.097812345357219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955306769506138, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096434823552683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964349046112002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964349046112009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0964349046112002"
[1] "Starting iterative with newton 0.0964349046112002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954271546389985, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.096328735037402, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963288155821168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963288155821174, diff to last: 0"
[1] "Final threshold is: 0.00706728829584069"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.262386825725517"
[1] "Newton iter: 1, lambda:0.352782340774675, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.35468187375474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354682703142343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354682703142501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354682703142343"
[1] "Starting iterative with newton 0.354682703142343"
[1] "Starting newton at: 0.197211373482337"
[1] "Newton iter: 1, lambda:0.120955318740921, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.121582867210886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121582909687271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121582909687272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121582909687271"
[1] "Starting iterative with newton 0.121582909687271"
[1] "Starting newton at: 0.0357284683503669"
[1] "Newton iter: 1, lambda:0.106062288271498, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.106539254134896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106539276084036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106539276084036, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106539276084036"
[1] "Starting iterative with newton 0.106539276084036"
[1] "Starting newton at: 0.0507721019536026"
[1] "Newton iter: 1, lambda:0.105285521807438, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.10557007216556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105570079922644, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10557007216556"
[1] "Starting iterative with newton 0.10557007216556"
[1] "Starting newton at: 0.0517413058720783"
[1] "Newton iter: 1, lambda:0.105233610182291, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.105507478615875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.10550748579824, diff to last: 0"
[1] "Final threshold is: 0.00774069332213308"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0.588665281675856"
[1] "Newton iter: 1, lambda:0.567609719618102, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.567758533462545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567758540945097, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567758533462545"
[1] "Starting iterative with newton 0.567758533462545"
[1] "Starting newton at: 0.268901110898025"
[1] "Newton iter: 1, lambda:0.289204400630546, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.28929834387723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289298345884576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28929834387723"
[1] "Starting iterative with newton 0.28929834387723"
[1] "Starting newton at: 0.157492264126741"
[1] "Newton iter: 1, lambda:0.246765262128794, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.248461767704932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248462377450665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248462377450744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248462377450665"
[1] "Starting iterative with newton 0.248462377450665"
[1] "Starting newton at: 0.193853824373375"
[1] "Newton iter: 1, lambda:0.241797391975408, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.24228007892344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242280127713884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242280127713885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242280127713884"
[1] "Starting iterative with newton 0.242280127713884"
[1] "Starting newton at: 0.199565970108375"
[1] "Newton iter: 1, lambda:0.240980025734257, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.241339425138668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241339452140164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241339452140164, diff to last: 0"
[1] "Final threshold is: 0.0177061814279322"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0.544961141424318"
[1] "Newton iter: 1, lambda:0.600668172332419, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.601842149867309, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.601842662749747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601842662749845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601842662749747"
[1] "Starting iterative with newton 0.601842662749747"
[1] "Starting newton at: 0.25244691887908"
[1] "Newton iter: 1, lambda:0.283617270161672, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283842602967458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283842614720466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283842614720466, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283842614720466"
[1] "Starting iterative with newton 0.283842614720466"
[1] "Starting newton at: 0.3711399499876"
[1] "Newton iter: 1, lambda:0.233548211919941, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.2374515813973, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.237454749587033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23745474958912, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23745474958912"
[1] "Starting iterative with newton 0.23745474958912"
[1] "Starting newton at: 0.395320542566135"
[1] "Newton iter: 1, lambda:0.224751888547835, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.230641058842887, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.230648153561623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230648153571917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230648153571917"
[1] "Starting iterative with newton 0.230648153571917"
[1] "Starting newton at: 0.386701685347213"
[1] "Newton iter: 1, lambda:0.224316149225493, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.229644828817198, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.229650623102372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229650623109222, diff to last: 0"
[1] "Final threshold is: 0.0168486153491669"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0.708607043370931"
[1] "Newton iter: 1, lambda:0.698681422030391, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.698725112234118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.698725113083835, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698725112234118"
[1] "Starting iterative with newton 0.698725112234118"
[1] "Starting newton at: 0.234508775265856"
[1] "Newton iter: 1, lambda:0.414881852442652, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.426172213262128, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.426215771631046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426215772278303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426215771631046"
[1] "Starting iterative with newton 0.426215771631046"
[1] "Starting newton at: 0.482834268541718"
[1] "Newton iter: 1, lambda:0.366970630590711, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.371090363909597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371095655659353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37109565566808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371095655659353"
[1] "Starting iterative with newton 0.371095655659353"
[1] "Starting newton at: 0.496006480451788"
[1] "Newton iter: 1, lambda:0.353930607737449, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.359986298129201, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.359997510564444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359997510602861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359997510564444"
[1] "Starting iterative with newton 0.359997510564444"
[1] "Starting newton at: 0.438705825035994"
[1] "Newton iter: 1, lambda:0.355682174274229, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.357760149390515, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357761463842543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357761463843069, diff to last: 0"
[1] "Final threshold is: 0.0262476330767491"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 0.863124382932666"
[1] "Newton iter: 1, lambda:0.779947176628648, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.783558092329088, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.783565164753973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783565164781064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783565164753973"
[1] "Starting iterative with newton 0.783565164753973"
[1] "Starting newton at: 0.580812904606412"
[1] "Newton iter: 1, lambda:0.635363769158371, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636818279288798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636819298344053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636819298344553, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.636819298344053"
[1] "Starting iterative with newton 0.636819298344053"
[1] "Starting newton at: 0.567199780917206"
[1] "Newton iter: 1, lambda:0.595009218828301, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.595370683783636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595370744423184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595370744423185, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.595370744423185"
[1] "Starting iterative with newton 0.595370744423185"
[1] "Starting newton at: 0.595267700113979"
[1] "Newton iter: 1, lambda:0.583327477716261, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.58339271425728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583392716210829, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58339271425728"
[1] "Starting iterative with newton 0.58339271425728"
[1] "Starting newton at: 0.594408024504153"
[1] "Newton iter: 1, lambda:0.579813179743354, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.57991027075073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579910275064058, diff to last: 0"
[1] "Final threshold is: 0.0425458679663793"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 0.846010916114764"
[1] "Newton iter: 1, lambda:0.779182235058158, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.781523184296386, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.78152614522496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781526145229692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78152614522496"
[1] "Starting iterative with newton 0.78152614522496"
[1] "Starting newton at: 0.616133049007041"
[1] "Newton iter: 1, lambda:0.620023596468457, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.620030788741629, diff to last: 0"
[1] "Newton iter: 3, lambda:0.620030788766182, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.620030788741629"
[1] "Starting iterative with newton 0.620030788741629"
[1] "Starting newton at: 0.658638072099322"
[1] "Newton iter: 1, lambda:0.571070730458606, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.57447260763577, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.574477876020982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574477876033607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.574477876020982"
[1] "Starting iterative with newton 0.574477876020982"
[1] "Starting newton at: 0.668500099495746"
[1] "Newton iter: 1, lambda:0.555912487631712, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.561426230011048, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.561439900278108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561439900362028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561439900278108"
[1] "Starting iterative with newton 0.561439900278108"
[1] "Starting newton at: 0.662307182820134"
[1] "Newton iter: 1, lambda:0.552444072566696, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.557680931019944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.557693215897897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557693215965417, diff to last: 0"
[1] "Final threshold is: 0.0409158849721584"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 0.897159953999093"
[1] "Newton iter: 1, lambda:0.991185685051633, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.998231976774411, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.99826988748773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.998269888580785, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99826988748773"
[1] "Starting iterative with newton 0.99826988748773"
[1] "Starting newton at: 1.14870603320995"
[1] "Newton iter: 1, lambda:1.02225746284358, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.03365048502696, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.03375189188501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03375189986552, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03375189188501"
[1] "Starting iterative with newton 1.03375189188501"
[1] "Starting newton at: 1.14335746911778"
[1] "Newton iter: 1, lambda:1.04112141832551, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.04875594153913, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04880175935812, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04880176100078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04880175935812"
[1] "Starting iterative with newton 1.04880175935812"
[1] "Starting newton at: 1.12929153281761"
[1] "Newton iter: 1, lambda:1.0505067837799, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.05513168666206, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05514852880975, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05514852903247, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05514852880975"
[1] "Starting iterative with newton 1.05514852880975"
[1] "Starting newton at: 1.12843574855535"
[1] "Newton iter: 1, lambda:1.05361597124299, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.05780422182903, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05781805024826, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05781805039862, diff to last: 0"
[1] "Final threshold is: 0.0776081910852339"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.29308512436964"
[1] "Newton iter: 1, lambda:1.10684532681017, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.13293678359704, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.13354207300403, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13354239333384, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13354239333393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13354239333393"
[1] "Starting iterative with newton 1.13354239333393"
[1] "Starting newton at: 1.35207912316163"
[1] "Newton iter: 1, lambda:1.2529713192021, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.26135671751523, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.26142243614921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26142244016009, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.26142243614921"
[1] "Starting iterative with newton 1.26142243614921"
[1] "Starting newton at: 1.34456758972239"
[1] "Newton iter: 1, lambda:1.32032431644613, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.32087331703305, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32087360448195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32087360448203, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32087360448195"
[1] "Starting iterative with newton 1.32087360448195"
[1] "Starting newton at: 1.32881368537968"
[1] "Newton iter: 1, lambda:1.34721957826497, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.34755122333202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34755132941717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34755132941719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34755132941719"
[1] "Starting iterative with newton 1.34755132941719"
[1] "Starting newton at: 1.33984314713275"
[1] "Newton iter: 1, lambda:1.35896963981177, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.359329821191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35932994694769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3593299469477, diff to last: 0"
[1] "Final threshold is: 0.0997290018173204"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.28151000023672"
[1] "Newton iter: 1, lambda:1.08894129307209, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.11610217756243, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.1167427404808, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.11674309069067, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11674309069078, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11674309069078"
[1] "Starting iterative with newton 1.11674309069078"
[1] "Starting newton at: 1.31668761015574"
[1] "Newton iter: 1, lambda:1.23812349824986, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.24335418869984, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24337901054563, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2433790111024, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2433790111024"
[1] "Starting iterative with newton 1.2433790111024"
[1] "Starting newton at: 1.33455037206046"
[1] "Newton iter: 1, lambda:1.29821430844928, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.29940035141695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.29940165487545, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29940165487702, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29940165487702"
[1] "Starting iterative with newton 1.29940165487702"
[1] "Starting newton at: 1.33338866084707"
[1] "Newton iter: 1, lambda:1.32310932208446, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32320730093151, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32320730990959, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32320730093151"
[1] "Starting iterative with newton 1.32320730093151"
[1] "Starting newton at: 1.32885275356495"
[1] "Newton iter: 1, lambda:1.33313025898982, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.33314750222942, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33314750250865, diff to last: 0"
[1] "Final threshold is: 0.0978080928556996"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.42792247351859"
[1] "Newton iter: 1, lambda:1.41562082306811, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.41580607179252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41580611431575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41580611431575, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41580611431575"
[1] "Starting iterative with newton 1.41580611431575"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.299236756591574"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.30742673530837"
[1] "Newton iter: 1, lambda:1.46717414200865, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.50559702633005, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.50765746074441, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50766317734379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5076631773877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50766317734379"
[1] "Starting iterative with newton 1.50766317734379"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.34245579086416"
[1] "Newton iter: 1, lambda:1.46638764102327, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.4889739657141, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.48967035064828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48967099834069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48967099834125, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48967099834069"
[1] "Starting iterative with newton 1.48967099834069"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.21363071079485"
[1] "Newton iter: 1, lambda:1.47602268505599, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.59030271579695, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.61184673620032, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.6125551904967, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61255593876362, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61255593876445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61255593876362"
[1] "Starting iterative with newton 1.61255593876362"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
threshold is:
[{'ad': 0.00761126090554167, 'da': 0.007067288295840689, 'dd': 0.007740693322133081}, {'ad': 0.0177061814279322, 'da': 0.01684861534916686, 'dd': 0.026247633076749145}, {'ad': 0.042545867966379255, 'da': 0.04091588497215835, 'dd': 0.07760819108523392}, {'ad': 0.09972900181732043, 'da': 0.09780809285569965, 'dd': 0.2992367565915741}, {'ad': 0.32321263781709686, 'da': 0.32321263781709686, 'dd': 0.32321263781709686}]
Number of points in noise estimation: 128
Estimated noise: 0.07336629494645958
0.07336629494645958
threshold is:
[{'ad': 0.008400345670080966, 'da': 0.0070594177043015755, 'dd': 0.016155503705513663}, {'ad': 0.011721243952288685, 'da': 0.017542631162447975, 'dd': 0.02894539677474567}, {'ad': 0.030138121159021036, 'da': 0.031260872837210026, 'dd': 0.06156509737234132}, {'ad': 0.07675685889673112, 'da': 0.07241023691984445, 'dd': 0.2992367565915741}, {'ad': 0.32321263781709686, 'da': 0.32321263781709686, 'dd': 0.32321263781709686}]
['stjerten256', 0.075, 2, 0.005319956883765174, 0.0011902819444259802, 0.0011432183886742988, 0.0032826552520404846, 0.001211720320157383, 0.0013787186974024757, 0.001211720320157383, 0.0013787186974024757, 22.740918874829113, 29.24350154233401, 29.418707985316864, 24.837747249460115, 29.16597609071456, 28.60524334714726, 29.16597609071456, 28.60524334714726]
stjerten256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0993874350998965"
[1] "Newton iter: 1, lambda:0.28107100450327, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.287010975768525, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.287017222494621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287017222501524, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.287017222501524"
[1] "Starting iterative with newton 0.287017222501524"
[1] "Starting newton at: 0.142129655731845"
[1] "Newton iter: 1, lambda:0.12881192989389, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.128831541724678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128831541767223, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128831541767223"
[1] "Starting iterative with newton 0.128831541767223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115233793858078, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116633405696393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116633611956288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116633611956293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116633611956288"
[1] "Starting iterative with newton 0.116633611956288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114319115112728, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115691027935609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115691225320009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115691225320013, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115691225320013"
[1] "Starting iterative with newton 0.115691225320013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114248455473889, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115618242372303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115618439084285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115618439084289, diff to last: 0"
[1] "Final threshold is: 0.00853151002939772"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.351598625827918"
[1] "Newton iter: 1, lambda:0.350829065059328, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.350829194680314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350829194680318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350829194680314"
[1] "Starting iterative with newton 0.350829194680314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100763773828558, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101817003108386, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101817118313749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10181711831375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10181711831375"
[1] "Starting iterative with newton 0.10181711831375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843115039082218, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0849493879962913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0849494245538915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0849494245538916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0849494245538915"
[1] "Starting iterative with newton 0.0849494245538915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832403275523577, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838558753892186, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.083855909090083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838559090900831, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.083855909090083"
[1] "Starting iterative with newton 0.083855909090083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831710895067916, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0837852120297042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0837852455527344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0837852455527344, diff to last: 0"
[1] "Final threshold is: 0.00618253168274988"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.443418378033781"
[1] "Newton iter: 1, lambda:0.37804672125074, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.379090037393066, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.379090306733144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379090306733162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.379090306733144"
[1] "Starting iterative with newton 0.379090306733144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0947876802879217, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958297876987021, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.095829913818313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958299138183148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.095829913818313"
[1] "Starting iterative with newton 0.095829913818313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0713845323289496, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718718763492013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718718990939387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0718718990939388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0718718990939387"
[1] "Starting iterative with newton 0.0718718990939387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0696129453278831, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0700681521924111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0700681716829486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0700681716829487, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0700681716829486"
[1] "Starting iterative with newton 0.0700681716829486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694809282685212, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0699337927810808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699338120452673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0699338120452673, diff to last: 0"
[1] "Final threshold is: 0.00516043136011588"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0.728634429214115"
[1] "Newton iter: 1, lambda:0.570773760639154, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.578946303132451, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.578969540771504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578969540958888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.578969540958888"
[1] "Starting iterative with newton 0.578969540958888"
[1] "Starting newton at: 0.254274443328575"
[1] "Newton iter: 1, lambda:0.284616949871644, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.284825544569111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284825554405845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284825554405845"
[1] "Starting iterative with newton 0.284825554405845"
[1] "Starting newton at: 0.236435529592029"
[1] "Newton iter: 1, lambda:0.241812336525747, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.24181834483182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241818344839321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241818344839321"
[1] "Starting iterative with newton 0.241818344839321"
[1] "Starting newton at: 0.279442739158553"
[1] "Newton iter: 1, lambda:0.234876751478535, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.23528306390621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235283097770719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23528309777072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235283097770719"
[1] "Starting iterative with newton 0.235283097770719"
[1] "Starting newton at: 0.285977986227154"
[1] "Newton iter: 1, lambda:0.233728813268588, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.234285929330316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23428599287329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234285992873291, diff to last: 0"
[1] "Final threshold is: 0.0172880149029575"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0.319260979754611"
[1] "Newton iter: 1, lambda:0.563365639330887, diff to last: 0.244"
[1] "Newton iter: 2, lambda:0.586463600081708, diff to last: 0.023"
[1] "Newton iter: 3, lambda:0.586661972099091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586661986639681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.586661986639681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586661972099091"
[1] "Starting iterative with newton 0.586661972099091"
[1] "Starting newton at: 0.346253921552978"
[1] "Newton iter: 1, lambda:0.270965214651234, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.272206027329225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272206366598713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272206366598738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272206366598738"
[1] "Starting iterative with newton 0.272206366598738"
[1] "Starting newton at: 0.278634231689033"
[1] "Newton iter: 1, lambda:0.228467808034522, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.228968163888626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228968213797262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228968213797263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228968213797262"
[1] "Starting iterative with newton 0.228968213797262"
[1] "Starting newton at: 0.299396429239845"
[1] "Newton iter: 1, lambda:0.221830273400746, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.22300708914118, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.223007361146128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223007361146143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.223007361146128"
[1] "Starting iterative with newton 0.223007361146128"
[1] "Starting newton at: 0.305357281890979"
[1] "Newton iter: 1, lambda:0.220789232524237, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.222184645332538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.222185026984881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222185026984909, diff to last: 0"
[1] "Final threshold is: 0.0163950819706326"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0.709686527188185"
[1] "Newton iter: 1, lambda:0.707358142811048, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.707360590596139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.707360590598846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707360590598846"
[1] "Starting iterative with newton 0.707360590598846"
[1] "Starting newton at: 0.485885472300766"
[1] "Newton iter: 1, lambda:0.452835353846256, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.453223807734825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453223861718023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453223861718024, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.453223861718023"
[1] "Starting iterative with newton 0.453223861718023"
[1] "Starting newton at: 0.540054827576001"
[1] "Newton iter: 1, lambda:0.391836176851749, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.39892087596014, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.398937471905253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398937471996241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398937471996241"
[1] "Starting iterative with newton 0.398937471996241"
[1] "Starting newton at: 0.481892123047319"
[1] "Newton iter: 1, lambda:0.384279834374313, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.387328201050065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.387331216378814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387331216381763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.387331216381763"
[1] "Starting iterative with newton 0.387331216381763"
[1] "Starting newton at: 0.491515049646611"
[1] "Newton iter: 1, lambda:0.380948071917548, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.384836220057568, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.384841106690563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384841106698279, diff to last: 0"
[1] "Final threshold is: 0.0283975098389061"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 0.882147902130017"
[1] "Newton iter: 1, lambda:0.75189203516334, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.760265804695332, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.760302564473227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760302565179338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760302564473227"
[1] "Starting iterative with newton 0.760302564473227"
[1] "Starting newton at: 0.503459956483496"
[1] "Newton iter: 1, lambda:0.628297579445088, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.635893926356738, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.635921253972986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635921254325851, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.635921253972986"
[1] "Starting iterative with newton 0.635921253972986"
[1] "Starting newton at: 0.527604281187922"
[1] "Newton iter: 1, lambda:0.599396933590965, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.601808096339466, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601810769438424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601810769441707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601810769441707"
[1] "Starting iterative with newton 0.601810769441707"
[1] "Starting newton at: 0.538290244872349"
[1] "Newton iter: 1, lambda:0.590910761352093, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.592189796148375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592190542146555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592190542146809, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592190542146555"
[1] "Starting iterative with newton 0.592190542146555"
[1] "Starting newton at: 0.545518357867573"
[1] "Newton iter: 1, lambda:0.58860250189762, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.589456036927005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589456368349481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589456368349531, diff to last: 0"
[1] "Final threshold is: 0.0434961149648432"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 0.757992122592705"
[1] "Newton iter: 1, lambda:0.786378213122772, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.786811077267505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78681117674807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786811176748075, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78681117674807"
[1] "Starting iterative with newton 0.78681117674807"
[1] "Starting newton at: 0.569655023277"
[1] "Newton iter: 1, lambda:0.643844626180217, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.646572534173354, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.646576147419881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646576147426214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.646576147419881"
[1] "Starting iterative with newton 0.646576147419881"
[1] "Starting newton at: 0.572529135912829"
[1] "Newton iter: 1, lambda:0.606055991671794, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.606589337786585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.606589471547732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60658947154774, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.606589471547732"
[1] "Starting iterative with newton 0.606589471547732"
[1] "Starting newton at: 0.582911867159189"
[1] "Newton iter: 1, lambda:0.594883194382336, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.594950143379382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594950145466456, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.594950143379382"
[1] "Starting iterative with newton 0.594950143379382"
[1] "Starting newton at: 0.586861201790418"
[1] "Newton iter: 1, lambda:0.591532355247671, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.59154249886403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591542498911802, diff to last: 0"
[1] "Final threshold is: 0.0436500509939789"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.09694026912179"
[1] "Newton iter: 1, lambda:1.01089095621518, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.01627887151189, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01630123716456, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01630123754878, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01630123716456"
[1] "Starting iterative with newton 1.01630123716456"
[1] "Starting newton at: 1.11576437038196"
[1] "Newton iter: 1, lambda:0.992662169639242, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.00333379697552, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.0034210789012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00342108470557, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0034210789012"
[1] "Starting iterative with newton 1.0034210789012"
[1] "Starting newton at: 1.11827696972932"
[1] "Newton iter: 1, lambda:0.98548728834635, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.997783288313999, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.997898857015879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99789886715681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.99789886715681, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.997898857015879"
[1] "Starting iterative with newton 0.997898857015879"
[1] "Starting newton at: 1.11760564428808"
[1] "Newton iter: 1, lambda:0.982758431802941, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.995403901265422, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.995525969630376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995525980927109, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995525980927109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995525980927109"
[1] "Starting iterative with newton 0.995525980927109"
[1] "Starting newton at: 1.11910006762115"
[1] "Newton iter: 1, lambda:0.981180297818729, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.994372586403954, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.994505392116757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994505405479696, diff to last: 0"
[1] "Newton iter: 5, lambda:0.994505405479697, diff to last: 0"
[1] "Final threshold is: 0.073384771445917"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.27962941994862"
[1] "Newton iter: 1, lambda:1.14477052610414, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.15967504161049, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.15988028288104, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15988032140417, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15988032140417, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15988032140417"
[1] "Starting iterative with newton 1.15988032140417"
[1] "Starting newton at: 1.2436242081592"
[1] "Newton iter: 1, lambda:1.31860569090987, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.32446806108782, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.32450208001488, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32450208115491, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32450208115491"
[1] "Starting iterative with newton 1.32450208115491"
[1] "Starting newton at: 1.19820256110262"
[1] "Newton iter: 1, lambda:1.37167362867083, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.40620316008194, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.40745243031484, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40745401935971, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40745401936228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40745401936228"
[1] "Starting iterative with newton 1.40745401936228"
[1] "Starting newton at: 1.20283334749986"
[1] "Newton iter: 1, lambda:1.39935385582921, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.44497904756393, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44721426181223, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44721942589426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44721942592177, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44721942589426"
[1] "Starting iterative with newton 1.44721942589426"
[1] "Starting newton at: 1.20863113259448"
[1] "Newton iter: 1, lambda:1.41307793119366, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.4630566535666, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46576740771656, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46577505466664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46577505472734, diff to last: 0"
[1] "Final threshold is: 0.108159863420493"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 0.970590969724746"
[1] "Newton iter: 1, lambda:1.08672016360029, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.09872923360725, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.09885058883235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09885060112988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09885060112988, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09885058883235"
[1] "Starting iterative with newton 1.09885058883235"
[1] "Starting newton at: 1.34782506194442"
[1] "Newton iter: 1, lambda:1.20453833030031, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.22063624968319, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.22086787946202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22086792686683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22086792686683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22086792686683"
[1] "Starting iterative with newton 1.22086792686683"
[1] "Starting newton at: 1.38572617403591"
[1] "Newton iter: 1, lambda:1.26022451661636, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.2730140491185, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.27316343138218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27316345156478, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27316345156477, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27316345156478"
[1] "Starting iterative with newton 1.27316345156478"
[1] "Starting newton at: 1.41359680357702"
[1] "Newton iter: 1, lambda:1.28007527787146, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.29455570426488, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.294749342912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.294749377155, diff to last: 0"
[1] "Newton iter: 5, lambda:1.294749377155, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.294749377155"
[1] "Starting iterative with newton 1.294749377155"
[1] "Starting newton at: 1.43433195875672"
[1] "Newton iter: 1, lambda:1.28541983911546, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.30322326857628, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.30351791040427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30351799000517, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30351799000518, diff to last: 0"
[1] "Final threshold is: 0.0961868789555444"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.44180302371472"
[1] "Newton iter: 1, lambda:1.40935656257175, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.41061304016076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.41061498884939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41061498885407, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41061498885407"
[1] "Starting iterative with newton 1.41061498885407"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300965805183685"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.34456434155927"
[1] "Newton iter: 1, lambda:1.4545173035449, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.47172609028365, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47211838449159, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47211858498023, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47211858498028, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47211858498028"
[1] "Starting iterative with newton 1.47211858498028"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.35281352486306"
[1] "Newton iter: 1, lambda:1.45732847951298, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.47287206226284, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.47319267110014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47319280546031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47319280546033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47319280546033"
[1] "Starting iterative with newton 1.47319280546033"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.24110802195902"
[1] "Newton iter: 1, lambda:1.48940694491694, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.59238990002397, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.6098017414676, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.6102636490477, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61026396792374, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61026396792389, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61026396792374"
[1] "Starting iterative with newton 1.61026396792374"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
threshold is:
[{'ad': 0.008531510029397725, 'da': 0.006182531682749879, 'dd': 0.0051604313601158825}, {'ad': 0.01728801490295752, 'da': 0.016395081970632615, 'dd': 0.028397509838906074}, {'ad': 0.043496114964843166, 'da': 0.04365005099397891, 'dd': 0.07338477144591701}, {'ad': 0.108159863420493, 'da': 0.09618687895554442, 'dd': 0.3009658051836853}, {'ad': 0.32508022374716683, 'da': 0.32508022374716683, 'dd': 0.32508022374716683}]
Number of points in noise estimation: 128
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21269983960926"
[1] "Starting iterative with newton 7.21269983960926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.77907697090135"
[1] "Starting iterative with newton 5.77907697090135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.90390074143655"
[1] "Starting iterative with newton 4.90390074143655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 1.53545520047182"
[1] "Newton iter: 1, lambda:1.35975113832685, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.3352258952368, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33461707466242, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33461669215684, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33461669215669, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33461669215669"
[1] "Starting iterative with newton 1.33461669215669"
[1] "Starting newton at: 1.56747816630712"
[1] "Newton iter: 1, lambda:1.39708876004806, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37584827689787, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.37542530838018, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37542513742556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37542513742553, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37542513742556"
[1] "Starting iterative with newton 1.37542513742556"
[1] "Starting newton at: 1.61184023438611"
[1] "Newton iter: 1, lambda:1.43905879215844, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.41949261730298, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41916303819687, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41916294278573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41916294278572, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41916294278572"
[1] "Starting iterative with newton 1.41916294278572"
[1] "Starting newton at: 1.62860413323635"
[1] "Newton iter: 1, lambda:1.46469461835537, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.44792523207581, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.44769599414576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44769595050393, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44769595050393, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44769595050393"
[1] "Starting iterative with newton 1.44769595050393"
[1] "Starting newton at: 1.67037342999241"
[1] "Newton iter: 1, lambda:1.49666669426291, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.47970241386645, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47948271533558, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4794826777211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47948267772109, diff to last: 0"
[1] "Final threshold is: 0.109171351933715"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 1.54965291105015"
[1] "Newton iter: 1, lambda:1.3274771391709, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.29099836745864, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.28958931279527, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28958714588826, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28958714588314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28958714588314"
[1] "Starting iterative with newton 1.28958714588314"
[1] "Starting newton at: 1.47904611137412"
[1] "Newton iter: 1, lambda:1.27300669567464, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.23580443742238, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.2341714096592, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23416818370438, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23416818369178, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23416818369178"
[1] "Starting iterative with newton 1.23416818369178"
[1] "Starting newton at: 1.46059185032"
[1] "Newton iter: 1, lambda:1.24142766973609, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.19699598257528, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.19449681271856, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.194488694118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19448869403224, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.194488694118"
[1] "Starting iterative with newton 1.194488694118"
[1] "Starting newton at: 1.41926584415228"
[1] "Newton iter: 1, lambda:1.18277745483612, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.12502199622756, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.12020912297969, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.12017476013963, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12017475838661, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.12017475838661"
[1] "Starting iterative with newton 1.12017475838661"
[1] "Starting newton at: 1.3387159977372"
[1] "Newton iter: 1, lambda:1.08881865432269, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.01089445382795, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.00009660809126, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.999883064064606, diff to last: 0"
[1] "Newton iter: 5, lambda:0.999882980699485, diff to last: 0"
[1] "Newton iter: 6, lambda:0.999882980699473, diff to last: 0"
[1] "Final threshold is: 0.0737815848892637"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.15894086727681"
[1] "Newton iter: 1, lambda:1.08351205304268, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.074950575317, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.0748354165568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07483539569966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07483539569966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0748354165568"
[1] "Starting iterative with newton 1.0748354165568"
[1] "Starting newton at: 1.2005604350717"
[1] "Newton iter: 1, lambda:1.15224242351059, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.14912655461216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14911322321141, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14911322296711, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14911322296711"
[1] "Starting iterative with newton 1.14911322296711"
[1] "Starting newton at: 1.28297131893095"
[1] "Newton iter: 1, lambda:1.31047393766957, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.30969558912063, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30969497875245, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30969497875207, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30969497875207"
[1] "Starting iterative with newton 1.30969497875207"
[1] "Starting newton at: 1.58501607637522"
[1] "Newton iter: 1, lambda:1.51966574728016, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5173251696597, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51732173296282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51732173295538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51732173296282"
[1] "Starting iterative with newton 1.51732173296282"
[1] "Starting newton at: 1.77239291340267"
[1] "Newton iter: 1, lambda:1.7119758873384, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.71095336471139, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.71095299815736, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71095299815731, diff to last: 0"
[1] "Final threshold is: 0.126251597748743"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.23292752255485"
[1] "Newton iter: 1, lambda:1.18751865626223, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.18507402828037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1850666660886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18506666602172, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18506666602172"
[1] "Starting iterative with newton 1.18506666602172"
[1] "Starting newton at: 1.68337682313076"
[1] "Newton iter: 1, lambda:1.6925466031253, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.69252381295728, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69252381282275, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69252381282275"
[1] "Starting iterative with newton 1.69252381282275"
[1] "Starting newton at: 2.06141758873867"
[1] "Newton iter: 1, lambda:2.10890295961076, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.10928466794283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10928469946984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10928469946984, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10928469946984"
[1] "Starting iterative with newton 2.10928469946984"
[1] "Starting newton at: 2.34243965923351"
[1] "Newton iter: 1, lambda:2.34407371570602, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34407473058102, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34407473058141, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34407473058141"
[1] "Starting iterative with newton 2.34407473058141"
[1] "Starting newton at: 2.51377051245821"
[1] "Newton iter: 1, lambda:2.46734935911109, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.4683550173841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4683554680462, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46835546804629, diff to last: 0"
[1] "Final threshold is: 0.18214049245556"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 1.24384481638563"
[1] "Newton iter: 1, lambda:1.27848825596102, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.27721218423882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27721049667432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27721049667137, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27721049667137"
[1] "Starting iterative with newton 1.27721049667137"
[1] "Starting newton at: 1.79185226443503"
[1] "Newton iter: 1, lambda:1.81062956336666, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.81057664459773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81057664423997, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81057664459773"
[1] "Starting iterative with newton 1.81057664459773"
[1] "Starting newton at: 2.23171788658891"
[1] "Newton iter: 1, lambda:2.19176628361449, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.19218689262562, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19218693373032, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19218693373032, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19218693373032"
[1] "Starting iterative with newton 2.19218693373032"
[1] "Starting newton at: 2.32323772003285"
[1] "Newton iter: 1, lambda:2.37896053717141, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.37988725878991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37988754567609, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37988754567612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37988754567609"
[1] "Starting iterative with newton 2.37988754567609"
[1] "Starting newton at: 2.48364547328157"
[1] "Newton iter: 1, lambda:2.45959812847816, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.45981673018414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45981674770575, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45981674770575, diff to last: 0"
[1] "Final threshold is: 0.181510417112161"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.50083249002274"
[1] "Newton iter: 1, lambda:1.60684864125006, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.60204481313016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.60203845156022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60203845154877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60203845154877"
[1] "Starting iterative with newton 1.60203845154877"
[1] "Starting newton at: 2.44855760056306"
[1] "Newton iter: 1, lambda:2.39345399222992, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.39573489439631, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39573870288073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39573870289136, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.39573870288073"
[1] "Starting iterative with newton 2.39573870288073"
[1] "Starting newton at: 2.82661425349692"
[1] "Newton iter: 1, lambda:2.87810919997677, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.8807609814771, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.88076794593133, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88076794597933, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88076794593133"
[1] "Starting iterative with newton 2.88076794593133"
[1] "Starting newton at: 3.15853340104769"
[1] "Newton iter: 1, lambda:3.1696756441105, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.16981073850133, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16981075821003, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16981075821003, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16981073850133"
[1] "Starting iterative with newton 3.16981073850133"
[1] "Starting newton at: 3.27208435690152"
[1] "Newton iter: 1, lambda:3.29450730769588, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.29507699981174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.29507736089614, diff to last: 0"
[1] "Newton iter: 4, lambda:3.29507736089628, diff to last: 0"
[1] "Final threshold is: 0.243144482616932"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.6931829585359"
[1] "Newton iter: 1, lambda:1.82037099822589, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81952531621078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81952540976935, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81952540976935, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81952540976935"
[1] "Starting iterative with newton 1.81952540976935"
[1] "Starting newton at: 2.53716816937541"
[1] "Newton iter: 1, lambda:2.64482310748368, diff to last: 0.108"
[1] "Newton iter: 2, lambda:2.6562226497007, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.65635389103665, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65635390841544, diff to last: 0"
[1] "Newton iter: 5, lambda:2.65635390841544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.65635390841544"
[1] "Starting iterative with newton 2.65635390841544"
[1] "Starting newton at: 3.20710745106837"
[1] "Newton iter: 1, lambda:3.15847127463064, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.16116229206995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.16117090285843, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16117090294641, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.16117090285843"
[1] "Starting iterative with newton 3.16117090285843"
[1] "Starting newton at: 3.43347993528783"
[1] "Newton iter: 1, lambda:3.44345039669561, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.44357383422948, diff to last: 0"
[1] "Newton iter: 3, lambda:3.44357385294827, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44357385294827, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44357385294827"
[1] "Starting iterative with newton 3.44357385294827"
[1] "Starting newton at: 3.59143047017357"
[1] "Newton iter: 1, lambda:3.56489372665545, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.56573267082552, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.56573353865647, diff to last: 0"
[1] "Newton iter: 4, lambda:3.5657335386574, diff to last: 0"
[1] "Final threshold is: 0.263116261455819"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.68457946112273"
[1] "Newton iter: 1, lambda:1.81144833098773, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81005126460727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81005144644856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81005144644857, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81005144644857"
[1] "Starting iterative with newton 1.81005144644857"
[1] "Starting newton at: 2.57245400093572"
[1] "Newton iter: 1, lambda:2.6345960913754, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.63834671545342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.63836050377547, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63836050396179, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.63836050377547"
[1] "Starting iterative with newton 2.63836050377547"
[1] "Starting newton at: 3.17116592334666"
[1] "Newton iter: 1, lambda:3.1222457548382, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.12497468416906, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.12498353618229, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12498353627525, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.12498353618229"
[1] "Starting iterative with newton 3.12498353618229"
[1] "Starting newton at: 3.41721106976238"
[1] "Newton iter: 1, lambda:3.41469634342789, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.41470441021287, diff to last: 0"
[1] "Newton iter: 3, lambda:3.4147044102961, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.4147044102961"
[1] "Starting iterative with newton 3.4147044102961"
[1] "Starting newton at: 3.54796041030659"
[1] "Newton iter: 1, lambda:3.57539990717118, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.5764291638085, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.57643056721932, diff to last: 0"
[1] "Newton iter: 4, lambda:3.57643056722193, diff to last: 0"
[1] "Final threshold is: 0.26390559754428"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.91554178572798"
[1] "Newton iter: 1, lambda:2.29388928644495, diff to last: 0.378"
[1] "Newton iter: 2, lambda:2.38476648602383, diff to last: 0.091"
[1] "Newton iter: 3, lambda:2.39499841980393, diff to last: 0.01"
[1] "Newton iter: 4, lambda:2.39513185175876, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39513187442929, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39513187442929, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39513187442929"
[1] "Starting iterative with newton 2.39513187442929"
[1] "Starting newton at: 3.03590633941132"
[1] "Newton iter: 1, lambda:3.22381175358741, diff to last: 0.188"
[1] "Newton iter: 2, lambda:3.28663829802935, diff to last: 0.063"
[1] "Newton iter: 3, lambda:3.29360130022366, diff to last: 0.007"
[1] "Newton iter: 4, lambda:3.29368262394132, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29368263494855, diff to last: 0"
[1] "Newton iter: 6, lambda:3.29368263494855, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29368263494855"
[1] "Starting iterative with newton 3.29368263494855"
[1] "Starting newton at: 3.82309965364199"
[1] "Newton iter: 1, lambda:4.04640806963879, diff to last: 0.223"
[1] "Newton iter: 2, lambda:4.18562589189146, diff to last: 0.139"
[1] "Newton iter: 3, lambda:4.24027354804198, diff to last: 0.055"
[1] "Newton iter: 4, lambda:4.24792110781186, diff to last: 0.008"
[1] "Newton iter: 5, lambda:4.24805824011977, diff to last: 0"
[1] "Newton iter: 6, lambda:4.24805828352267, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24805828352268, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.24805828352268"
[1] "Starting iterative with newton 4.24805828352268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10917135193371513, 'da': 0.07378158488926373, 'dd': 0.1262515977487429}, {'ad': 0.1821404924555603, 'da': 0.1815104171121611, 'dd': 0.24314448261693236}, {'ad': 0.26311626145581873, 'da': 0.26390559754427984, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363615574893849. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21269983960926"
[1] "Starting iterative with newton 7.21269983960926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.77907697090135"
[1] "Starting iterative with newton 5.77907697090135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.90390074143655"
[1] "Starting iterative with newton 4.90390074143655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 1.53545520047182"
[1] "Newton iter: 1, lambda:1.35975113832685, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.3352258952368, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33461707466242, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33461669215684, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33461669215669, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33461669215669"
[1] "Starting iterative with newton 1.33461669215669"
[1] "Starting newton at: 1.56747816630712"
[1] "Newton iter: 1, lambda:1.39708876004806, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37584827689787, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.37542530838018, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37542513742556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37542513742553, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37542513742556"
[1] "Starting iterative with newton 1.37542513742556"
[1] "Starting newton at: 1.61184023438611"
[1] "Newton iter: 1, lambda:1.43905879215844, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.41949261730298, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41916303819687, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41916294278573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41916294278572, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41916294278572"
[1] "Starting iterative with newton 1.41916294278572"
[1] "Starting newton at: 1.62860413323635"
[1] "Newton iter: 1, lambda:1.46469461835537, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.44792523207581, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.44769599414576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44769595050393, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44769595050393, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44769595050393"
[1] "Starting iterative with newton 1.44769595050393"
[1] "Starting newton at: 1.67037342999241"
[1] "Newton iter: 1, lambda:1.49666669426291, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.47970241386645, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47948271533558, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4794826777211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47948267772109, diff to last: 0"
[1] "Final threshold is: 0.109171351933715"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 1.54965291105015"
[1] "Newton iter: 1, lambda:1.3274771391709, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.29099836745864, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.28958931279527, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28958714588826, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28958714588314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28958714588314"
[1] "Starting iterative with newton 1.28958714588314"
[1] "Starting newton at: 1.47904611137412"
[1] "Newton iter: 1, lambda:1.27300669567464, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.23580443742238, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.2341714096592, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23416818370438, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23416818369178, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23416818369178"
[1] "Starting iterative with newton 1.23416818369178"
[1] "Starting newton at: 1.46059185032"
[1] "Newton iter: 1, lambda:1.24142766973609, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.19699598257528, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.19449681271856, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.194488694118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19448869403224, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.194488694118"
[1] "Starting iterative with newton 1.194488694118"
[1] "Starting newton at: 1.41926584415228"
[1] "Newton iter: 1, lambda:1.18277745483612, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.12502199622756, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.12020912297969, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.12017476013963, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12017475838661, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.12017475838661"
[1] "Starting iterative with newton 1.12017475838661"
[1] "Starting newton at: 1.3387159977372"
[1] "Newton iter: 1, lambda:1.08881865432269, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.01089445382795, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.00009660809126, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.999883064064606, diff to last: 0"
[1] "Newton iter: 5, lambda:0.999882980699485, diff to last: 0"
[1] "Newton iter: 6, lambda:0.999882980699473, diff to last: 0"
[1] "Final threshold is: 0.0737815848892637"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.15894086727681"
[1] "Newton iter: 1, lambda:1.08351205304268, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.074950575317, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.0748354165568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07483539569966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07483539569966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0748354165568"
[1] "Starting iterative with newton 1.0748354165568"
[1] "Starting newton at: 1.2005604350717"
[1] "Newton iter: 1, lambda:1.15224242351059, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.14912655461216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14911322321141, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14911322296711, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14911322296711"
[1] "Starting iterative with newton 1.14911322296711"
[1] "Starting newton at: 1.28297131893095"
[1] "Newton iter: 1, lambda:1.31047393766957, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.30969558912063, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30969497875245, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30969497875207, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30969497875207"
[1] "Starting iterative with newton 1.30969497875207"
[1] "Starting newton at: 1.58501607637522"
[1] "Newton iter: 1, lambda:1.51966574728016, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5173251696597, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51732173296282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51732173295538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51732173296282"
[1] "Starting iterative with newton 1.51732173296282"
[1] "Starting newton at: 1.77239291340267"
[1] "Newton iter: 1, lambda:1.7119758873384, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.71095336471139, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.71095299815736, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71095299815731, diff to last: 0"
[1] "Final threshold is: 0.126251597748743"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.23292752255485"
[1] "Newton iter: 1, lambda:1.18751865626223, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.18507402828037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1850666660886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18506666602172, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18506666602172"
[1] "Starting iterative with newton 1.18506666602172"
[1] "Starting newton at: 1.68337682313076"
[1] "Newton iter: 1, lambda:1.6925466031253, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.69252381295728, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69252381282275, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69252381282275"
[1] "Starting iterative with newton 1.69252381282275"
[1] "Starting newton at: 2.06141758873867"
[1] "Newton iter: 1, lambda:2.10890295961076, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.10928466794283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10928469946984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10928469946984, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10928469946984"
[1] "Starting iterative with newton 2.10928469946984"
[1] "Starting newton at: 2.34243965923351"
[1] "Newton iter: 1, lambda:2.34407371570602, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34407473058102, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34407473058141, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34407473058141"
[1] "Starting iterative with newton 2.34407473058141"
[1] "Starting newton at: 2.51377051245821"
[1] "Newton iter: 1, lambda:2.46734935911109, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.4683550173841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4683554680462, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46835546804629, diff to last: 0"
[1] "Final threshold is: 0.18214049245556"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 1.24384481638563"
[1] "Newton iter: 1, lambda:1.27848825596102, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.27721218423882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27721049667432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27721049667137, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27721049667137"
[1] "Starting iterative with newton 1.27721049667137"
[1] "Starting newton at: 1.79185226443503"
[1] "Newton iter: 1, lambda:1.81062956336666, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.81057664459773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81057664423997, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81057664459773"
[1] "Starting iterative with newton 1.81057664459773"
[1] "Starting newton at: 2.23171788658891"
[1] "Newton iter: 1, lambda:2.19176628361449, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.19218689262562, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19218693373032, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19218693373032, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19218693373032"
[1] "Starting iterative with newton 2.19218693373032"
[1] "Starting newton at: 2.32323772003285"
[1] "Newton iter: 1, lambda:2.37896053717141, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.37988725878991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37988754567609, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37988754567612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37988754567609"
[1] "Starting iterative with newton 2.37988754567609"
[1] "Starting newton at: 2.48364547328157"
[1] "Newton iter: 1, lambda:2.45959812847816, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.45981673018414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45981674770575, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45981674770575, diff to last: 0"
[1] "Final threshold is: 0.181510417112161"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.50083249002274"
[1] "Newton iter: 1, lambda:1.60684864125006, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.60204481313016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.60203845156022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60203845154877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60203845154877"
[1] "Starting iterative with newton 1.60203845154877"
[1] "Starting newton at: 2.44855760056306"
[1] "Newton iter: 1, lambda:2.39345399222992, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.39573489439631, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39573870288073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39573870289136, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.39573870288073"
[1] "Starting iterative with newton 2.39573870288073"
[1] "Starting newton at: 2.82661425349692"
[1] "Newton iter: 1, lambda:2.87810919997677, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.8807609814771, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.88076794593133, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88076794597933, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88076794593133"
[1] "Starting iterative with newton 2.88076794593133"
[1] "Starting newton at: 3.15853340104769"
[1] "Newton iter: 1, lambda:3.1696756441105, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.16981073850133, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16981075821003, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16981075821003, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16981073850133"
[1] "Starting iterative with newton 3.16981073850133"
[1] "Starting newton at: 3.27208435690152"
[1] "Newton iter: 1, lambda:3.29450730769588, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.29507699981174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.29507736089614, diff to last: 0"
[1] "Newton iter: 4, lambda:3.29507736089628, diff to last: 0"
[1] "Final threshold is: 0.243144482616932"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.6931829585359"
[1] "Newton iter: 1, lambda:1.82037099822589, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81952531621078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81952540976935, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81952540976935, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81952540976935"
[1] "Starting iterative with newton 1.81952540976935"
[1] "Starting newton at: 2.53716816937541"
[1] "Newton iter: 1, lambda:2.64482310748368, diff to last: 0.108"
[1] "Newton iter: 2, lambda:2.6562226497007, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.65635389103665, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65635390841544, diff to last: 0"
[1] "Newton iter: 5, lambda:2.65635390841544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.65635390841544"
[1] "Starting iterative with newton 2.65635390841544"
[1] "Starting newton at: 3.20710745106837"
[1] "Newton iter: 1, lambda:3.15847127463064, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.16116229206995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.16117090285843, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16117090294641, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.16117090285843"
[1] "Starting iterative with newton 3.16117090285843"
[1] "Starting newton at: 3.43347993528783"
[1] "Newton iter: 1, lambda:3.44345039669561, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.44357383422948, diff to last: 0"
[1] "Newton iter: 3, lambda:3.44357385294827, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44357385294827, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44357385294827"
[1] "Starting iterative with newton 3.44357385294827"
[1] "Starting newton at: 3.59143047017357"
[1] "Newton iter: 1, lambda:3.56489372665545, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.56573267082552, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.56573353865647, diff to last: 0"
[1] "Newton iter: 4, lambda:3.5657335386574, diff to last: 0"
[1] "Final threshold is: 0.263116261455819"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.68457946112273"
[1] "Newton iter: 1, lambda:1.81144833098773, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81005126460727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81005144644856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81005144644857, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81005144644857"
[1] "Starting iterative with newton 1.81005144644857"
[1] "Starting newton at: 2.57245400093572"
[1] "Newton iter: 1, lambda:2.6345960913754, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.63834671545342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.63836050377547, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63836050396179, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.63836050377547"
[1] "Starting iterative with newton 2.63836050377547"
[1] "Starting newton at: 3.17116592334666"
[1] "Newton iter: 1, lambda:3.1222457548382, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.12497468416906, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.12498353618229, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12498353627525, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.12498353618229"
[1] "Starting iterative with newton 3.12498353618229"
[1] "Starting newton at: 3.41721106976238"
[1] "Newton iter: 1, lambda:3.41469634342789, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.41470441021287, diff to last: 0"
[1] "Newton iter: 3, lambda:3.4147044102961, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.4147044102961"
[1] "Starting iterative with newton 3.4147044102961"
[1] "Starting newton at: 3.54796041030659"
[1] "Newton iter: 1, lambda:3.57539990717118, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.5764291638085, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.57643056721932, diff to last: 0"
[1] "Newton iter: 4, lambda:3.57643056722193, diff to last: 0"
[1] "Final threshold is: 0.26390559754428"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.91554178572798"
[1] "Newton iter: 1, lambda:2.29388928644495, diff to last: 0.378"
[1] "Newton iter: 2, lambda:2.38476648602383, diff to last: 0.091"
[1] "Newton iter: 3, lambda:2.39499841980393, diff to last: 0.01"
[1] "Newton iter: 4, lambda:2.39513185175876, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39513187442929, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39513187442929, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39513187442929"
[1] "Starting iterative with newton 2.39513187442929"
[1] "Starting newton at: 3.03590633941132"
[1] "Newton iter: 1, lambda:3.22381175358741, diff to last: 0.188"
[1] "Newton iter: 2, lambda:3.28663829802935, diff to last: 0.063"
[1] "Newton iter: 3, lambda:3.29360130022366, diff to last: 0.007"
[1] "Newton iter: 4, lambda:3.29368262394132, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29368263494855, diff to last: 0"
[1] "Newton iter: 6, lambda:3.29368263494855, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29368263494855"
[1] "Starting iterative with newton 3.29368263494855"
[1] "Starting newton at: 3.82309965364199"
[1] "Newton iter: 1, lambda:4.04640806963879, diff to last: 0.223"
[1] "Newton iter: 2, lambda:4.18562589189146, diff to last: 0.139"
[1] "Newton iter: 3, lambda:4.24027354804198, diff to last: 0.055"
[1] "Newton iter: 4, lambda:4.24792110781186, diff to last: 0.008"
[1] "Newton iter: 5, lambda:4.24805824011977, diff to last: 0"
[1] "Newton iter: 6, lambda:4.24805828352267, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24805828352268, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.24805828352268"
[1] "Starting iterative with newton 4.24805828352268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10917135193371513, 'da': 0.07378158488926373, 'dd': 0.1262515977487429}, {'ad': 0.1821404924555603, 'da': 0.1815104171121611, 'dd': 0.24314448261693236}, {'ad': 0.26311626145581873, 'da': 0.26390559754427984, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363615574893849. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0993874350998965"
[1] "Newton iter: 1, lambda:0.28107100450327, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.287010975768525, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.287017222494621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287017222501524, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.287017222501524"
[1] "Starting iterative with newton 0.287017222501524"
[1] "Starting newton at: 0.142129655731845"
[1] "Newton iter: 1, lambda:0.12881192989389, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.128831541724678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128831541767223, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128831541767223"
[1] "Starting iterative with newton 0.128831541767223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115233793858078, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116633405696393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116633611956288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116633611956293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116633611956288"
[1] "Starting iterative with newton 0.116633611956288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114319115112728, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115691027935609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115691225320009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115691225320013, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115691225320013"
[1] "Starting iterative with newton 0.115691225320013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114248455473889, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115618242372303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115618439084285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115618439084289, diff to last: 0"
[1] "Final threshold is: 0.00853151002939772"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.351598625827918"
[1] "Newton iter: 1, lambda:0.350829065059328, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.350829194680314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350829194680318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350829194680314"
[1] "Starting iterative with newton 0.350829194680314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100763773828558, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101817003108386, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101817118313749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10181711831375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10181711831375"
[1] "Starting iterative with newton 0.10181711831375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843115039082218, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0849493879962913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0849494245538915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0849494245538916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0849494245538915"
[1] "Starting iterative with newton 0.0849494245538915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832403275523577, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838558753892186, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.083855909090083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838559090900831, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.083855909090083"
[1] "Starting iterative with newton 0.083855909090083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831710895067916, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0837852120297042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0837852455527344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0837852455527344, diff to last: 0"
[1] "Final threshold is: 0.00618253168274988"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.443418378033781"
[1] "Newton iter: 1, lambda:0.37804672125074, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.379090037393066, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.379090306733144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379090306733162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.379090306733144"
[1] "Starting iterative with newton 0.379090306733144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0947876802879217, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958297876987021, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.095829913818313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958299138183148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.095829913818313"
[1] "Starting iterative with newton 0.095829913818313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0713845323289496, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718718763492013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718718990939387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0718718990939388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0718718990939387"
[1] "Starting iterative with newton 0.0718718990939387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0696129453278831, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0700681521924111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0700681716829486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0700681716829487, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0700681716829486"
[1] "Starting iterative with newton 0.0700681716829486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694809282685212, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0699337927810808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699338120452673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0699338120452673, diff to last: 0"
[1] "Final threshold is: 0.00516043136011588"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0.728634429214115"
[1] "Newton iter: 1, lambda:0.570773760639154, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.578946303132451, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.578969540771504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578969540958888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.578969540958888"
[1] "Starting iterative with newton 0.578969540958888"
[1] "Starting newton at: 0.254274443328575"
[1] "Newton iter: 1, lambda:0.284616949871644, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.284825544569111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284825554405845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284825554405845"
[1] "Starting iterative with newton 0.284825554405845"
[1] "Starting newton at: 0.236435529592029"
[1] "Newton iter: 1, lambda:0.241812336525747, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.24181834483182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241818344839321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241818344839321"
[1] "Starting iterative with newton 0.241818344839321"
[1] "Starting newton at: 0.279442739158553"
[1] "Newton iter: 1, lambda:0.234876751478535, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.23528306390621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235283097770719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23528309777072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235283097770719"
[1] "Starting iterative with newton 0.235283097770719"
[1] "Starting newton at: 0.285977986227154"
[1] "Newton iter: 1, lambda:0.233728813268588, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.234285929330316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23428599287329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234285992873291, diff to last: 0"
[1] "Final threshold is: 0.0172880149029575"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0.319260979754611"
[1] "Newton iter: 1, lambda:0.563365639330887, diff to last: 0.244"
[1] "Newton iter: 2, lambda:0.586463600081708, diff to last: 0.023"
[1] "Newton iter: 3, lambda:0.586661972099091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586661986639681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.586661986639681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586661972099091"
[1] "Starting iterative with newton 0.586661972099091"
[1] "Starting newton at: 0.346253921552978"
[1] "Newton iter: 1, lambda:0.270965214651234, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.272206027329225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272206366598713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272206366598738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272206366598738"
[1] "Starting iterative with newton 0.272206366598738"
[1] "Starting newton at: 0.278634231689033"
[1] "Newton iter: 1, lambda:0.228467808034522, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.228968163888626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228968213797262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228968213797263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228968213797262"
[1] "Starting iterative with newton 0.228968213797262"
[1] "Starting newton at: 0.299396429239845"
[1] "Newton iter: 1, lambda:0.221830273400746, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.22300708914118, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.223007361146128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223007361146143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.223007361146128"
[1] "Starting iterative with newton 0.223007361146128"
[1] "Starting newton at: 0.305357281890979"
[1] "Newton iter: 1, lambda:0.220789232524237, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.222184645332538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.222185026984881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222185026984909, diff to last: 0"
[1] "Final threshold is: 0.0163950819706326"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0.709686527188185"
[1] "Newton iter: 1, lambda:0.707358142811048, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.707360590596139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.707360590598846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707360590598846"
[1] "Starting iterative with newton 0.707360590598846"
[1] "Starting newton at: 0.485885472300766"
[1] "Newton iter: 1, lambda:0.452835353846256, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.453223807734825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453223861718023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453223861718024, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.453223861718023"
[1] "Starting iterative with newton 0.453223861718023"
[1] "Starting newton at: 0.540054827576001"
[1] "Newton iter: 1, lambda:0.391836176851749, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.39892087596014, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.398937471905253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398937471996241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398937471996241"
[1] "Starting iterative with newton 0.398937471996241"
[1] "Starting newton at: 0.481892123047319"
[1] "Newton iter: 1, lambda:0.384279834374313, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.387328201050065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.387331216378814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387331216381763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.387331216381763"
[1] "Starting iterative with newton 0.387331216381763"
[1] "Starting newton at: 0.491515049646611"
[1] "Newton iter: 1, lambda:0.380948071917548, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.384836220057568, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.384841106690563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384841106698279, diff to last: 0"
[1] "Final threshold is: 0.0283975098389061"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 0.882147902130017"
[1] "Newton iter: 1, lambda:0.75189203516334, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.760265804695332, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.760302564473227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760302565179338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760302564473227"
[1] "Starting iterative with newton 0.760302564473227"
[1] "Starting newton at: 0.503459956483496"
[1] "Newton iter: 1, lambda:0.628297579445088, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.635893926356738, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.635921253972986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635921254325851, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.635921253972986"
[1] "Starting iterative with newton 0.635921253972986"
[1] "Starting newton at: 0.527604281187922"
[1] "Newton iter: 1, lambda:0.599396933590965, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.601808096339466, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601810769438424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601810769441707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601810769441707"
[1] "Starting iterative with newton 0.601810769441707"
[1] "Starting newton at: 0.538290244872349"
[1] "Newton iter: 1, lambda:0.590910761352093, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.592189796148375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592190542146555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592190542146809, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592190542146555"
[1] "Starting iterative with newton 0.592190542146555"
[1] "Starting newton at: 0.545518357867573"
[1] "Newton iter: 1, lambda:0.58860250189762, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.589456036927005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589456368349481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589456368349531, diff to last: 0"
[1] "Final threshold is: 0.0434961149648432"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 0.757992122592705"
[1] "Newton iter: 1, lambda:0.786378213122772, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.786811077267505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78681117674807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786811176748075, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78681117674807"
[1] "Starting iterative with newton 0.78681117674807"
[1] "Starting newton at: 0.569655023277"
[1] "Newton iter: 1, lambda:0.643844626180217, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.646572534173354, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.646576147419881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646576147426214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.646576147419881"
[1] "Starting iterative with newton 0.646576147419881"
[1] "Starting newton at: 0.572529135912829"
[1] "Newton iter: 1, lambda:0.606055991671794, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.606589337786585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.606589471547732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60658947154774, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.606589471547732"
[1] "Starting iterative with newton 0.606589471547732"
[1] "Starting newton at: 0.582911867159189"
[1] "Newton iter: 1, lambda:0.594883194382336, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.594950143379382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594950145466456, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.594950143379382"
[1] "Starting iterative with newton 0.594950143379382"
[1] "Starting newton at: 0.586861201790418"
[1] "Newton iter: 1, lambda:0.591532355247671, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.59154249886403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591542498911802, diff to last: 0"
[1] "Final threshold is: 0.0436500509939789"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.09694026912179"
[1] "Newton iter: 1, lambda:1.01089095621518, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.01627887151189, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01630123716456, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01630123754878, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01630123716456"
[1] "Starting iterative with newton 1.01630123716456"
[1] "Starting newton at: 1.11576437038196"
[1] "Newton iter: 1, lambda:0.992662169639242, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.00333379697552, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.0034210789012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00342108470557, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0034210789012"
[1] "Starting iterative with newton 1.0034210789012"
[1] "Starting newton at: 1.11827696972932"
[1] "Newton iter: 1, lambda:0.98548728834635, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.997783288313999, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.997898857015879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99789886715681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.99789886715681, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.997898857015879"
[1] "Starting iterative with newton 0.997898857015879"
[1] "Starting newton at: 1.11760564428808"
[1] "Newton iter: 1, lambda:0.982758431802941, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.995403901265422, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.995525969630376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995525980927109, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995525980927109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995525980927109"
[1] "Starting iterative with newton 0.995525980927109"
[1] "Starting newton at: 1.11910006762115"
[1] "Newton iter: 1, lambda:0.981180297818729, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.994372586403954, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.994505392116757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994505405479696, diff to last: 0"
[1] "Newton iter: 5, lambda:0.994505405479697, diff to last: 0"
[1] "Final threshold is: 0.073384771445917"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.27962941994862"
[1] "Newton iter: 1, lambda:1.14477052610414, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.15967504161049, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.15988028288104, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15988032140417, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15988032140417, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15988032140417"
[1] "Starting iterative with newton 1.15988032140417"
[1] "Starting newton at: 1.2436242081592"
[1] "Newton iter: 1, lambda:1.31860569090987, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.32446806108782, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.32450208001488, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32450208115491, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32450208115491"
[1] "Starting iterative with newton 1.32450208115491"
[1] "Starting newton at: 1.19820256110262"
[1] "Newton iter: 1, lambda:1.37167362867083, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.40620316008194, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.40745243031484, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40745401935971, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40745401936228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40745401936228"
[1] "Starting iterative with newton 1.40745401936228"
[1] "Starting newton at: 1.20283334749986"
[1] "Newton iter: 1, lambda:1.39935385582921, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.44497904756393, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44721426181223, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44721942589426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44721942592177, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44721942589426"
[1] "Starting iterative with newton 1.44721942589426"
[1] "Starting newton at: 1.20863113259448"
[1] "Newton iter: 1, lambda:1.41307793119366, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.4630566535666, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46576740771656, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46577505466664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46577505472734, diff to last: 0"
[1] "Final threshold is: 0.108159863420493"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 0.970590969724746"
[1] "Newton iter: 1, lambda:1.08672016360029, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.09872923360725, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.09885058883235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09885060112988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09885060112988, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09885058883235"
[1] "Starting iterative with newton 1.09885058883235"
[1] "Starting newton at: 1.34782506194442"
[1] "Newton iter: 1, lambda:1.20453833030031, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.22063624968319, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.22086787946202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22086792686683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22086792686683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22086792686683"
[1] "Starting iterative with newton 1.22086792686683"
[1] "Starting newton at: 1.38572617403591"
[1] "Newton iter: 1, lambda:1.26022451661636, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.2730140491185, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.27316343138218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27316345156478, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27316345156477, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27316345156478"
[1] "Starting iterative with newton 1.27316345156478"
[1] "Starting newton at: 1.41359680357702"
[1] "Newton iter: 1, lambda:1.28007527787146, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.29455570426488, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.294749342912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.294749377155, diff to last: 0"
[1] "Newton iter: 5, lambda:1.294749377155, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.294749377155"
[1] "Starting iterative with newton 1.294749377155"
[1] "Starting newton at: 1.43433195875672"
[1] "Newton iter: 1, lambda:1.28541983911546, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.30322326857628, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.30351791040427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30351799000517, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30351799000518, diff to last: 0"
[1] "Final threshold is: 0.0961868789555444"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.44180302371472"
[1] "Newton iter: 1, lambda:1.40935656257175, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.41061304016076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.41061498884939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41061498885407, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41061498885407"
[1] "Starting iterative with newton 1.41061498885407"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300965805183685"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.34456434155927"
[1] "Newton iter: 1, lambda:1.4545173035449, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.47172609028365, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47211838449159, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47211858498023, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47211858498028, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47211858498028"
[1] "Starting iterative with newton 1.47211858498028"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.35281352486306"
[1] "Newton iter: 1, lambda:1.45732847951298, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.47287206226284, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.47319267110014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47319280546031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47319280546033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47319280546033"
[1] "Starting iterative with newton 1.47319280546033"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.24110802195902"
[1] "Newton iter: 1, lambda:1.48940694491694, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.59238990002397, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.6098017414676, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.6102636490477, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61026396792374, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61026396792389, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61026396792374"
[1] "Starting iterative with newton 1.61026396792374"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
threshold is:
[{'ad': 0.008531510029397725, 'da': 0.006182531682749879, 'dd': 0.0051604313601158825}, {'ad': 0.01728801490295752, 'da': 0.016395081970632615, 'dd': 0.028397509838906074}, {'ad': 0.043496114964843166, 'da': 0.04365005099397891, 'dd': 0.07338477144591701}, {'ad': 0.108159863420493, 'da': 0.09618687895554442, 'dd': 0.3009658051836853}, {'ad': 0.32508022374716683, 'da': 0.32508022374716683, 'dd': 0.32508022374716683}]
Number of points in noise estimation: 128
Estimated noise: 0.07379021976916687
0.07379021976916687
threshold is:
[{'ad': 0.0074674912942498395, 'da': 3.815851608102161e-05, 'dd': 0.0013857061013160255}, {'ad': 0.011433772507408069, 'da': 0.013146710006419279, 'dd': 0.03759512676942817}, {'ad': 0.040691862259629286, 'da': 0.04784249822235667, 'dd': 0.05317021942853295}, {'ad': 0.08663978603580985, 'da': 0.07091383687343748, 'dd': 0.3009658051836853}, {'ad': 0.32508022374716683, 'da': 0.32508022374716683, 'dd': 0.32508022374716683}]
['stjerten256', 0.075, 3, 0.005304220792469492, 0.0011772360803477123, 0.0011201968694029328, 0.003268365997530229, 0.001204636696300681, 0.0013619496696516005, 0.001204636696300681, 0.0013619496696516005, 22.75378406368858, 29.291364359575844, 29.507056453817317, 24.8566931633557, 29.1914391124833, 28.658389413193113, 29.1914391124833, 28.658389413193113]
stjerten256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.151789497233374"
[1] "Newton iter: 1, lambda:0.274369342434093, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.277031874613642, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.277033115058654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277033115058923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277033115058654"
[1] "Starting iterative with newton 0.277033115058654"
[1] "Starting newton at: 0.204618686000374"
[1] "Newton iter: 1, lambda:0.130662932513153, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.131189553223102, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131189579986674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131189579986674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131189579986674"
[1] "Starting iterative with newton 0.131189579986674"
[1] "Starting newton at: 0.0724241493559131"
[1] "Newton iter: 1, lambda:0.122159441246956, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.122391189294543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.122391194320918, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122391189294543"
[1] "Starting iterative with newton 0.122391189294543"
[1] "Starting newton at: 0.0812225400480442"
[1] "Newton iter: 1, lambda:0.121670411526852, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121823411100234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121823413287414, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121823413287414"
[1] "Starting iterative with newton 0.121823413287414"
[1] "Starting newton at: 0.0817903160551727"
[1] "Newton iter: 1, lambda:0.121638141623412, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121786617994397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12178662005395, diff to last: 0"
[1] "Final threshold is: 0.00885543605222535"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.410522753558541"
[1] "Newton iter: 1, lambda:0.326856097929253, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.328297751728201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328298186515777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328298186515816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328298186515777"
[1] "Starting iterative with newton 0.328298186515777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114480392248437, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115806234293991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115806411955762, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115806411955765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115806411955765"
[1] "Starting iterative with newton 0.115806411955765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0974930296188735, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0984038679261015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0984039473617998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0984039473618004, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0984039473617998"
[1] "Starting iterative with newton 0.0984039473617998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960743617549338, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969546915063503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09695476535993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969547653599306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.09695476535993"
[1] "Starting iterative with newton 0.09695476535993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959561489607244, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096833963178003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096834036580972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968340365809725, diff to last: 0"
[1] "Final threshold is: 0.00704106590889696"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.298418008917047"
[1] "Newton iter: 1, lambda:0.340946233118011, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.341362015484117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.341362054999744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341362054999744, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341362054999744"
[1] "Starting iterative with newton 0.341362054999744"
[1] "Starting newton at: 0.106417971688393"
[1] "Newton iter: 1, lambda:0.147278384919237, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.147473739864134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147473744323699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147473744323699"
[1] "Starting iterative with newton 0.147473744323699"
[1] "Starting newton at: 0.0466609291737045"
[1] "Newton iter: 1, lambda:0.130686794720035, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.131479530663237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131479601087623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131479601087624, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.131479601087623"
[1] "Starting iterative with newton 0.131479601087623"
[1] "Starting newton at: 0.062655072409781"
[1] "Newton iter: 1, lambda:0.129611731451255, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.130113167148129, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130113195224723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130113195224723, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130113195224723"
[1] "Starting iterative with newton 0.130113195224723"
[1] "Starting newton at: 0.0640214782726811"
[1] "Newton iter: 1, lambda:0.129516364185042, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.129995984923732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129996010602667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129996010602667, diff to last: 0"
[1] "Final threshold is: 0.0094523631448707"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0.737433628700938"
[1] "Newton iter: 1, lambda:0.563575579693844, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.573448832266048, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.573482718303336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57348271870132, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573482718303336"
[1] "Starting iterative with newton 0.573482718303336"
[1] "Starting newton at: 0.425370970307621"
[1] "Newton iter: 1, lambda:0.293099177908808, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.297000766795528, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297004219322154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297004219324857, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297004219322154"
[1] "Starting iterative with newton 0.297004219322154"
[1] "Starting newton at: 0.259540986410509"
[1] "Newton iter: 1, lambda:0.257637279863521, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.257638049395499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.257638049395625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.257638049395499"
[1] "Starting iterative with newton 0.257638049395499"
[1] "Starting newton at: 0.240842520675809"
[1] "Newton iter: 1, lambda:0.251769998109227, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.251795125428918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251795125561674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.251795125428918"
[1] "Starting iterative with newton 0.251795125428918"
[1] "Starting newton at: 0.24668544464239"
[1] "Newton iter: 1, lambda:0.250919101053598, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.250922865303658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250922865306633, diff to last: 0"
[1] "Final threshold is: 0.0182452833222021"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0.612280482858487"
[1] "Newton iter: 1, lambda:0.59297647128822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.593110125118458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.593110131564302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593110125118458"
[1] "Starting iterative with newton 0.593110125118458"
[1] "Starting newton at: 0.324423550028107"
[1] "Newton iter: 1, lambda:0.264270930273997, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.265081161598768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265081309191804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265081309191809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.265081309191804"
[1] "Starting iterative with newton 0.265081309191804"
[1] "Starting newton at: 0.387383792360862"
[1] "Newton iter: 1, lambda:0.211042842290778, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.217185925944408, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217193448898986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217193448910266, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.217193448910266"
[1] "Starting iterative with newton 0.217193448910266"
[1] "Starting newton at: 0.388942906353327"
[1] "Newton iter: 1, lambda:0.2037251217644, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.210375808126683, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.210384458967642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210384458982276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210384458982276"
[1] "Starting iterative with newton 0.210384458982276"
[1] "Starting newton at: 0.392922306961429"
[1] "Newton iter: 1, lambda:0.202393218398066, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.209409936441163, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.209419539376074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209419539394057, diff to last: 0"
[1] "Final threshold is: 0.015227463724749"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0.720630932275724"
[1] "Newton iter: 1, lambda:0.666008394530258, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.667290077412654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.667290797140459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.667290797140685, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.667290797140459"
[1] "Starting iterative with newton 0.667290797140459"
[1] "Starting newton at: 0.539178863886"
[1] "Newton iter: 1, lambda:0.432637776098871, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.436332862365824, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.436337398085608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436337398092438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.436337398092438"
[1] "Starting iterative with newton 0.436337398092438"
[1] "Starting newton at: 0.337781321647495"
[1] "Newton iter: 1, lambda:0.393041370278833, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.393995141902623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.393995424298298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393995424298323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.393995424298298"
[1] "Starting iterative with newton 0.393995424298298"
[1] "Starting newton at: 0.302761663063908"
[1] "Newton iter: 1, lambda:0.383968431328781, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.386006276656751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.38600754979624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386007549796737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.38600754979624"
[1] "Starting iterative with newton 0.38600754979624"
[1] "Starting newton at: 0.304120356521179"
[1] "Newton iter: 1, lambda:0.382590390909374, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.384488104341486, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.384489205750935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384489205751306, diff to last: 0"
[1] "Final threshold is: 0.0279572548510668"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 0.862141242767699"
[1] "Newton iter: 1, lambda:0.766035772329009, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.770803146872257, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770815399059471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770815399140245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770815399059471"
[1] "Starting iterative with newton 0.770815399059471"
[1] "Starting newton at: 0.575264047851492"
[1] "Newton iter: 1, lambda:0.63219579082645, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.63376173916268, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63376290658455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633762906585199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63376290658455"
[1] "Starting iterative with newton 0.63376290658455"
[1] "Starting newton at: 0.587468613583624"
[1] "Newton iter: 1, lambda:0.596501519120924, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.596539095883845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596539096532604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596539095883845"
[1] "Starting iterative with newton 0.596539095883845"
[1] "Starting newton at: 0.59563313593683"
[1] "Newton iter: 1, lambda:0.586158300071416, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.586199042645303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586199043400536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.586199042645303"
[1] "Starting iterative with newton 0.586199042645303"
[1] "Starting newton at: 0.603398899504256"
[1] "Newton iter: 1, lambda:0.58312459308537, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.583310099704539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583310115318949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583310115318949, diff to last: 0"
[1] "Final threshold is: 0.0424140634047888"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 0.783263534687697"
[1] "Newton iter: 1, lambda:0.790848551673927, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.790879904318928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.790879904852915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.790879904852915"
[1] "Starting iterative with newton 0.790879904852915"
[1] "Starting newton at: 0.590036686161208"
[1] "Newton iter: 1, lambda:0.632986665509535, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.633889997189081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.633890392055485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63389039205556, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633890392055485"
[1] "Starting iterative with newton 0.633890392055485"
[1] "Starting newton at: 0.642827078579597"
[1] "Newton iter: 1, lambda:0.58657476713048, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.588022860127121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588023835841577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58802383584202, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.588023835841577"
[1] "Starting iterative with newton 0.588023835841577"
[1] "Starting newton at: 0.663676516343482"
[1] "Newton iter: 1, lambda:0.570510939822374, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.574391840461834, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.574398766732831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574398766754871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574398766754871"
[1] "Starting iterative with newton 0.574398766754871"
[1] "Starting newton at: 0.651677615932113"
[1] "Newton iter: 1, lambda:0.56713800371977, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.570331290295214, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.570335961239117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570335961249103, diff to last: 0"
[1] "Final threshold is: 0.0414706774093914"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 0.84033086980584"
[1] "Newton iter: 1, lambda:0.979684444957421, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.995094239978478, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.995272945450593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995272969288438, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995272969288439, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995272969288438"
[1] "Starting iterative with newton 0.995272969288438"
[1] "Starting newton at: 0.841875001070694"
[1] "Newton iter: 1, lambda:0.972013620166182, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.985312320990521, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.985444366132808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985444379060067, diff to last: 0"
[1] "Newton iter: 5, lambda:0.985444379060067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.985444366132808"
[1] "Starting iterative with newton 0.985444366132808"
[1] "Starting newton at: 0.850605418540746"
[1] "Newton iter: 1, lambda:0.970204091496948, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.981362011230674, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.981454606299203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981454612638569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.981454606299203"
[1] "Starting iterative with newton 0.981454606299203"
[1] "Starting newton at: 0.851744308095226"
[1] "Newton iter: 1, lambda:0.969036954704131, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.979746975480814, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.979832170613358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979832175974009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.979832170613358"
[1] "Starting iterative with newton 0.979832170613358"
[1] "Starting newton at: 0.853366743781071"
[1] "Newton iter: 1, lambda:0.968741871973187, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979092421543643, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97917194255847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97917194722673, diff to last: 0"
[1] "Final threshold is: 0.0711982524649971"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.29690316072987"
[1] "Newton iter: 1, lambda:1.11719184585865, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.14209025189685, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.14265328416032, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1426535674078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14265356740787, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1426535674078"
[1] "Starting iterative with newton 1.1426535674078"
[1] "Starting newton at: 1.24737984902545"
[1] "Newton iter: 1, lambda:1.29464659451236, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.29686534255513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.29687006596548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29687006598684, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29687006598684"
[1] "Starting iterative with newton 1.29687006598684"
[1] "Starting newton at: 1.27103434473939"
[1] "Newton iter: 1, lambda:1.36237823518614, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37121124394284, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37128877760751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37128878353668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37128877760751"
[1] "Starting iterative with newton 1.37128877760751"
[1] "Starting newton at: 1.26451304509532"
[1] "Newton iter: 1, lambda:1.38842195390084, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.40527754547021, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.40556553477991, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40556561764056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40556561764057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40556561764056"
[1] "Starting iterative with newton 1.40556561764056"
[1] "Starting newton at: 1.29777230980281"
[1] "Newton iter: 1, lambda:1.40760145980387, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.42081574836596, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.42099320191483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42099323354733, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42099323354733, diff to last: 0"
[1] "Final threshold is: 0.103324279011512"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.00329922117207"
[1] "Newton iter: 1, lambda:1.08067261501529, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.08588635152501, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.08590907476733, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08590907519754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08590907476733"
[1] "Starting iterative with newton 1.08590907476733"
[1] "Starting newton at: 1.00250111934882"
[1] "Newton iter: 1, lambda:1.16872585726992, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.19548208455784, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.19612564555129, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19612601113927, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19612601113939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19612601113927"
[1] "Starting iterative with newton 1.19612601113927"
[1] "Starting newton at: 1.43211189031937"
[1] "Newton iter: 1, lambda:1.20609904716201, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.24382254955446, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.24514392977792, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24514550876795, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24514550877021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.24514550877021"
[1] "Starting iterative with newton 1.24514550877021"
[1] "Starting newton at: 1.42072047235127"
[1] "Newton iter: 1, lambda:1.24058333368206, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.26581616149408, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.26640824035556, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26640856034854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26640856034864, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26640856034854"
[1] "Starting iterative with newton 1.26640856034854"
[1] "Starting newton at: 1.40787181300675"
[1] "Newton iter: 1, lambda:1.25694012266286, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.27521620467794, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2755265513229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27552663958857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27552663958857, diff to last: 0"
[1] "Final threshold is: 0.0927470077154848"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.41969409709883"
[1] "Newton iter: 1, lambda:1.41871100182222, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.41871220793215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41871220793396, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41871220793215"
[1] "Starting iterative with newton 1.41871220793215"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.296571029625586"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.35871456476864"
[1] "Newton iter: 1, lambda:1.46081601416663, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.47564180346657, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47593338233921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47593349349494, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47593349349496, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47593349349494"
[1] "Starting iterative with newton 1.47593349349494"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.22614831694855, diff to last: 0.179"
[1] "Newton iter: 2, lambda:4.28225254257571, diff to last: 0.056"
[1] "Newton iter: 3, lambda:4.29518608824387, diff to last: 0.013"
[1] "Newton iter: 4, lambda:4.29579615292946, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29579745659455, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29579745659316, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.29579615292946"
[1] "Starting iterative with newton 4.29579615292946"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.19475003233652, diff to last: 1.211"
[1] "Newton iter: 2, lambda:3.44769961724862, diff to last: 0.253"
[1] "Newton iter: 3, lambda:3.67335278936242, diff to last: 0.226"
[1] "Newton iter: 4, lambda:3.86725443915902, diff to last: 0.194"
[1] "Newton iter: 5, lambda:4.02057963028838, diff to last: 0.153"
[1] "Newton iter: 6, lambda:4.12101892060275, diff to last: 0.1"
[1] "Newton iter: 7, lambda:4.16346313103656, diff to last: 0.042"
[1] "Newton iter: 8, lambda:4.17026915911465, diff to last: 0.007"
[1] "Newton iter: 9, lambda:4.17042723795909, diff to last: 0"
[1] "Newton iter: 10, lambda:4.17042732146049, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.17042732146049"
[1] "Starting iterative with newton 4.17042732146049"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.35921431534954"
[1] "Newton iter: 1, lambda:1.44994702886336, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.46155963515891, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.4617380145232, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46173805613908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46173805613908, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46173805613908"
[1] "Starting iterative with newton 1.46173805613908"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.23310985272926"
[1] "Newton iter: 1, lambda:1.47820081311217, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.57742252071166, diff to last: 0.099"
[1] "Newton iter: 3, lambda:1.59332886853156, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59370880011905, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59370901312942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59370901312949, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59370901312942"
[1] "Starting iterative with newton 1.59370901312942"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
threshold is:
[{'ad': 0.008855436052225349, 'da': 0.007041065908896956, 'dd': 0.009452363144870702}, {'ad': 0.018245283322202148, 'da': 0.01522746372474901, 'dd': 0.02795725485106684}, {'ad': 0.04241406340478877, 'da': 0.04147067740939145, 'dd': 0.07119825246499714}, {'ad': 0.10332427901151217, 'da': 0.09274700771548476, 'dd': 0.29657102962558585}, {'ad': 0.32033332361054295, 'da': 0.32033332361054295, 'dd': 0.32033332361054295}]
Number of points in noise estimation: 128
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.06465761000507"
[1] "Starting iterative with newton 7.06465761000507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84131801452152"
[1] "Starting iterative with newton 5.84131801452152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.41187329382615"
[1] "Starting iterative with newton 5.41187329382615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 1.51502666169194"
[1] "Newton iter: 1, lambda:1.34713532757577, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.32303467518044, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.32242058485786, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32242017946703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32242017946685, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32242017946685"
[1] "Starting iterative with newton 1.32242017946685"
[1] "Starting newton at: 1.51857065268704"
[1] "Newton iter: 1, lambda:1.35648818267649, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.33430912294837, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.33379922448302, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33379895066799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33379895066791, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33379895066791"
[1] "Starting iterative with newton 1.33379895066791"
[1] "Starting newton at: 1.53949181067652"
[1] "Newton iter: 1, lambda:1.37761380863586, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.35654000192581, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.35609822404068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35609802669848, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35609802669844, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35609802669844"
[1] "Starting iterative with newton 1.35609802669844"
[1] "Starting newton at: 1.56704669023704"
[1] "Newton iter: 1, lambda:1.39678841597505, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37480953677852, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.37434583143036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3743456212206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37434562122056, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3743456212206"
[1] "Starting iterative with newton 1.3743456212206"
[1] "Starting newton at: 1.57867761482871"
[1] "Newton iter: 1, lambda:1.41291041981923, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.39271508347611, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.39233626595395, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39233613028232, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3923361302823, diff to last: 0"
[1] "Final threshold is: 0.101240543168503"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 1.58552750320635"
[1] "Newton iter: 1, lambda:1.33531013715696, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.29010023706434, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.2878909078105, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28788544356317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2878854435297, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2878854435297"
[1] "Starting iterative with newton 1.2878854435297"
[1] "Starting newton at: 1.49725531944168"
[1] "Newton iter: 1, lambda:1.22362898541801, diff to last: 0.274"
[1] "Newton iter: 2, lambda:1.15550918393441, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.14912195313322, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.14906364644824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14906364158329, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14906364644824"
[1] "Starting iterative with newton 1.14906364644824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 1.16387745056323"
[1] "Newton iter: 1, lambda:1.12567300044126, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.12359014689306, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12358385618477, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12358385612737, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12358385612737"
[1] "Starting iterative with newton 1.12358385612737"
[1] "Starting newton at: 1.25352455268552"
[1] "Newton iter: 1, lambda:1.304204986752, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.30146450852698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.30145673121049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30145673114771, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30145673121049"
[1] "Starting iterative with newton 1.30145673121049"
[1] "Starting newton at: 1.5343845530869"
[1] "Newton iter: 1, lambda:1.55290581818822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55269630284666, diff to last: 0"
[1] "Newton iter: 3, lambda:1.5526962769077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5526962769077, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5526962769077"
[1] "Starting iterative with newton 1.5526962769077"
[1] "Starting newton at: 1.86388529857853"
[1] "Newton iter: 1, lambda:1.80683147463777, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.80619071100616, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80619060512258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80619060512258, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80619060512258"
[1] "Starting iterative with newton 1.80619060512258"
[1] "Starting newton at: 1.91380122396766"
[1] "Newton iter: 1, lambda:1.95083027919981, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.95062087307863, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95062086798375, diff to last: 0"
[1] "Final threshold is: 0.141834943369924"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.22816218403396"
[1] "Newton iter: 1, lambda:1.21413577432028, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.21390782278137, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21390776193211, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21390776193211, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21390776193211"
[1] "Starting iterative with newton 1.21390776193211"
[1] "Starting newton at: 1.75074628598539"
[1] "Newton iter: 1, lambda:1.73493687357164, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.73489033671252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73489033626544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73489033626544"
[1] "Starting iterative with newton 1.73489033626544"
[1] "Starting newton at: 2.09213602072773"
[1] "Newton iter: 1, lambda:2.11924925595541, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.11939006921773, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11939007353118, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11939007353118"
[1] "Starting iterative with newton 2.11939007353118"
[1] "Starting newton at: 2.34463157334359"
[1] "Newton iter: 1, lambda:2.3464888751923, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34649015399378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34649015399439, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34649015399378"
[1] "Starting iterative with newton 2.34649015399378"
[1] "Starting newton at: 2.44877186307662"
[1] "Newton iter: 1, lambda:2.47161164180326, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.47183211471914, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4718321358327, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4718321358327, diff to last: 0"
[1] "Final threshold is: 0.179733630845535"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.2581644640862"
[1] "Newton iter: 1, lambda:1.25534895622757, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.25534018743801, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25534018735277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25534018743801"
[1] "Starting iterative with newton 1.25534018743801"
[1] "Starting newton at: 1.80640606548823"
[1] "Newton iter: 1, lambda:1.75200572250988, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.75153485971191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.75153480981729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75153480981729, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.75153480981729"
[1] "Starting iterative with newton 1.75153480981729"
[1] "Starting newton at: 2.17523734132574"
[1] "Newton iter: 1, lambda:2.1046762757502, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.10573173744688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.10573190415196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10573190415197, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10573190415196"
[1] "Starting iterative with newton 2.10573190415196"
[1] "Starting newton at: 2.23488395369699"
[1] "Newton iter: 1, lambda:2.28516852728894, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.28576092078114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.28576101660961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28576101660961, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28576101660961"
[1] "Starting iterative with newton 2.28576101660961"
[1] "Starting newton at: 2.43659069119422"
[1] "Newton iter: 1, lambda:2.36599708298248, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.36778100491438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.3677820140829, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36778201408322, diff to last: 0"
[1] "Final threshold is: 0.172167863777112"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.52776398269563"
[1] "Newton iter: 1, lambda:1.5330554666027, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.53304442365823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53304442361113, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53304442361113"
[1] "Starting iterative with newton 1.53304442361113"
[1] "Starting newton at: 2.3462856500188"
[1] "Newton iter: 1, lambda:2.33332676430502, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.33344509621536, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33344510598449, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33344509621536"
[1] "Starting iterative with newton 2.33344509621536"
[1] "Starting newton at: 2.89742309714969"
[1] "Newton iter: 1, lambda:2.85775084768555, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.85929453698641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85929691271992, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85929691272555, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85929691271992"
[1] "Starting iterative with newton 2.85929691271992"
[1] "Starting newton at: 3.20006501390412"
[1] "Newton iter: 1, lambda:3.16523614078576, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.16652489531336, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.16652670943381, diff to last: 0"
[1] "Newton iter: 4, lambda:3.1665267094374, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.1665267094374"
[1] "Starting iterative with newton 3.1665267094374"
[1] "Starting newton at: 3.29067194715589"
[1] "Newton iter: 1, lambda:3.30978540705613, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.31020280955269, diff to last: 0"
[1] "Newton iter: 3, lambda:3.3102030054379, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31020300543794, diff to last: 0"
[1] "Final threshold is: 0.240693854723566"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.68730723991628"
[1] "Newton iter: 1, lambda:1.7862822172167, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.78555255134175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78555258842147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78555258842147, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.78555258842147"
[1] "Starting iterative with newton 1.78555258842147"
[1] "Starting newton at: 2.53082863250304"
[1] "Newton iter: 1, lambda:2.61065298362751, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.6168105512365, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.61684787529171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684787666294, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.61684787666294"
[1] "Starting iterative with newton 2.61684787666294"
[1] "Starting newton at: 3.13510593866602"
[1] "Newton iter: 1, lambda:3.13503380035348, diff to last: 0"
[1] "Newton iter: 2, lambda:3.13503380658203, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.13503380658203"
[1] "Starting iterative with newton 3.13503380658203"
[1] "Starting newton at: 3.37025720413825"
[1] "Newton iter: 1, lambda:3.43492356582667, diff to last: 0.065"
[1] "Newton iter: 2, lambda:3.44049206388455, diff to last: 0.006"
[1] "Newton iter: 3, lambda:3.44053101634417, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44053101823879, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44053101634417"
[1] "Starting iterative with newton 3.44053101634417"
[1] "Starting newton at: 3.5643346415491"
[1] "Newton iter: 1, lambda:3.5615412834025, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.56155103394386, diff to last: 0"
[1] "Newton iter: 3, lambda:3.56155103406307, diff to last: 0"
[1] "Final threshold is: 0.258970052826092"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.72569240358678"
[1] "Newton iter: 1, lambda:1.61858140637062, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.61816315019299, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61816311504443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61816311504443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61816311504443"
[1] "Starting iterative with newton 1.61816311504443"
[1] "Starting newton at: 2.39484594824278"
[1] "Newton iter: 1, lambda:2.45889775212858, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.46226134001337, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.46227095157176, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46227095165033, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46227095165033"
[1] "Starting iterative with newton 2.46227095165033"
[1] "Starting newton at: 2.99632660306149"
[1] "Newton iter: 1, lambda:2.9960798449979, diff to last: 0"
[1] "Newton iter: 2, lambda:2.99607991398352, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99607991398353, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.99607991398352"
[1] "Starting iterative with newton 2.99607991398352"
[1] "Starting newton at: 3.33249567177567"
[1] "Newton iter: 1, lambda:3.3108692183288, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.31144939469834, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.31144982123433, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31144982123456, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.31144982123456"
[1] "Starting iterative with newton 3.31144982123456"
[1] "Starting newton at: 3.53048801516248"
[1] "Newton iter: 1, lambda:3.51357570406135, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.51395522922764, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51395542428589, diff to last: 0"
[1] "Newton iter: 4, lambda:3.51395542428594, diff to last: 0"
[1] "Final threshold is: 0.25550924671651"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.90740368380746"
[1] "Newton iter: 1, lambda:2.21369547983285, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.26855697719616, diff to last: 0.055"
[1] "Newton iter: 3, lambda:2.2716208268211, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.27163064628912, diff to last: 0"
[1] "Newton iter: 5, lambda:2.27163064639006, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.27163064639006"
[1] "Starting iterative with newton 2.27163064639006"
[1] "Starting newton at: 3.0424379168596"
[1] "Newton iter: 1, lambda:3.14497005992788, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.16214987391175, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.1626106010083, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16261092732284, diff to last: 0"
[1] "Newton iter: 5, lambda:3.162610927323, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.162610927323"
[1] "Starting iterative with newton 3.162610927323"
[1] "Starting newton at: 3.62449738208011"
[1] "Newton iter: 1, lambda:3.81888712434286, diff to last: 0.194"
[1] "Newton iter: 2, lambda:3.9102038057458, diff to last: 0.091"
[1] "Newton iter: 3, lambda:3.92950889562578, diff to last: 0.019"
[1] "Newton iter: 4, lambda:3.93029127266431, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.93029251740521, diff to last: 0"
[1] "Newton iter: 6, lambda:3.93029251740835, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93029251740521"
[1] "Starting iterative with newton 3.93029251740521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10124054316850294, 'da': 0.0, 'dd': 0.14183494336992414}, {'ad': 0.17973363084553545, 'da': 0.1721678637771118, 'dd': 0.24069385472356558}, {'ad': 0.25897005282609203, 'da': 0.2555092467165103, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364373389346833. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.06465761000507"
[1] "Starting iterative with newton 7.06465761000507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84131801452152"
[1] "Starting iterative with newton 5.84131801452152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.41187329382615"
[1] "Starting iterative with newton 5.41187329382615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 1.51502666169194"
[1] "Newton iter: 1, lambda:1.34713532757577, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.32303467518044, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.32242058485786, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32242017946703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32242017946685, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32242017946685"
[1] "Starting iterative with newton 1.32242017946685"
[1] "Starting newton at: 1.51857065268704"
[1] "Newton iter: 1, lambda:1.35648818267649, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.33430912294837, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.33379922448302, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33379895066799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33379895066791, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33379895066791"
[1] "Starting iterative with newton 1.33379895066791"
[1] "Starting newton at: 1.53949181067652"
[1] "Newton iter: 1, lambda:1.37761380863586, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.35654000192581, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.35609822404068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35609802669848, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35609802669844, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35609802669844"
[1] "Starting iterative with newton 1.35609802669844"
[1] "Starting newton at: 1.56704669023704"
[1] "Newton iter: 1, lambda:1.39678841597505, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37480953677852, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.37434583143036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3743456212206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37434562122056, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3743456212206"
[1] "Starting iterative with newton 1.3743456212206"
[1] "Starting newton at: 1.57867761482871"
[1] "Newton iter: 1, lambda:1.41291041981923, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.39271508347611, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.39233626595395, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39233613028232, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3923361302823, diff to last: 0"
[1] "Final threshold is: 0.101240543168503"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 1.58552750320635"
[1] "Newton iter: 1, lambda:1.33531013715696, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.29010023706434, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.2878909078105, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28788544356317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2878854435297, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2878854435297"
[1] "Starting iterative with newton 1.2878854435297"
[1] "Starting newton at: 1.49725531944168"
[1] "Newton iter: 1, lambda:1.22362898541801, diff to last: 0.274"
[1] "Newton iter: 2, lambda:1.15550918393441, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.14912195313322, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.14906364644824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14906364158329, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14906364644824"
[1] "Starting iterative with newton 1.14906364644824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 1.16387745056323"
[1] "Newton iter: 1, lambda:1.12567300044126, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.12359014689306, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12358385618477, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12358385612737, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12358385612737"
[1] "Starting iterative with newton 1.12358385612737"
[1] "Starting newton at: 1.25352455268552"
[1] "Newton iter: 1, lambda:1.304204986752, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.30146450852698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.30145673121049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30145673114771, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30145673121049"
[1] "Starting iterative with newton 1.30145673121049"
[1] "Starting newton at: 1.5343845530869"
[1] "Newton iter: 1, lambda:1.55290581818822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55269630284666, diff to last: 0"
[1] "Newton iter: 3, lambda:1.5526962769077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5526962769077, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5526962769077"
[1] "Starting iterative with newton 1.5526962769077"
[1] "Starting newton at: 1.86388529857853"
[1] "Newton iter: 1, lambda:1.80683147463777, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.80619071100616, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80619060512258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80619060512258, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80619060512258"
[1] "Starting iterative with newton 1.80619060512258"
[1] "Starting newton at: 1.91380122396766"
[1] "Newton iter: 1, lambda:1.95083027919981, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.95062087307863, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95062086798375, diff to last: 0"
[1] "Final threshold is: 0.141834943369924"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.22816218403396"
[1] "Newton iter: 1, lambda:1.21413577432028, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.21390782278137, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21390776193211, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21390776193211, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21390776193211"
[1] "Starting iterative with newton 1.21390776193211"
[1] "Starting newton at: 1.75074628598539"
[1] "Newton iter: 1, lambda:1.73493687357164, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.73489033671252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73489033626544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73489033626544"
[1] "Starting iterative with newton 1.73489033626544"
[1] "Starting newton at: 2.09213602072773"
[1] "Newton iter: 1, lambda:2.11924925595541, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.11939006921773, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11939007353118, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11939007353118"
[1] "Starting iterative with newton 2.11939007353118"
[1] "Starting newton at: 2.34463157334359"
[1] "Newton iter: 1, lambda:2.3464888751923, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34649015399378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34649015399439, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34649015399378"
[1] "Starting iterative with newton 2.34649015399378"
[1] "Starting newton at: 2.44877186307662"
[1] "Newton iter: 1, lambda:2.47161164180326, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.47183211471914, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4718321358327, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4718321358327, diff to last: 0"
[1] "Final threshold is: 0.179733630845535"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.2581644640862"
[1] "Newton iter: 1, lambda:1.25534895622757, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.25534018743801, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25534018735277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25534018743801"
[1] "Starting iterative with newton 1.25534018743801"
[1] "Starting newton at: 1.80640606548823"
[1] "Newton iter: 1, lambda:1.75200572250988, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.75153485971191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.75153480981729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75153480981729, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.75153480981729"
[1] "Starting iterative with newton 1.75153480981729"
[1] "Starting newton at: 2.17523734132574"
[1] "Newton iter: 1, lambda:2.1046762757502, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.10573173744688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.10573190415196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10573190415197, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10573190415196"
[1] "Starting iterative with newton 2.10573190415196"
[1] "Starting newton at: 2.23488395369699"
[1] "Newton iter: 1, lambda:2.28516852728894, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.28576092078114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.28576101660961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28576101660961, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28576101660961"
[1] "Starting iterative with newton 2.28576101660961"
[1] "Starting newton at: 2.43659069119422"
[1] "Newton iter: 1, lambda:2.36599708298248, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.36778100491438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.3677820140829, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36778201408322, diff to last: 0"
[1] "Final threshold is: 0.172167863777112"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.52776398269563"
[1] "Newton iter: 1, lambda:1.5330554666027, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.53304442365823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53304442361113, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53304442361113"
[1] "Starting iterative with newton 1.53304442361113"
[1] "Starting newton at: 2.3462856500188"
[1] "Newton iter: 1, lambda:2.33332676430502, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.33344509621536, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33344510598449, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33344509621536"
[1] "Starting iterative with newton 2.33344509621536"
[1] "Starting newton at: 2.89742309714969"
[1] "Newton iter: 1, lambda:2.85775084768555, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.85929453698641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85929691271992, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85929691272555, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85929691271992"
[1] "Starting iterative with newton 2.85929691271992"
[1] "Starting newton at: 3.20006501390412"
[1] "Newton iter: 1, lambda:3.16523614078576, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.16652489531336, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.16652670943381, diff to last: 0"
[1] "Newton iter: 4, lambda:3.1665267094374, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.1665267094374"
[1] "Starting iterative with newton 3.1665267094374"
[1] "Starting newton at: 3.29067194715589"
[1] "Newton iter: 1, lambda:3.30978540705613, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.31020280955269, diff to last: 0"
[1] "Newton iter: 3, lambda:3.3102030054379, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31020300543794, diff to last: 0"
[1] "Final threshold is: 0.240693854723566"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.68730723991628"
[1] "Newton iter: 1, lambda:1.7862822172167, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.78555255134175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78555258842147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78555258842147, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.78555258842147"
[1] "Starting iterative with newton 1.78555258842147"
[1] "Starting newton at: 2.53082863250304"
[1] "Newton iter: 1, lambda:2.61065298362751, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.6168105512365, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.61684787529171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684787666294, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.61684787666294"
[1] "Starting iterative with newton 2.61684787666294"
[1] "Starting newton at: 3.13510593866602"
[1] "Newton iter: 1, lambda:3.13503380035348, diff to last: 0"
[1] "Newton iter: 2, lambda:3.13503380658203, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.13503380658203"
[1] "Starting iterative with newton 3.13503380658203"
[1] "Starting newton at: 3.37025720413825"
[1] "Newton iter: 1, lambda:3.43492356582667, diff to last: 0.065"
[1] "Newton iter: 2, lambda:3.44049206388455, diff to last: 0.006"
[1] "Newton iter: 3, lambda:3.44053101634417, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44053101823879, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44053101634417"
[1] "Starting iterative with newton 3.44053101634417"
[1] "Starting newton at: 3.5643346415491"
[1] "Newton iter: 1, lambda:3.5615412834025, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.56155103394386, diff to last: 0"
[1] "Newton iter: 3, lambda:3.56155103406307, diff to last: 0"
[1] "Final threshold is: 0.258970052826092"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.72569240358678"
[1] "Newton iter: 1, lambda:1.61858140637062, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.61816315019299, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61816311504443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61816311504443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61816311504443"
[1] "Starting iterative with newton 1.61816311504443"
[1] "Starting newton at: 2.39484594824278"
[1] "Newton iter: 1, lambda:2.45889775212858, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.46226134001337, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.46227095157176, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46227095165033, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46227095165033"
[1] "Starting iterative with newton 2.46227095165033"
[1] "Starting newton at: 2.99632660306149"
[1] "Newton iter: 1, lambda:2.9960798449979, diff to last: 0"
[1] "Newton iter: 2, lambda:2.99607991398352, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99607991398353, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.99607991398352"
[1] "Starting iterative with newton 2.99607991398352"
[1] "Starting newton at: 3.33249567177567"
[1] "Newton iter: 1, lambda:3.3108692183288, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.31144939469834, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.31144982123433, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31144982123456, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.31144982123456"
[1] "Starting iterative with newton 3.31144982123456"
[1] "Starting newton at: 3.53048801516248"
[1] "Newton iter: 1, lambda:3.51357570406135, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.51395522922764, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51395542428589, diff to last: 0"
[1] "Newton iter: 4, lambda:3.51395542428594, diff to last: 0"
[1] "Final threshold is: 0.25550924671651"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.90740368380746"
[1] "Newton iter: 1, lambda:2.21369547983285, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.26855697719616, diff to last: 0.055"
[1] "Newton iter: 3, lambda:2.2716208268211, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.27163064628912, diff to last: 0"
[1] "Newton iter: 5, lambda:2.27163064639006, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.27163064639006"
[1] "Starting iterative with newton 2.27163064639006"
[1] "Starting newton at: 3.0424379168596"
[1] "Newton iter: 1, lambda:3.14497005992788, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.16214987391175, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.1626106010083, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16261092732284, diff to last: 0"
[1] "Newton iter: 5, lambda:3.162610927323, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.162610927323"
[1] "Starting iterative with newton 3.162610927323"
[1] "Starting newton at: 3.62449738208011"
[1] "Newton iter: 1, lambda:3.81888712434286, diff to last: 0.194"
[1] "Newton iter: 2, lambda:3.9102038057458, diff to last: 0.091"
[1] "Newton iter: 3, lambda:3.92950889562578, diff to last: 0.019"
[1] "Newton iter: 4, lambda:3.93029127266431, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.93029251740521, diff to last: 0"
[1] "Newton iter: 6, lambda:3.93029251740835, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93029251740521"
[1] "Starting iterative with newton 3.93029251740521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10124054316850294, 'da': 0.0, 'dd': 0.14183494336992414}, {'ad': 0.17973363084553545, 'da': 0.1721678637771118, 'dd': 0.24069385472356558}, {'ad': 0.25897005282609203, 'da': 0.2555092467165103, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364373389346833. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.151789497233374"
[1] "Newton iter: 1, lambda:0.274369342434093, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.277031874613642, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.277033115058654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277033115058923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277033115058654"
[1] "Starting iterative with newton 0.277033115058654"
[1] "Starting newton at: 0.204618686000374"
[1] "Newton iter: 1, lambda:0.130662932513153, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.131189553223102, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131189579986674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131189579986674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131189579986674"
[1] "Starting iterative with newton 0.131189579986674"
[1] "Starting newton at: 0.0724241493559131"
[1] "Newton iter: 1, lambda:0.122159441246956, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.122391189294543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.122391194320918, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122391189294543"
[1] "Starting iterative with newton 0.122391189294543"
[1] "Starting newton at: 0.0812225400480442"
[1] "Newton iter: 1, lambda:0.121670411526852, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121823411100234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121823413287414, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121823413287414"
[1] "Starting iterative with newton 0.121823413287414"
[1] "Starting newton at: 0.0817903160551727"
[1] "Newton iter: 1, lambda:0.121638141623412, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121786617994397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12178662005395, diff to last: 0"
[1] "Final threshold is: 0.00885543605222535"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.410522753558541"
[1] "Newton iter: 1, lambda:0.326856097929253, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.328297751728201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328298186515777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328298186515816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328298186515777"
[1] "Starting iterative with newton 0.328298186515777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114480392248437, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115806234293991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115806411955762, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115806411955765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115806411955765"
[1] "Starting iterative with newton 0.115806411955765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0974930296188735, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0984038679261015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0984039473617998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0984039473618004, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0984039473617998"
[1] "Starting iterative with newton 0.0984039473617998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960743617549338, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969546915063503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09695476535993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969547653599306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.09695476535993"
[1] "Starting iterative with newton 0.09695476535993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959561489607244, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096833963178003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096834036580972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968340365809725, diff to last: 0"
[1] "Final threshold is: 0.00704106590889696"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.298418008917047"
[1] "Newton iter: 1, lambda:0.340946233118011, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.341362015484117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.341362054999744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341362054999744, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341362054999744"
[1] "Starting iterative with newton 0.341362054999744"
[1] "Starting newton at: 0.106417971688393"
[1] "Newton iter: 1, lambda:0.147278384919237, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.147473739864134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147473744323699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147473744323699"
[1] "Starting iterative with newton 0.147473744323699"
[1] "Starting newton at: 0.0466609291737045"
[1] "Newton iter: 1, lambda:0.130686794720035, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.131479530663237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131479601087623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131479601087624, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.131479601087623"
[1] "Starting iterative with newton 0.131479601087623"
[1] "Starting newton at: 0.062655072409781"
[1] "Newton iter: 1, lambda:0.129611731451255, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.130113167148129, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130113195224723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130113195224723, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130113195224723"
[1] "Starting iterative with newton 0.130113195224723"
[1] "Starting newton at: 0.0640214782726811"
[1] "Newton iter: 1, lambda:0.129516364185042, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.129995984923732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129996010602667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129996010602667, diff to last: 0"
[1] "Final threshold is: 0.0094523631448707"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0.737433628700938"
[1] "Newton iter: 1, lambda:0.563575579693844, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.573448832266048, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.573482718303336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57348271870132, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573482718303336"
[1] "Starting iterative with newton 0.573482718303336"
[1] "Starting newton at: 0.425370970307621"
[1] "Newton iter: 1, lambda:0.293099177908808, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.297000766795528, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297004219322154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297004219324857, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297004219322154"
[1] "Starting iterative with newton 0.297004219322154"
[1] "Starting newton at: 0.259540986410509"
[1] "Newton iter: 1, lambda:0.257637279863521, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.257638049395499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.257638049395625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.257638049395499"
[1] "Starting iterative with newton 0.257638049395499"
[1] "Starting newton at: 0.240842520675809"
[1] "Newton iter: 1, lambda:0.251769998109227, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.251795125428918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251795125561674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.251795125428918"
[1] "Starting iterative with newton 0.251795125428918"
[1] "Starting newton at: 0.24668544464239"
[1] "Newton iter: 1, lambda:0.250919101053598, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.250922865303658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250922865306633, diff to last: 0"
[1] "Final threshold is: 0.0182452833222021"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0.612280482858487"
[1] "Newton iter: 1, lambda:0.59297647128822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.593110125118458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.593110131564302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593110125118458"
[1] "Starting iterative with newton 0.593110125118458"
[1] "Starting newton at: 0.324423550028107"
[1] "Newton iter: 1, lambda:0.264270930273997, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.265081161598768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265081309191804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265081309191809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.265081309191804"
[1] "Starting iterative with newton 0.265081309191804"
[1] "Starting newton at: 0.387383792360862"
[1] "Newton iter: 1, lambda:0.211042842290778, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.217185925944408, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217193448898986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217193448910266, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.217193448910266"
[1] "Starting iterative with newton 0.217193448910266"
[1] "Starting newton at: 0.388942906353327"
[1] "Newton iter: 1, lambda:0.2037251217644, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.210375808126683, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.210384458967642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210384458982276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210384458982276"
[1] "Starting iterative with newton 0.210384458982276"
[1] "Starting newton at: 0.392922306961429"
[1] "Newton iter: 1, lambda:0.202393218398066, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.209409936441163, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.209419539376074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209419539394057, diff to last: 0"
[1] "Final threshold is: 0.015227463724749"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0.720630932275724"
[1] "Newton iter: 1, lambda:0.666008394530258, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.667290077412654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.667290797140459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.667290797140685, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.667290797140459"
[1] "Starting iterative with newton 0.667290797140459"
[1] "Starting newton at: 0.539178863886"
[1] "Newton iter: 1, lambda:0.432637776098871, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.436332862365824, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.436337398085608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436337398092438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.436337398092438"
[1] "Starting iterative with newton 0.436337398092438"
[1] "Starting newton at: 0.337781321647495"
[1] "Newton iter: 1, lambda:0.393041370278833, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.393995141902623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.393995424298298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393995424298323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.393995424298298"
[1] "Starting iterative with newton 0.393995424298298"
[1] "Starting newton at: 0.302761663063908"
[1] "Newton iter: 1, lambda:0.383968431328781, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.386006276656751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.38600754979624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386007549796737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.38600754979624"
[1] "Starting iterative with newton 0.38600754979624"
[1] "Starting newton at: 0.304120356521179"
[1] "Newton iter: 1, lambda:0.382590390909374, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.384488104341486, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.384489205750935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384489205751306, diff to last: 0"
[1] "Final threshold is: 0.0279572548510668"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 0.862141242767699"
[1] "Newton iter: 1, lambda:0.766035772329009, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.770803146872257, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770815399059471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770815399140245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770815399059471"
[1] "Starting iterative with newton 0.770815399059471"
[1] "Starting newton at: 0.575264047851492"
[1] "Newton iter: 1, lambda:0.63219579082645, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.63376173916268, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63376290658455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633762906585199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63376290658455"
[1] "Starting iterative with newton 0.63376290658455"
[1] "Starting newton at: 0.587468613583624"
[1] "Newton iter: 1, lambda:0.596501519120924, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.596539095883845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596539096532604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596539095883845"
[1] "Starting iterative with newton 0.596539095883845"
[1] "Starting newton at: 0.59563313593683"
[1] "Newton iter: 1, lambda:0.586158300071416, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.586199042645303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586199043400536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.586199042645303"
[1] "Starting iterative with newton 0.586199042645303"
[1] "Starting newton at: 0.603398899504256"
[1] "Newton iter: 1, lambda:0.58312459308537, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.583310099704539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583310115318949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583310115318949, diff to last: 0"
[1] "Final threshold is: 0.0424140634047888"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 0.783263534687697"
[1] "Newton iter: 1, lambda:0.790848551673927, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.790879904318928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.790879904852915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.790879904852915"
[1] "Starting iterative with newton 0.790879904852915"
[1] "Starting newton at: 0.590036686161208"
[1] "Newton iter: 1, lambda:0.632986665509535, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.633889997189081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.633890392055485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63389039205556, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633890392055485"
[1] "Starting iterative with newton 0.633890392055485"
[1] "Starting newton at: 0.642827078579597"
[1] "Newton iter: 1, lambda:0.58657476713048, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.588022860127121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588023835841577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58802383584202, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.588023835841577"
[1] "Starting iterative with newton 0.588023835841577"
[1] "Starting newton at: 0.663676516343482"
[1] "Newton iter: 1, lambda:0.570510939822374, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.574391840461834, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.574398766732831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574398766754871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574398766754871"
[1] "Starting iterative with newton 0.574398766754871"
[1] "Starting newton at: 0.651677615932113"
[1] "Newton iter: 1, lambda:0.56713800371977, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.570331290295214, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.570335961239117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570335961249103, diff to last: 0"
[1] "Final threshold is: 0.0414706774093914"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 0.84033086980584"
[1] "Newton iter: 1, lambda:0.979684444957421, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.995094239978478, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.995272945450593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995272969288438, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995272969288439, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995272969288438"
[1] "Starting iterative with newton 0.995272969288438"
[1] "Starting newton at: 0.841875001070694"
[1] "Newton iter: 1, lambda:0.972013620166182, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.985312320990521, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.985444366132808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985444379060067, diff to last: 0"
[1] "Newton iter: 5, lambda:0.985444379060067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.985444366132808"
[1] "Starting iterative with newton 0.985444366132808"
[1] "Starting newton at: 0.850605418540746"
[1] "Newton iter: 1, lambda:0.970204091496948, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.981362011230674, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.981454606299203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981454612638569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.981454606299203"
[1] "Starting iterative with newton 0.981454606299203"
[1] "Starting newton at: 0.851744308095226"
[1] "Newton iter: 1, lambda:0.969036954704131, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.979746975480814, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.979832170613358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979832175974009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.979832170613358"
[1] "Starting iterative with newton 0.979832170613358"
[1] "Starting newton at: 0.853366743781071"
[1] "Newton iter: 1, lambda:0.968741871973187, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979092421543643, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97917194255847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97917194722673, diff to last: 0"
[1] "Final threshold is: 0.0711982524649971"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.29690316072987"
[1] "Newton iter: 1, lambda:1.11719184585865, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.14209025189685, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.14265328416032, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1426535674078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14265356740787, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1426535674078"
[1] "Starting iterative with newton 1.1426535674078"
[1] "Starting newton at: 1.24737984902545"
[1] "Newton iter: 1, lambda:1.29464659451236, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.29686534255513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.29687006596548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29687006598684, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29687006598684"
[1] "Starting iterative with newton 1.29687006598684"
[1] "Starting newton at: 1.27103434473939"
[1] "Newton iter: 1, lambda:1.36237823518614, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37121124394284, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37128877760751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37128878353668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37128877760751"
[1] "Starting iterative with newton 1.37128877760751"
[1] "Starting newton at: 1.26451304509532"
[1] "Newton iter: 1, lambda:1.38842195390084, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.40527754547021, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.40556553477991, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40556561764056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40556561764057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40556561764056"
[1] "Starting iterative with newton 1.40556561764056"
[1] "Starting newton at: 1.29777230980281"
[1] "Newton iter: 1, lambda:1.40760145980387, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.42081574836596, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.42099320191483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42099323354733, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42099323354733, diff to last: 0"
[1] "Final threshold is: 0.103324279011512"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.00329922117207"
[1] "Newton iter: 1, lambda:1.08067261501529, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.08588635152501, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.08590907476733, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08590907519754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08590907476733"
[1] "Starting iterative with newton 1.08590907476733"
[1] "Starting newton at: 1.00250111934882"
[1] "Newton iter: 1, lambda:1.16872585726992, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.19548208455784, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.19612564555129, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19612601113927, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19612601113939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19612601113927"
[1] "Starting iterative with newton 1.19612601113927"
[1] "Starting newton at: 1.43211189031937"
[1] "Newton iter: 1, lambda:1.20609904716201, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.24382254955446, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.24514392977792, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24514550876795, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24514550877021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.24514550877021"
[1] "Starting iterative with newton 1.24514550877021"
[1] "Starting newton at: 1.42072047235127"
[1] "Newton iter: 1, lambda:1.24058333368206, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.26581616149408, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.26640824035556, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26640856034854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26640856034864, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26640856034854"
[1] "Starting iterative with newton 1.26640856034854"
[1] "Starting newton at: 1.40787181300675"
[1] "Newton iter: 1, lambda:1.25694012266286, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.27521620467794, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2755265513229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27552663958857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27552663958857, diff to last: 0"
[1] "Final threshold is: 0.0927470077154848"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.41969409709883"
[1] "Newton iter: 1, lambda:1.41871100182222, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.41871220793215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41871220793396, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41871220793215"
[1] "Starting iterative with newton 1.41871220793215"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.296571029625586"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.35871456476864"
[1] "Newton iter: 1, lambda:1.46081601416663, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.47564180346657, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47593338233921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47593349349494, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47593349349496, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47593349349494"
[1] "Starting iterative with newton 1.47593349349494"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.22614831694855, diff to last: 0.179"
[1] "Newton iter: 2, lambda:4.28225254257571, diff to last: 0.056"
[1] "Newton iter: 3, lambda:4.29518608824387, diff to last: 0.013"
[1] "Newton iter: 4, lambda:4.29579615292946, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29579745659455, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29579745659316, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.29579615292946"
[1] "Starting iterative with newton 4.29579615292946"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.19475003233652, diff to last: 1.211"
[1] "Newton iter: 2, lambda:3.44769961724862, diff to last: 0.253"
[1] "Newton iter: 3, lambda:3.67335278936242, diff to last: 0.226"
[1] "Newton iter: 4, lambda:3.86725443915902, diff to last: 0.194"
[1] "Newton iter: 5, lambda:4.02057963028838, diff to last: 0.153"
[1] "Newton iter: 6, lambda:4.12101892060275, diff to last: 0.1"
[1] "Newton iter: 7, lambda:4.16346313103656, diff to last: 0.042"
[1] "Newton iter: 8, lambda:4.17026915911465, diff to last: 0.007"
[1] "Newton iter: 9, lambda:4.17042723795909, diff to last: 0"
[1] "Newton iter: 10, lambda:4.17042732146049, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.17042732146049"
[1] "Starting iterative with newton 4.17042732146049"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.35921431534954"
[1] "Newton iter: 1, lambda:1.44994702886336, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.46155963515891, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.4617380145232, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46173805613908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46173805613908, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46173805613908"
[1] "Starting iterative with newton 1.46173805613908"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.23310985272926"
[1] "Newton iter: 1, lambda:1.47820081311217, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.57742252071166, diff to last: 0.099"
[1] "Newton iter: 3, lambda:1.59332886853156, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59370880011905, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59370901312942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59370901312949, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59370901312942"
[1] "Starting iterative with newton 1.59370901312942"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
threshold is:
[{'ad': 0.008855436052225349, 'da': 0.007041065908896956, 'dd': 0.009452363144870702}, {'ad': 0.018245283322202148, 'da': 0.01522746372474901, 'dd': 0.02795725485106684}, {'ad': 0.04241406340478877, 'da': 0.04147067740939145, 'dd': 0.07119825246499714}, {'ad': 0.10332427901151217, 'da': 0.09274700771548476, 'dd': 0.29657102962558585}, {'ad': 0.32033332361054295, 'da': 0.32033332361054295, 'dd': 0.32033332361054295}]
Number of points in noise estimation: 128
Estimated noise: 0.07271271711377252
0.07271271711377252
threshold is:
[{'ad': 0.018744309434033823, 'da': 0.020312942361557743, 'dd': 0.014116059595991326}, {'ad': 0.02081984863228437, 'da': 0.02137322893840711, 'dd': 0.017813018529997948}, {'ad': 0.03973593359127924, 'da': 0.03952810703839525, 'dd': 0.055194918670189046}, {'ad': 0.08163909285873877, 'da': 0.07778874238312315, 'dd': 0.29657102962558585}, {'ad': 0.32033332361054295, 'da': 0.32033332361054295, 'dd': 0.32033332361054295}]
['stjerten256', 0.075, 4, 0.005286210369181051, 0.0011730943476866912, 0.0011180655884772146, 0.00321940131483888, 0.0011927055135334075, 0.0013643188284962657, 0.0011927055135334075, 0.0013643188284962657, 22.768555577467694, 29.306670577634613, 29.515327189198793, 24.922248829115958, 29.234667731234833, 28.650841272775583, 29.234667731234833, 28.650841272775583]
baboon256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.046095878732547904
0.046095878732547904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0918055766935246, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0923302725190379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0923302896190312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0923302896190312, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0923302896190312"
[1] "Starting iterative with newton 0.0923302896190312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0297410605622767, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0297673496066207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0297673496271578, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0297673496271578"
[1] "Starting iterative with newton 0.0297673496271578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028113363145383, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0281364971742484, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0281364971899112, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0281364971899112"
[1] "Starting iterative with newton 0.0281364971899112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280710098379901, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280940643798146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280940643953633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0280940643953633"
[1] "Starting iterative with newton 0.0280940643953633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280699079367225, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280929604123155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280929604278613, diff to last: 0"
[1] "Final threshold is: 0.00129496969640437"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.154603325622672"
[1] "Newton iter: 1, lambda:0.224927492920833, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.225624924174993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.225624992281916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225624992281917, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225624992281917"
[1] "Starting iterative with newton 0.225624992281917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758737910731682, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0763096781755943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0763096925594496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0763096925594496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0763096781755943"
[1] "Starting iterative with newton 0.0763096781755943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668180489197377, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671371081235545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671371153984617, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671371081235545"
[1] "Starting iterative with newton 0.0671371081235545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662652780275539, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665779104402371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665779173990404, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0665779104402371"
[1] "Starting iterative with newton 0.0665779104402371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662316015497583, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665438449434374, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665438518833511, diff to last: 0"
[1] "Final threshold is: 0.00306739700691016"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0919298004501279"
[1] "Newton iter: 1, lambda:0.274544722384148, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.280255976283756, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.280261454021981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280261454027015, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280261454027015"
[1] "Starting iterative with newton 0.280261454027015"
[1] "Starting newton at: 0.208846292346295"
[1] "Newton iter: 1, lambda:0.140315000655328, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.140834260515312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.140834290456333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140834290456333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140834290456333"
[1] "Starting iterative with newton 0.140834290456333"
[1] "Starting newton at: 0.192764284574867"
[1] "Newton iter: 1, lambda:0.129398802638385, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.129833298245616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12983331874697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12983331874697, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12983331874697"
[1] "Starting iterative with newton 0.12983331874697"
[1] "Starting newton at: 0.20376525628423"
[1] "Newton iter: 1, lambda:0.128333493458895, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.128947559419005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128947600288258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128947600288258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128947600288258"
[1] "Starting iterative with newton 0.128947600288258"
[1] "Starting newton at: 0.204650974742942"
[1] "Newton iter: 1, lambda:0.128246286816049, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.128876156864254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128876199857468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128876199857468, diff to last: 0"
[1] "Final threshold is: 0.00594066168014146"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.355025719279175"
[1] "Newton iter: 1, lambda:0.319140875471326, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.319390271951055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319390284068466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319390284068466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.319390271951055"
[1] "Starting iterative with newton 0.319390271951055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111953288333508, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113274357268246, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113274540983806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113274540983809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113274540983806"
[1] "Starting iterative with newton 0.113274540983806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0948419822939677, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0957309360063907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0957310140560939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0957310140560945, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0957310140560939"
[1] "Starting iterative with newton 0.0957310140560939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.093383480498969, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0942400730558284, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0942401450902945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.094240145090295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0942401450902945"
[1] "Starting iterative with newton 0.0942401450902945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932596151787926, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941134906507029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941135621918391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941135621918396, diff to last: 0"
[1] "Final threshold is: 0.00433824734988314"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.368519485697692"
[1] "Newton iter: 1, lambda:0.435523812651475, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.436769733782143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.436770158612577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436770158612627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.436770158612627"
[1] "Starting iterative with newton 0.436770158612627"
[1] "Starting newton at: 0.240709371422402"
[1] "Newton iter: 1, lambda:0.147975563465565, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.14906338096644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.149063530920422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149063530920425, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.149063530920422"
[1] "Starting iterative with newton 0.149063530920422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123333655961605, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125069085165503, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125069428707081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125069428707094, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125069428707081"
[1] "Starting iterative with newton 0.125069428707081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121385026055446, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12305111054601, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123051424375765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123051424375776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123051424375765"
[1] "Starting iterative with newton 0.123051424375765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121221018163423, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122881353516788, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122881664950653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122881664950664, diff to last: 0"
[1] "Final threshold is: 0.00566433832601888"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.695702828509774"
[1] "Newton iter: 1, lambda:0.621193341335798, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.623402811438561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.623404803762085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623404803763704, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623404803762085"
[1] "Starting iterative with newton 0.623404803762085"
[1] "Starting newton at: 0.386313754906301"
[1] "Newton iter: 1, lambda:0.257952421945721, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.261314932927122, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.261317263970353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261317263971473, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261317263970353"
[1] "Starting iterative with newton 0.261317263970353"
[1] "Starting newton at: 0.251683111375473"
[1] "Newton iter: 1, lambda:0.216309226740105, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.216539210248881, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216539219986136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216539210248881"
[1] "Starting iterative with newton 0.216539210248881"
[1] "Starting newton at: 0.259482523199211"
[1] "Newton iter: 1, lambda:0.210407991910229, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.210844065121106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210844099630575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210844099630575, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210844099630575"
[1] "Starting iterative with newton 0.210844099630575"
[1] "Starting newton at: 0.265177633817518"
[1] "Newton iter: 1, lambda:0.209557915692222, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.210116861176639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210116917769919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210116917769919, diff to last: 0"
[1] "Final threshold is: 0.00968552396117892"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86334862909244"
[1] "Starting iterative with newton 2.86334862909244"
[1] "Starting newton at: 0.528397894225888"
[1] "Newton iter: 1, lambda:0.623332474934514, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.627040322918529, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.627045835090596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627045835102764, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627045835090596"
[1] "Starting iterative with newton 0.627045835090596"
[1] "Starting newton at: 0.272012964907836"
[1] "Newton iter: 1, lambda:0.302240911916969, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.302464248691769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30246426085595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30246426085595, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.30246426085595"
[1] "Starting iterative with newton 0.30246426085595"
[1] "Starting newton at: 0.35490434906221"
[1] "Newton iter: 1, lambda:0.249909318527541, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.252316367556557, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.25231764202214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252317642022497, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.25231764202214"
[1] "Starting iterative with newton 0.25231764202214"
[1] "Starting newton at: 0.308604576074862"
[1] "Newton iter: 1, lambda:0.243568221461623, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.244479377822614, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.244479557357769, diff to last: 0"
[1] "Newton iter: 4, lambda:0.244479557357775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.244479557357775"
[1] "Starting iterative with newton 0.244479557357775"
[1] "Starting newton at: 0.316442660739226"
[1] "Newton iter: 1, lambda:0.24206463273094, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.243252444075157, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24325274837499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24325274837501, diff to last: 0"
[1] "Final threshold is: 0.0112129491904525"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.40944374334836"
[1] "Starting iterative with newton 2.40944374334836"
[1] "Starting newton at: 0.6503629251725"
[1] "Newton iter: 1, lambda:0.626099901444187, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.626339722746967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626339746360092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626339746360092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626339746360092"
[1] "Starting iterative with newton 0.626339746360092"
[1] "Starting newton at: 0.257554004802491"
[1] "Newton iter: 1, lambda:0.346425332350555, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.348618034828345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.348619359182794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348619359183277, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.348619359182794"
[1] "Starting iterative with newton 0.348619359182794"
[1] "Starting newton at: 0.256358847021371"
[1] "Newton iter: 1, lambda:0.29926652450533, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.299736479393523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299736535592032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299736535592033, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299736535592032"
[1] "Starting iterative with newton 0.299736535592032"
[1] "Starting newton at: 0.264998384289925"
[1] "Newton iter: 1, lambda:0.29069279185388, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.290858642016378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290858648913353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.290858648913353"
[1] "Starting iterative with newton 0.290858648913353"
[1] "Starting newton at: 0.272259557170582"
[1] "Newton iter: 1, lambda:0.289165308857191, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.289236867906803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289236869187313, diff to last: 0"
[1] "Final threshold is: 0.013332627588014"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.82580756708387"
[1] "Starting iterative with newton 1.82580756708387"
[1] "Starting newton at: 0.781503942471196"
[1] "Newton iter: 1, lambda:0.716466185497971, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.718543745977615, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.718545918572206, diff to last: 0"
[1] "Newton iter: 4, lambda:0.71854591857458, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.718545918572206"
[1] "Starting iterative with newton 0.718545918572206"
[1] "Starting newton at: 0.514959386732177"
[1] "Newton iter: 1, lambda:0.472906312700929, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.473565266704642, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.473565429807681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.473565429807691, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.473565429807681"
[1] "Starting iterative with newton 0.473565429807681"
[1] "Starting newton at: 0.516307564421571"
[1] "Newton iter: 1, lambda:0.412301494214638, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.416004404787812, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.416009183177368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416009183185321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416009183185321"
[1] "Starting iterative with newton 0.416009183185321"
[1] "Starting newton at: 0.526892552874783"
[1] "Newton iter: 1, lambda:0.396597072566798, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.402277990164166, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.402289031301902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402289031343578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.402289031301902"
[1] "Starting iterative with newton 0.402289031301902"
[1] "Starting newton at: 0.277988935555898"
[1] "Newton iter: 1, lambda:0.394344971784875, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.399002790537932, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.399010178409303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399010178427878, diff to last: 0"
[1] "Final threshold is: 0.0183927247970075"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.51207534556527"
[1] "Starting iterative with newton 1.51207534556527"
[1] "Starting newton at: 0.684802824389885"
[1] "Newton iter: 1, lambda:0.79024296035827, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.79682803058559, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.796852833989178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796852834340133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.796852834340133"
[1] "Starting iterative with newton 0.796852834340133"
[1] "Starting newton at: 0.697716919388033"
[1] "Newton iter: 1, lambda:0.590724416868393, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.59596658414489, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.595979588549365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59597958862929, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.595979588549365"
[1] "Starting iterative with newton 0.595979588549365"
[1] "Starting newton at: 0.472764338798073"
[1] "Newton iter: 1, lambda:0.53618375500156, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.53798622756611, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.537987667189892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53798766719081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.537987667189892"
[1] "Starting iterative with newton 0.537987667189892"
[1] "Starting newton at: 0.479435140229482"
[1] "Newton iter: 1, lambda:0.520440317823237, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.521176015961924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.521176251058558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521176251058581, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.521176251058581"
[1] "Starting iterative with newton 0.521176251058581"
[1] "Starting newton at: 0.474352858248341"
[1] "Newton iter: 1, lambda:0.515560269888267, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.516298865391995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.516299100972555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.516299100972579, diff to last: 0"
[1] "Final threshold is: 0.0237992607481555"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47468463422727"
[1] "Starting iterative with newton 1.47468463422727"
[1] "Starting newton at: 0.703439741203963"
[1] "Newton iter: 1, lambda:0.741856688922237, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.742631705857003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.74263201718036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74263201718041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.74263201718036"
[1] "Starting iterative with newton 0.74263201718036"
[1] "Starting newton at: 0.674538871575639"
[1] "Newton iter: 1, lambda:0.564437731939481, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.569539446954309, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.569550759054945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569550759110493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.569550759054945"
[1] "Starting iterative with newton 0.569550759054945"
[1] "Starting newton at: 0.452253477772039"
[1] "Newton iter: 1, lambda:0.523154705853341, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.525265143172335, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.52526698905957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.525266989060982, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.52526698905957"
[1] "Starting iterative with newton 0.52526698905957"
[1] "Starting newton at: 0.437920136467159"
[1] "Newton iter: 1, lambda:0.511464159726042, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.513706592706059, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513708651034247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513708651035981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.513708651035981"
[1] "Starting iterative with newton 0.513708651035981"
[1] "Starting newton at: 0.44190303686415"
[1] "Newton iter: 1, lambda:0.508825791757766, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.51067442500257, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.510675819185115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510675819185907, diff to last: 0"
[1] "Final threshold is: 0.0235400506328016"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11576319200962"
[1] "Starting iterative with newton 1.11576319200962"
[1] "Starting newton at: 0.855925552526571"
[1] "Newton iter: 1, lambda:0.849738744649596, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.849762638500504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.849762638857862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.849762638500504"
[1] "Starting iterative with newton 0.849762638500504"
[1] "Starting newton at: 0.833798789927008"
[1] "Newton iter: 1, lambda:0.762586135192285, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.765450164461246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.765454938266887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765454938280136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.765454938266887"
[1] "Starting iterative with newton 0.765454938266887"
[1] "Starting newton at: 0.815012082681166"
[1] "Newton iter: 1, lambda:0.734523921319197, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.738085544664606, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.738092750732118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.73809275076158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.738092750732118"
[1] "Starting iterative with newton 0.738092750732118"
[1] "Starting newton at: 0.813976407673496"
[1] "Newton iter: 1, lambda:0.724797480492183, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.729121149925431, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.729131687195863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729131687258356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.729131687195863"
[1] "Starting iterative with newton 0.729131687195863"
[1] "Starting newton at: 0.8108532903207"
[1] "Newton iter: 1, lambda:0.721884528194448, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.726177701119421, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.72618806269512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726188062755387, diff to last: 0"
[1] "Final threshold is: 0.0334742768750181"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.849855279032351"
[1] "Starting iterative with newton 0.849855279032351"
[1] "Starting newton at: 1.14461612784051"
[1] "Newton iter: 1, lambda:1.02968133526453, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.03948821067814, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.03956571448518, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03956571929866, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03956571448518"
[1] "Starting iterative with newton 1.03956571448518"
[1] "Starting newton at: 1.16661153604835"
[1] "Newton iter: 1, lambda:1.1233551952716, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.12489453618828, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12489654596576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12489654596918, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12489654596576"
[1] "Starting iterative with newton 1.12489654596576"
[1] "Starting newton at: 1.17328711388602"
[1] "Newton iter: 1, lambda:1.16235321842967, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.16245622529972, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1624562345113, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1624562345113"
[1] "Starting iterative with newton 1.1624562345113"
[1] "Starting newton at: 1.16879066669041"
[1] "Newton iter: 1, lambda:1.17876579778618, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.17885368435778, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17885369113432, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17885368435778"
[1] "Starting iterative with newton 1.17885368435778"
[1] "Starting newton at: 1.17337472242949"
[1] "Newton iter: 1, lambda:1.18584978284257, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.18598810981229, diff to last: 0"
[1] "Newton iter: 3, lambda:1.18598812667673, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18598812667673, diff to last: 0"
[1] "Final threshold is: 0.0546691648655322"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.921245388030826"
[1] "Starting iterative with newton 0.921245388030826"
[1] "Starting newton at: 1.03383013034748"
[1] "Newton iter: 1, lambda:0.897381625046477, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.90894907759017, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.909039266553534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909039272006001, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.909039266553534"
[1] "Starting iterative with newton 0.909039266553534"
[1] "Starting newton at: 1.03206041376792"
[1] "Newton iter: 1, lambda:0.892710500788591, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.904721972261021, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.904818937422955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.904818943706274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.904818937422955"
[1] "Starting iterative with newton 0.904818937422955"
[1] "Starting newton at: 1.03333856668696"
[1] "Newton iter: 1, lambda:0.890704073686379, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.903251620851925, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.903357347226449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.903357354688618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.903357354688618"
[1] "Starting iterative with newton 0.903357354688618"
[1] "Starting newton at: 1.03217965632101"
[1] "Newton iter: 1, lambda:0.890336661954006, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.902747492193541, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.902850882007803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.902850889141154, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.902850889141154"
[1] "Starting iterative with newton 0.902850889141154"
[1] "Starting newton at: 1.0325610199445"
[1] "Newton iter: 1, lambda:0.890048342731284, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.902570109042843, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.902675347312775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.902675354702538, diff to last: 0"
[1] "Final threshold is: 0.0416096133445903"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2419110281221"
[1] "Newton iter: 1, lambda:1.21359231156064, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.21435656169162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21435713095363, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21435713095394, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21435713095363"
[1] "Starting iterative with newton 1.21435713095363"
[1] "Starting newton at: 1.82714631607463"
[1] "Newton iter: 1, lambda:1.36912898421437, diff to last: 0.458"
[1] "Newton iter: 2, lambda:1.50629203934261, diff to last: 0.137"
[1] "Newton iter: 3, lambda:1.5303296345596, diff to last: 0.024"
[1] "Newton iter: 4, lambda:1.53100724453426, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.53100777115031, diff to last: 0"
[1] "Newton iter: 6, lambda:1.53100777115063, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53100777115063"
[1] "Starting iterative with newton 1.53100777115063"
[1] "Starting newton at: 1.84930820797922"
[1] "Newton iter: 1, lambda:1.67011453658395, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.70192550072627, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.70322642999223, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.70322853617477, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70322853618028, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70322853617477"
[1] "Starting iterative with newton 1.70322853617477"
[1] "Starting newton at: 1.84599818092279"
[1] "Newton iter: 1, lambda:1.78978917108712, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.79360798883006, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.79362696808295, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79362696854967, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79362696808295"
[1] "Starting iterative with newton 1.79362696808295"
[1] "Starting newton at: 1.89327570017656"
[1] "Newton iter: 1, lambda:1.83633027195642, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.84032363430527, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.84034484856255, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8403448491584, diff to last: 0"
[1] "Final threshold is: 0.0848323129654086"
threshold is:
[{'ad': 0.0012949696964043651, 'da': 0.003067397006910162, 'dd': 0.005940661680141465}, {'ad': 0.004338247349883145, 'da': 0.005664338326018878, 'dd': 0.00968552396117892}, {'ad': 0.011212949190452525, 'da': 0.013332627588013958, 'dd': 0.018392724797007525}, {'ad': 0.02379926074815552, 'da': 0.023540050632801603, 'dd': 0.03347427687501813}, {'ad': 0.05466916486553224, 'da': 0.041609613344590256, 'dd': 0.0848323129654086}]
Number of points in noise estimation: 128
Estimated noise: 0.046095878732547904
0.046095878732547904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8000693218069"
[1] "Starting iterative with newton 28.8000693218069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.587358976289"
[1] "Starting iterative with newton 13.587358976289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.40910047783448"
[1] "Starting iterative with newton 7.40910047783448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.00990608983851"
[1] "Starting iterative with newton 7.00990608983851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.64404426892697"
[1] "Starting iterative with newton 4.64404426892697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35893694442533"
[1] "Starting iterative with newton 3.35893694442533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86334862909244"
[1] "Starting iterative with newton 2.86334862909244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.40944374334836"
[1] "Starting iterative with newton 2.40944374334836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.82580756708387"
[1] "Starting iterative with newton 1.82580756708387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51207534556527"
[1] "Starting iterative with newton 1.51207534556527"
[1] "Starting newton at: 1.74461544561077"
[1] "Newton iter: 1, lambda:1.37112082859394, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.29462097055252, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.28822746520239, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.28818005147069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28818004885519, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28818005147069"
[1] "Starting iterative with newton 1.28818005147069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47468463422727"
[1] "Starting iterative with newton 1.47468463422727"
[1] "Starting newton at: 1.72283383632645"
[1] "Newton iter: 1, lambda:1.43098138671482, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.38083769148418, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.37843555300596, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37842980174652, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37842980171349, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37842980171349"
[1] "Starting iterative with newton 1.37842980171349"
[1] "Starting newton at: 1.61401548256734"
[1] "Newton iter: 1, lambda:1.33688044746667, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.27819081060389, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.27423453676353, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27421587072715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27421587031098, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27421587031098"
[1] "Starting iterative with newton 1.27421587031098"
[1] "Starting newton at: 1.5178497979045"
[1] "Newton iter: 1, lambda:1.2413621679923, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.16872692787981, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.16138469212005, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.16130700180517, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16130699309926, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16130699309926"
[1] "Starting iterative with newton 1.16130699309926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11576319200962"
[1] "Starting iterative with newton 1.11576319200962"
[1] "Starting newton at: 1.30225840189467"
[1] "Newton iter: 1, lambda:1.21925013692602, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.21088777119428, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.21079762401729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2107976135101, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2107976135101, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2107976135101"
[1] "Starting iterative with newton 1.2107976135101"
[1] "Starting newton at: 1.40346695270674"
[1] "Newton iter: 1, lambda:1.32390882197452, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.31769805461454, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.31765716433112, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31765716255129, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31765716433112"
[1] "Starting iterative with newton 1.31765716433112"
[1] "Starting newton at: 1.4990030323705"
[1] "Newton iter: 1, lambda:1.42865442839107, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.42474867203803, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.42473552618341, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4247355260339, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4247355260339"
[1] "Starting iterative with newton 1.4247355260339"
[1] "Starting newton at: 1.60643610382843"
[1] "Newton iter: 1, lambda:1.51321071111696, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.5078016953556, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5077805218223, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50778052149554, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50778052149554"
[1] "Starting iterative with newton 1.50778052149554"
[1] "Starting newton at: 1.70384180370821"
[1] "Newton iter: 1, lambda:1.59245548942399, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.58643502441012, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.58641302630248, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58641302600589, diff to last: 0"
[1] "Final threshold is: 0.0731271024801732"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.849855279032351"
[1] "Starting iterative with newton 0.849855279032351"
[1] "Starting newton at: 1.27858958351668"
[1] "Newton iter: 1, lambda:1.26280782981584, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.26253042192679, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26253033525668, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26253033525667, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26253033525667"
[1] "Starting iterative with newton 1.26253033525667"
[1] "Starting newton at: 1.69498565668636"
[1] "Newton iter: 1, lambda:1.71770288533685, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.71752672577256, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71752671599716, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.71752671599716"
[1] "Starting iterative with newton 1.71752671599716"
[1] "Starting newton at: 1.99538724927211"
[1] "Newton iter: 1, lambda:2.01374354855218, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.01374170328515, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0137417032852, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.01374170328515"
[1] "Starting iterative with newton 2.01374170328515"
[1] "Starting newton at: 2.14979864914765"
[1] "Newton iter: 1, lambda:2.16867687940257, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.16871715578723, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16871715599647, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16871715599647"
[1] "Starting iterative with newton 2.16871715599647"
[1] "Starting newton at: 2.30123937826857"
[1] "Newton iter: 1, lambda:2.24266525732506, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.24340639952648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.2434064950743, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2434064950743, diff to last: 0"
[1] "Final threshold is: 0.103411793744755"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921245388030826"
[1] "Starting iterative with newton 0.921245388030826"
[1] "Starting newton at: 1.24946416453587"
[1] "Newton iter: 1, lambda:1.26312405966819, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.26290696865424, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26290691417903, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26290691417903, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26290691417903"
[1] "Starting iterative with newton 1.26290691417903"
[1] "Starting newton at: 1.6106226058776"
[1] "Newton iter: 1, lambda:1.60576083792943, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.60574848721054, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60574848713003, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60574848713003"
[1] "Starting iterative with newton 1.60574848713003"
[1] "Starting newton at: 1.77915119775734"
[1] "Newton iter: 1, lambda:1.83132988352588, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.83052127279945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83052111412797, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83052111412797, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83052111412797"
[1] "Starting iterative with newton 1.83052111412797"
[1] "Starting newton at: 1.99716675354747"
[1] "Newton iter: 1, lambda:1.95117766697646, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.95099996587646, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95099996183057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95099996587646"
[1] "Starting iterative with newton 1.95099996587646"
[1] "Starting newton at: 2.13373301310337"
[1] "Newton iter: 1, lambda:2.01653557194661, diff to last: 0.117"
[1] "Newton iter: 2, lambda:2.01690748275131, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01690747233531, diff to last: 0"
[1] "Newton iter: 4, lambda:2.01690747233531, diff to last: 0"
[1] "Final threshold is: 0.0929711222595383"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57845132958928"
[1] "Newton iter: 1, lambda:1.71758540192163, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.70851763999939, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.70849144757359, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70849144734791, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70849144757359"
[1] "Starting iterative with newton 1.70849144757359"
[1] "Starting newton at: 2.39106450543548"
[1] "Newton iter: 1, lambda:2.30403570047656, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.30773229310374, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.30773828336431, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30773828338013, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30773828336431"
[1] "Starting iterative with newton 2.30773828336431"
[1] "Starting newton at: 2.52999076663293"
[1] "Newton iter: 1, lambda:2.58094858242582, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.5823864080385, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58238759302538, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58238759302619, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58238759302538"
[1] "Starting iterative with newton 2.58238759302538"
[1] "Starting newton at: 2.69930291061274"
[1] "Newton iter: 1, lambda:2.70324239785173, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.70325190581622, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70325190587166, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.70325190581622"
[1] "Starting iterative with newton 2.70325190581622"
[1] "Starting newton at: 2.7937760442406"
[1] "Newton iter: 1, lambda:2.75158921895152, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.75270950904529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.75271029671393, diff to last: 0"
[1] "Newton iter: 4, lambda:2.75271029671432, diff to last: 0"
[1] "Final threshold is: 0.126888600023179"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07312710248017323}, {'ad': 0.10341179374475526, 'da': 0.09297112225953834, 'dd': 0.12688860002317942}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465684367034225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019440299396553454
0.019440299396553454
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.289303362393"
[1] "Starting iterative with newton 68.289303362393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.2176751957664"
[1] "Starting iterative with newton 32.2176751957664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5680934833787"
[1] "Starting iterative with newton 17.5680934833787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.621543447064"
[1] "Starting iterative with newton 16.621543447064"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.011728630424"
[1] "Starting iterative with newton 11.011728630424"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.96454555056675"
[1] "Starting iterative with newton 7.96454555056675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.78943098988755"
[1] "Starting iterative with newton 6.78943098988755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.71315412076282"
[1] "Starting iterative with newton 5.71315412076282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.32926481657928"
[1] "Starting iterative with newton 4.32926481657928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58535845265888"
[1] "Starting iterative with newton 3.58535845265888"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49669944281536"
[1] "Starting iterative with newton 3.49669944281536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64564262843782"
[1] "Starting iterative with newton 2.64564262843782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01513490524926"
[1] "Starting iterative with newton 2.01513490524926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18441160927371"
[1] "Starting iterative with newton 2.18441160927371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59931681591783"
[1] "Starting iterative with newton 1.59931681591783"
[1] "Starting newton at: 1.83328524836202"
[1] "Newton iter: 1, lambda:1.41984811860522, diff to last: 0.413"
[1] "Newton iter: 2, lambda:1.34263980894978, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.33661124445261, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.33657201221665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33657201054953, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33657201054953"
[1] "Starting iterative with newton 1.33657201054953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465684367034225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019440299396553454
0.019440299396553454
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0476974068912407, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.047756483719449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0477564838099864, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.047756483719449"
[1] "Starting iterative with newton 0.047756483719449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00830306158852911, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00830372442504618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0083037244250504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0083037244250504"
[1] "Starting iterative with newton 0.0083037244250504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00795714119738265, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00795773899196755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00795773899197093, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00795773899197093"
[1] "Starting iterative with newton 0.00795773899197093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00795412724472066, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00795472449081875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00795472449082212, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00795472449082212"
[1] "Starting iterative with newton 0.00795472449082212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00795410098632139, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00795469822764228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00795469822764564, diff to last: 0"
[1] "Final threshold is: 0.000154641715154664"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0917917539976773, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0922933094182583, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0922933243799293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0922933243799293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0922933243799293"
[1] "Starting iterative with newton 0.0922933243799293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198710560697247, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198808577152047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0198808577175897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0198808577152047"
[1] "Starting iterative with newton 0.0198808577152047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0183158099674155, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0183237789479518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0183237789494604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0183237789479518"
[1] "Starting iterative with newton 0.0183237789479518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0182829735670512, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.018290906387172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182909063886656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.018290906387172"
[1] "Starting iterative with newton 0.018290906387172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018282280618747, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182902126768749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182902126783681, diff to last: 0"
[1] "Final threshold is: 0.000355567210465085"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165117405950131, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.167728335188286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.167728981895775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167728981895814, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.167728981895775"
[1] "Starting iterative with newton 0.167728981895775"
[1] "Starting newton at: 0.104611730262536"
[1] "Newton iter: 1, lambda:0.0602900385324605, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0603938178616161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0603938184303901, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0603938184303901"
[1] "Starting iterative with newton 0.0603938184303901"
[1] "Starting newton at: 0.0615557060289785"
[1] "Newton iter: 1, lambda:0.0568165558616183, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.056817685859812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568176858598763, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0568176858598763"
[1] "Starting iterative with newton 0.0568176858598763"
[1] "Starting newton at: 0.0651318385994923"
[1] "Newton iter: 1, lambda:0.0566936812372692, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0566972580646712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566972580653139, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0566972580646712"
[1] "Starting iterative with newton 0.0566972580646712"
[1] "Starting newton at: 0.0652522663946974"
[1] "Newton iter: 1, lambda:0.0566895166817999, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0566931997229868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566931997236681, diff to last: 0"
[1] "Final threshold is: 0.00110213277636346"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.19133415536941"
[1] "Newton iter: 1, lambda:0.149759552166002, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.149914882560682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.149914884735957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149914882560682"
[1] "Starting iterative with newton 0.149914882560682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278206345497645, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278484699626326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278484699905013, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0278484699905013"
[1] "Starting iterative with newton 0.0278484699905013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241634552708137, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0241828845173553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0241828845299186, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0241828845299186"
[1] "Starting iterative with newton 0.0241828845299186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0240576702179888, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0240768828921953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0240768829044502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0240768829044502"
[1] "Starting iterative with newton 0.0240768829044502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0240546147478624, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0240738211882518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0240738212004979, diff to last: 0"
[1] "Final threshold is: 0.000468002291518707"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165634604772745, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.16857157250085, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16857248957179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168572489571879, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.16857248957179"
[1] "Starting iterative with newton 0.16857248957179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569795019686781, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571549551850363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571549568481091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0571549551850363"
[1] "Starting iterative with newton 0.0571549551850363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0525820467700779, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0527254884355714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527254895028443, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0527254884355714"
[1] "Starting iterative with newton 0.0527254884355714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524079499817338, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525502007895457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525502018373894, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525502007895457"
[1] "Starting iterative with newton 0.0525502007895457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524010622069508, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525432660191676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525432670662485, diff to last: 0"
[1] "Final threshold is: 0.00102145682268537"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179694587803857"
[1] "Newton iter: 1, lambda:0.269655837042971, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.270979163996611, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.270979447669117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27097944766913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270979447669117"
[1] "Starting iterative with newton 0.270979447669117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1036017257557, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104552443223022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104552523192426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104552523192426, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.104552523192426"
[1] "Starting iterative with newton 0.104552523192426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0934412344617154, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941783717851857, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941784176226486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941784176226488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0941784176226488"
[1] "Starting iterative with newton 0.0941784176226488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927969602419598, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935217130192405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935217571929328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.093521757192933, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0935217571929328"
[1] "Starting iterative with newton 0.0935217571929328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927561401104486, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0934801126879902, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0934801567579974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0934801567579976, diff to last: 0"
[1] "Final threshold is: 0.00181728223501222"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.479029642076813"
[1] "Newton iter: 1, lambda:0.330137882142123, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.334620127182247, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.334624304746179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334624304749805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334624304746179"
[1] "Starting iterative with newton 0.334624304746179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111848066040947, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113098772381263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113098928674387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11309892867439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.11309892867439"
[1] "Starting iterative with newton 0.11309892867439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0969728671109378, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978385642066585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0978386331873642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978386331873646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0978386331873642"
[1] "Starting iterative with newton 0.0978386331873642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959441509891412, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967865918139591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967866567554209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967866567554213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0967866567554209"
[1] "Starting iterative with newton 0.0967866567554209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958732366255229, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967140894317241, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967141541023002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967141541023006, diff to last: 0"
[1] "Final threshold is: 0.00188015211163313"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.275336628399818"
[1] "Newton iter: 1, lambda:0.383287394790814, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.386088347757228, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.386090202420852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386090202421665, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.386090202421665"
[1] "Starting iterative with newton 0.386090202421665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128161936954676, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130120568971595, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130121026014818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130121026014843, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130121026014818"
[1] "Starting iterative with newton 0.130121026014818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106381411770229, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107607973125478, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107608136158007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10760813615801, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107608136158007"
[1] "Starting iterative with newton 0.107608136158007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104480157030137, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105652554623917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105652702234545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105652702234548, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105652702234545"
[1] "Starting iterative with newton 0.105652702234545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104315212729084, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105482981464685, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105483127796129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105483127796132, diff to last: 0"
[1] "Final threshold is: 0.00205062358564166"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.319933975152993"
[1] "Newton iter: 1, lambda:0.493163198933994, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.502843316151279, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.502872581360949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502872581627792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.502872581360949"
[1] "Starting iterative with newton 0.502872581360949"
[1] "Starting newton at: 0.344863174073756"
[1] "Newton iter: 1, lambda:0.177750454208225, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.182057677228413, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182060561662026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182060561663319, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.182060561662026"
[1] "Starting iterative with newton 0.182060561662026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146190307292238, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149152171125475, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149153386351189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149153386351394, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.149153386351189"
[1] "Starting iterative with newton 0.149153386351189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142960763016782, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145757667770343, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145758737923391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145758737923547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145758737923391"
[1] "Starting iterative with newton 0.145758737923391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142626894535521, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145407109027603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145408165074926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145408165075078, diff to last: 0"
[1] "Final threshold is: 0.00282677826376298"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.58535845265888"
[1] "Starting iterative with newton 3.58535845265888"
[1] "Starting newton at: 0.655519636652315"
[1] "Newton iter: 1, lambda:0.586414959334108, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.588152684539344, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.588153807084152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588153807084621, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588153807084152"
[1] "Starting iterative with newton 0.588153807084152"
[1] "Starting newton at: 0.353553756963663"
[1] "Newton iter: 1, lambda:0.23052539181843, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.233417261747121, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.233418873077725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233418873078226, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.233418873078226"
[1] "Starting iterative with newton 0.233418873078226"
[1] "Starting newton at: 0.373885927817537"
[1] "Newton iter: 1, lambda:0.183209224420189, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.18937145998507, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.189377954896817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189377954904031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189377954904031"
[1] "Starting iterative with newton 0.189377954904031"
[1] "Starting newton at: 0.369368836379723"
[1] "Newton iter: 1, lambda:0.17775289408413, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.183881809424604, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183888133134227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183888133140958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183888133134227"
[1] "Starting iterative with newton 0.183888133134227"
[1] "Starting newton at: 0.366570662447475"
[1] "Newton iter: 1, lambda:0.177223017809546, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.183197077416844, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183203073611886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183203073617926, diff to last: 0"
[1] "Final threshold is: 0.00356152260138389"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.49669944281536"
[1] "Starting iterative with newton 3.49669944281536"
[1] "Starting newton at: 0.648723345225808"
[1] "Newton iter: 1, lambda:0.570120889064188, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.572228428306225, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.572229982365861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572229982366706, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572229982365861"
[1] "Starting iterative with newton 0.572229982365861"
[1] "Starting newton at: 0.318439400680265"
[1] "Newton iter: 1, lambda:0.240144238397388, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.241348461144862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24134874757013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241348747570147, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241348747570147"
[1] "Starting iterative with newton 0.241348747570147"
[1] "Starting newton at: 0.358636997864866"
[1] "Newton iter: 1, lambda:0.194337125666893, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.199089057769243, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199093067787491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199093067790346, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199093067787491"
[1] "Starting iterative with newton 0.199093067787491"
[1] "Starting newton at: 0.35019876596055"
[1] "Newton iter: 1, lambda:0.189121428158803, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.193626419230131, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.193629971278025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193629971280233, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193629971280233"
[1] "Starting iterative with newton 0.193629971280233"
[1] "Starting newton at: 0.355368450932614"
[1] "Newton iter: 1, lambda:0.18806961064813, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.192918504788912, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.192922612099004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192922612101951, diff to last: 0"
[1] "Final threshold is: 0.00375047333962707"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.64564262843782"
[1] "Starting iterative with newton 2.64564262843782"
[1] "Starting newton at: 0.599155826292638"
[1] "Newton iter: 1, lambda:0.616952204430721, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.617077911946317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.617077918185473, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617077918185473"
[1] "Starting iterative with newton 0.617077918185473"
[1] "Starting newton at: 0.296450289627539"
[1] "Newton iter: 1, lambda:0.3167090042491, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.316814736893287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31681473976828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316814736893287"
[1] "Starting iterative with newton 0.316814736893287"
[1] "Starting newton at: 0.329641828358753"
[1] "Newton iter: 1, lambda:0.26646200949968, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.267390773313152, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.267390974930851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26739097493086, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267390974930851"
[1] "Starting iterative with newton 0.267390974930851"
[1] "Starting newton at: 0.342896158878103"
[1] "Newton iter: 1, lambda:0.257520345001846, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.259185516866875, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.259186154119357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25918615411945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.259186154119357"
[1] "Starting iterative with newton 0.259186154119357"
[1] "Starting newton at: 0.347590169299729"
[1] "Newton iter: 1, lambda:0.25590778212726, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.257821749718067, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.257822589244633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257822589244794, diff to last: 0"
[1] "Final threshold is: 0.00501214832611028"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.01513490524926"
[1] "Starting iterative with newton 2.01513490524926"
[1] "Starting newton at: 0.784465906702831"
[1] "Newton iter: 1, lambda:0.70366513099847, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.706707508367813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.706711960469663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.706711960479187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.706711960479187"
[1] "Starting iterative with newton 0.706711960479187"
[1] "Starting newton at: 0.582812420489558"
[1] "Newton iter: 1, lambda:0.424472719388247, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.432959153082653, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.432984311568493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432984311789326, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.432984311568493"
[1] "Starting iterative with newton 0.432984311568493"
[1] "Starting newton at: 0.29157959549629"
[1] "Newton iter: 1, lambda:0.370865549823195, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.37288551750981, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.372886819816368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37288681981691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.372886819816368"
[1] "Starting iterative with newton 0.372886819816368"
[1] "Starting newton at: 0.291170233698447"
[1] "Newton iter: 1, lambda:0.358211116674939, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.359623507076987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.359624130560879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359624130561001, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359624130561001"
[1] "Starting iterative with newton 0.359624130561001"
[1] "Starting newton at: 0.292684528858381"
[1] "Newton iter: 1, lambda:0.355461424138817, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.356693599535807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356694071838686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356694071838755, diff to last: 0"
[1] "Final threshold is: 0.00693423954952114"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.18441160927371"
[1] "Starting iterative with newton 2.18441160927371"
[1] "Starting newton at: 0.549604359793187"
[1] "Newton iter: 1, lambda:0.646066423448264, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.650126174991827, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.650133176786809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650133176807609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.650133176786809"
[1] "Starting iterative with newton 0.650133176786809"
[1] "Starting newton at: 0.278018684607138"
[1] "Newton iter: 1, lambda:0.383896516736805, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.387377070390949, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.387380791295599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38738079129985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387380791295599"
[1] "Starting iterative with newton 0.387380791295599"
[1] "Starting newton at: 0.294880338888482"
[1] "Newton iter: 1, lambda:0.335625565034084, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.336099667267773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336099731222254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336099731222256, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.336099731222254"
[1] "Starting iterative with newton 0.336099731222254"
[1] "Starting newton at: 0.285877952955703"
[1] "Newton iter: 1, lambda:0.32546818139595, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.32590855047437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.325908604778165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325908604778166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.325908604778165"
[1] "Starting iterative with newton 0.325908604778165"
[1] "Starting newton at: 0.285121918591111"
[1] "Newton iter: 1, lambda:0.323465129786366, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.323876808516488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32387685582234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323876855822341, diff to last: 0"
[1] "Final threshold is: 0.00629626304480067"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.59931681591783"
[1] "Starting iterative with newton 1.59931681591783"
[1] "Starting newton at: 0.698262593464917"
[1] "Newton iter: 1, lambda:0.776551831558766, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.78004344685587, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.780050210586792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780050210612139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780050210586792"
[1] "Starting iterative with newton 0.780050210586792"
[1] "Starting newton at: 0.482028235103145"
[1] "Newton iter: 1, lambda:0.55903285621236, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.561723877526168, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.561727115737673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561727115742359, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.561727115737673"
[1] "Starting iterative with newton 0.561727115737673"
[1] "Starting newton at: 0.506786939570867"
[1] "Newton iter: 1, lambda:0.50121539039018, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.501228313325552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.501228313395149, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.501228313395149"
[1] "Starting iterative with newton 0.501228313395149"
[1] "Starting newton at: 0.516274146517394"
[1] "Newton iter: 1, lambda:0.483934373646514, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.484358811820822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.484358885379181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.484358885379183, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.484358885379183"
[1] "Starting iterative with newton 0.484358885379183"
[1] "Starting newton at: 0.515752031862205"
[1] "Newton iter: 1, lambda:0.479107062551989, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.479648474846258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479648593846098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479648593846104, diff to last: 0"
[1] "Final threshold is: 0.00932451226950402"
threshold is:
[{'ad': 0.0001546417151546644, 'da': 0.0003555672104650851, 'dd': 0.0011021327763634638}, {'ad': 0.0004680022915187072, 'da': 0.0010214568226853708, 'dd': 0.0018172822350122195}, {'ad': 0.001880152111633125, 'da': 0.0020506235856416638, 'dd': 0.0028267782637629835}, {'ad': 0.003561522601383885, 'da': 0.0037504733396270724, 'dd': 0.005012148326110283}, {'ad': 0.006934239549521141, 'da': 0.006296263044800672, 'dd': 0.00932451226950402}]
Number of points in noise estimation: 128
Estimated noise: 0.046095878732547904
0.046095878732547904
threshold is:
[{'ad': 0.019603425019762533, 'da': 0.01777785499853249, 'dd': 0.0038300309322832383}, {'ad': 0.009041440822903812, 'da': 0.00504941279616096, 'dd': 0.008116456277474614}, {'ad': 0.01291253722459329, 'da': 0.010115595307141442, 'dd': 0.01612739639948342}, {'ad': 0.023780238568174013, 'da': 0.02157203588974596, 'dd': 0.028227103747792758}, {'ad': 0.041673861929832245, 'da': 0.03762850225652758, 'dd': 0.058875146629438165}]
['baboon256', 0.025, 0, 0.0006191601167127144, 0.0010071536902925015, 0.0008943909650177809, 0.006736850342204804, 0.0012703688595045552, 0.0014076260674987825, 0.0005423816544029729, 0.0006191601167127147, 32.08197026565226, 29.96904251638083, 30.484725966029345, 21.715431003060054, 28.960701606278512, 28.515126991641747, 32.65695008533139, 32.08197026565226]
baboon256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.046000103826190006
0.046000103826190006
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091566934781239, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0920952810255411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0920952985761394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920952985761394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0920952985761394"
[1] "Starting iterative with newton 0.0920952985761394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335154609840124, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335429628275508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335429628460658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0335429628275508"
[1] "Starting iterative with newton 0.0335429628275508"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0323901399690258, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0324157416941323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0324157417101245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0324157416941323"
[1] "Starting iterative with newton 0.0324157416941323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0323679125063572, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0323934777434788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0323934777594245, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0323934777594245"
[1] "Starting iterative with newton 0.0323934777594245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032367473282984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0323930377994646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0323930378154094, diff to last: 0"
[1] "Final threshold is: 0.00149008310202107"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.25625212974142"
[1] "Newton iter: 1, lambda:0.237016020377769, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.237065365812375, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237065366137845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.237065366137845"
[1] "Starting iterative with newton 0.237065366137845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0740589737185426, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0744417549277873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0744417651639333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0744417651639333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0744417549277873"
[1] "Starting iterative with newton 0.0744417549277873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066378248499739, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666608858213438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666608909496142, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666608909496142"
[1] "Starting iterative with newton 0.0666608909496142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066012692121884, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662911361573758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662911411151592, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0662911361573758"
[1] "Starting iterative with newton 0.0662911361573758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659953123687296, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662735583037137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662735632535261, diff to last: 0"
[1] "Final threshold is: 0.00304859056290189"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.217596430815491"
[1] "Newton iter: 1, lambda:0.284713170967503, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.285463794259531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.285463887227992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285463887227993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.285463887227992"
[1] "Starting iterative with newton 0.285463887227992"
[1] "Starting newton at: 0.24447860456663"
[1] "Newton iter: 1, lambda:0.120483161194371, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.121976941600142, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121977159137329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121977159137334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121977159137334"
[1] "Starting iterative with newton 0.121977159137334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109863625797515, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110992978546773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110993097759309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11099309775931, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110993097759309"
[1] "Starting iterative with newton 0.110993097759309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109126863693869, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110237989118162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110238104190398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110238104190399, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110238104190399"
[1] "Starting iterative with newton 0.110238104190399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109076119418853, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110185997129852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110186111921671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110186111921672, diff to last: 0"
[1] "Final threshold is: 0.00506857258860111"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.306812163840517"
[1] "Newton iter: 1, lambda:0.299394913791021, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.299405095883753, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29940509590296, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299405095883753"
[1] "Starting iterative with newton 0.299405095883753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114361411540902, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115721288272313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115721480159658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115721480159662, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115721480159658"
[1] "Starting iterative with newton 0.115721480159658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0991436710078256, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100120721714943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100120816484498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100120816484499, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100120816484499"
[1] "Starting iterative with newton 0.100120816484499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0978433834471219, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987908101361733, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987908988618824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987908988618832, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0987908988618824"
[1] "Starting iterative with newton 0.0987908988618824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0977325496117631, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0986774734101256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0986775616347544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0986775616347552, diff to last: 0"
[1] "Final threshold is: 0.00453917808051397"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.558630036095637"
[1] "Newton iter: 1, lambda:0.415120669175823, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.420399991132448, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.420407383900925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420407383915406, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.420407383900925"
[1] "Starting iterative with newton 0.420407383900925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158279444294638, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161624346709871, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161625837598775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161625837599072, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.161625837598775"
[1] "Starting iterative with newton 0.161625837598775"
[1] "Starting newton at: 0.234757885819102"
[1] "Newton iter: 1, lambda:0.137288665715573, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.13845561552333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.138455783273804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138455783273807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138455783273807"
[1] "Starting iterative with newton 0.138455783273807"
[1] "Starting newton at: 0.218249001814514"
[1] "Newton iter: 1, lambda:0.135498664554207, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.136334191932911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.136334277306381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136334277306382, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136334277306381"
[1] "Starting iterative with newton 0.136334277306381"
[1] "Starting newton at: 0.22037050778194"
[1] "Newton iter: 1, lambda:0.135256049613414, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.136139346356442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13613944170752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136139441707521, diff to last: 0"
[1] "Final threshold is: 0.00626242845338545"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.32477677638721"
[1] "Starting iterative with newton 3.32477677638721"
[1] "Starting newton at: 0.491030793672131"
[1] "Newton iter: 1, lambda:0.615207247661039, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.6215420177981, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.621557997481882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621557997583367, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621557997481882"
[1] "Starting iterative with newton 0.621557997481882"
[1] "Starting newton at: 0.458704705200105"
[1] "Newton iter: 1, lambda:0.236082491707863, diff to last: 0.223"
[1] "Newton iter: 2, lambda:0.246092417281914, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.246112981851468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246112981938228, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.246112981851468"
[1] "Starting iterative with newton 0.246112981851468"
[1] "Starting newton at: 0.195567789017332"
[1] "Newton iter: 1, lambda:0.201257336899895, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.201263064485344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201263064491148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.201263064485344"
[1] "Starting iterative with newton 0.201263064485344"
[1] "Starting newton at: 0.227824444967978"
[1] "Newton iter: 1, lambda:0.195802278453195, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.195980310562975, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195980316069102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.195980310562975"
[1] "Starting iterative with newton 0.195980310562975"
[1] "Starting newton at: 0.227373531863427"
[1] "Newton iter: 1, lambda:0.195177785200072, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.195357366761259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195357372351604, diff to last: 0"
[1] "Final threshold is: 0.00898645941138546"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.80557581084112"
[1] "Starting iterative with newton 2.80557581084112"
[1] "Starting newton at: 0.587655280510313"
[1] "Newton iter: 1, lambda:0.611615571058961, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.611842910001762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611842930327041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611842930327041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611842930327041"
[1] "Starting iterative with newton 0.611842930327041"
[1] "Starting newton at: 0.291810549895443"
[1] "Newton iter: 1, lambda:0.296739765259079, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.296745699377967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296745699386564, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296745699377967"
[1] "Starting iterative with newton 0.296745699377967"
[1] "Starting newton at: 0.384695202439236"
[1] "Newton iter: 1, lambda:0.241989705329251, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.24643402836271, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.246438385038638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246438385042824, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246438385038638"
[1] "Starting iterative with newton 0.246438385038638"
[1] "Starting newton at: 0.379266315719628"
[1] "Newton iter: 1, lambda:0.233903031763174, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.238435481594694, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.238439932488254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238439932492545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.238439932492545"
[1] "Starting iterative with newton 0.238439932492545"
[1] "Starting newton at: 0.355756760840332"
[1] "Newton iter: 1, lambda:0.233989772823713, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.237167688756554, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.237169870410061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237169870411089, diff to last: 0"
[1] "Final threshold is: 0.0109098386633068"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.4419950406641"
[1] "Starting iterative with newton 2.4419950406641"
[1] "Starting newton at: 0.780999127800836"
[1] "Newton iter: 1, lambda:0.627550385291364, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.636653144411147, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.63668709610914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636687096580108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636687096580108"
[1] "Starting iterative with newton 0.636687096580108"
[1] "Starting newton at: 0.252494564645312"
[1] "Newton iter: 1, lambda:0.348758432833219, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.351374831149901, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.351376748245981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35137674824701, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351376748245981"
[1] "Starting iterative with newton 0.351376748245981"
[1] "Starting newton at: 0.272280328630404"
[1] "Newton iter: 1, lambda:0.301314423351245, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.301531137530426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301531149579105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301531149579105, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301531149579105"
[1] "Starting iterative with newton 0.301531149579105"
[1] "Starting newton at: 0.311684631364708"
[1] "Newton iter: 1, lambda:0.292575324402494, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.292667364846838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292667366985213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.292667364846838"
[1] "Starting iterative with newton 0.292667364846838"
[1] "Starting newton at: 0.316761537856467"
[1] "Newton iter: 1, lambda:0.290919689864011, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.291087432725537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291087439807474, diff to last: 0"
[1] "Final threshold is: 0.0133900521278738"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.85329153100096"
[1] "Starting iterative with newton 1.85329153100096"
[1] "Starting newton at: 0.76501332812023"
[1] "Newton iter: 1, lambda:0.726745183341993, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.727485411299541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.727485692276055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727485692276096, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727485692276055"
[1] "Starting iterative with newton 0.727485692276055"
[1] "Starting newton at: 0.542110741147095"
[1] "Newton iter: 1, lambda:0.471068498544846, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.472942278507466, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.472943600039524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472943600040181, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472943600040181"
[1] "Starting iterative with newton 0.472943600040181"
[1] "Starting newton at: 0.296116767039013"
[1] "Newton iter: 1, lambda:0.409560246528091, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.414067517724205, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.414074559409225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.414074559426402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.414074559409225"
[1] "Starting iterative with newton 0.414074559409225"
[1] "Starting newton at: 0.26563893267704"
[1] "Newton iter: 1, lambda:0.394645631145262, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.400358732444851, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.400369823299382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400369823341151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.400369823341151"
[1] "Starting iterative with newton 0.400369823341151"
[1] "Starting newton at: 0.272853202264695"
[1] "Newton iter: 1, lambda:0.392295435998783, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.397166637050622, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397174661284938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397174661306699, diff to last: 0"
[1] "Final threshold is: 0.018270075656239"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.51756124431717"
[1] "Starting iterative with newton 1.51756124431717"
[1] "Starting newton at: 0.687203614198523"
[1] "Newton iter: 1, lambda:0.780679718443861, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.785753493061107, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.785767993176964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.785767993295157, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.785767993295157"
[1] "Starting iterative with newton 0.785767993295157"
[1] "Starting newton at: 0.692937573419221"
[1] "Newton iter: 1, lambda:0.581656892773266, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.587202762943295, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.587217008181908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587217008275767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.587217008275767"
[1] "Starting iterative with newton 0.587217008275767"
[1] "Starting newton at: 0.472980975678254"
[1] "Newton iter: 1, lambda:0.529644928676783, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.531055800179594, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.531056665919347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531056665919673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.531056665919673"
[1] "Starting iterative with newton 0.531056665919673"
[1] "Starting newton at: 0.457749405191723"
[1] "Newton iter: 1, lambda:0.513680353293281, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.515028990999324, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.515029767641438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515029767641695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.515029767641438"
[1] "Starting iterative with newton 0.515029767641438"
[1] "Starting newton at: 0.462021362021407"
[1] "Newton iter: 1, lambda:0.509477792976734, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.510442140002038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.510442534965642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510442534965708, diff to last: 0"
[1] "Final threshold is: 0.0234804096057232"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47451657022085"
[1] "Starting iterative with newton 1.47451657022085"
[1] "Starting newton at: 0.732443915340712"
[1] "Newton iter: 1, lambda:0.743216597189953, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.743277054097583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.743277055994363, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743277054097583"
[1] "Starting iterative with newton 0.743277054097583"
[1] "Starting newton at: 0.691739651387615"
[1] "Newton iter: 1, lambda:0.563858157971679, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.57070784340854, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.570728261890393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570728262071533, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.570728261890393"
[1] "Starting iterative with newton 0.570728261890393"
[1] "Starting newton at: 0.446182308430091"
[1] "Newton iter: 1, lambda:0.524748688267231, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.527343571899702, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.527346363302803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.527346363306031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.527346363302803"
[1] "Starting iterative with newton 0.527346363302803"
[1] "Starting newton at: 0.43900762914507"
[1] "Newton iter: 1, lambda:0.513906586448814, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.516233292367251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.516235508863133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.516235508865143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.516235508865143"
[1] "Starting iterative with newton 0.516235508865143"
[1] "Starting newton at: 0.439940926843671"
[1] "Newton iter: 1, lambda:0.511272039646699, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.513374205989525, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513376009456177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513376009457504, diff to last: 0"
[1] "Final threshold is: 0.0236153497369203"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15324975533714"
[1] "Starting iterative with newton 1.15324975533714"
[1] "Starting newton at: 0.816987267287569"
[1] "Newton iter: 1, lambda:0.864818648304586, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.866297622851563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.866299009296016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.866299009297233, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.866299009296016"
[1] "Starting iterative with newton 0.866299009296016"
[1] "Starting newton at: 0.814180756180828"
[1] "Newton iter: 1, lambda:0.77187709721775, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.772911532520837, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.77291216204164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.772912162041874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.772912162041874"
[1] "Starting iterative with newton 0.772912162041874"
[1] "Starting newton at: 0.817212058522301"
[1] "Newton iter: 1, lambda:0.738097552600081, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.741572489626484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.741579418475768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741579418503282, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741579418475768"
[1] "Starting iterative with newton 0.741579418475768"
[1] "Starting newton at: 0.823327314031664"
[1] "Newton iter: 1, lambda:0.725741881445819, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.73094332000805, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.730958716159822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730958716294469, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730958716159822"
[1] "Starting iterative with newton 0.730958716159822"
[1] "Starting newton at: 0.822307108405378"
[1] "Newton iter: 1, lambda:0.721837710579623, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.727328875226011, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.727345983832044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727345983997805, diff to last: 0"
[1] "Final threshold is: 0.0334579907738363"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.836702032880036"
[1] "Starting iterative with newton 0.836702032880036"
[1] "Starting newton at: 1.16070006102123"
[1] "Newton iter: 1, lambda:1.01750608610226, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.03234312528195, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03252002895765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03252005389752, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03252005389752, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03252005389752"
[1] "Starting iterative with newton 1.03252005389752"
[1] "Starting newton at: 1.1601168452556"
[1] "Newton iter: 1, lambda:1.11907376559267, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.12045837960913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.12046000108029, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12046000108251, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12046000108029"
[1] "Starting iterative with newton 1.12046000108029"
[1] "Starting newton at: 1.15265465518607"
[1] "Newton iter: 1, lambda:1.15910045575709, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.15913663336077, diff to last: 0"
[1] "Newton iter: 3, lambda:1.15913663449555, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15913663449555"
[1] "Starting iterative with newton 1.15913663449555"
[1] "Starting newton at: 1.16473049412596"
[1] "Newton iter: 1, lambda:1.17590034206314, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.17601055813595, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17601056878727, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17601056878727, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17601056878727"
[1] "Starting iterative with newton 1.17601056878727"
[1] "Starting newton at: 1.16874249147517"
[1] "Newton iter: 1, lambda:1.18316449574659, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.18334954200394, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1833495721762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1833495721762, diff to last: 0"
[1] "Final threshold is: 0.0544342031827827"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.926659955647449"
[1] "Starting iterative with newton 0.926659955647449"
[1] "Starting newton at: 1.04442014622447"
[1] "Newton iter: 1, lambda:0.893079823192368, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.907234657257137, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.907370327974598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.907370340355877, diff to last: 0"
[1] "Newton iter: 5, lambda:0.907370340355877, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.907370340355877"
[1] "Starting iterative with newton 0.907370340355877"
[1] "Starting newton at: 1.03969863616354"
[1] "Newton iter: 1, lambda:0.886009004386924, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.900522911729065, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.900664844604179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900664858086249, diff to last: 0"
[1] "Newton iter: 5, lambda:0.900664858086249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.900664858086249"
[1] "Starting iterative with newton 0.900664858086249"
[1] "Starting newton at: 1.04030762564349"
[1] "Newton iter: 1, lambda:0.883031605617314, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.898174286362749, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.898328550456334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898328566354739, diff to last: 0"
[1] "Newton iter: 5, lambda:0.898328566354739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.898328566354739"
[1] "Starting iterative with newton 0.898328566354739"
[1] "Starting newton at: 1.03961421491825"
[1] "Newton iter: 1, lambda:0.882199088983481, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.897359368333183, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.897513895531876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897513911474705, diff to last: 0"
[1] "Newton iter: 5, lambda:0.897513911474705, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.897513895531876"
[1] "Starting iterative with newton 0.897513895531876"
[1] "Starting newton at: 1.03917276254791"
[1] "Newton iter: 1, lambda:0.881954564414929, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.897076043084293, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.897229743966753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897229759736126, diff to last: 0"
[1] "Newton iter: 5, lambda:0.897229759736126, diff to last: 0"
[1] "Final threshold is: 0.0412726621038093"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.24038074035774"
[1] "Newton iter: 1, lambda:1.20950090355842, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.21040393980827, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21040473117366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21040473117427, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21040473117366"
[1] "Starting iterative with newton 1.21040473117366"
[1] "Starting newton at: 1.27924861452935"
[1] "Newton iter: 1, lambda:1.47188875069847, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.52039790648542, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.52321647048921, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.52322559880741, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5232255989029, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52322559880741"
[1] "Starting iterative with newton 1.52322559880741"
[1] "Starting newton at: 1.86699722125752"
[1] "Newton iter: 1, lambda:1.64687633302198, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.69240234170426, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.69511290130863, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.69512209215952, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69512209226488, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69512209215952"
[1] "Starting iterative with newton 1.69512209215952"
[1] "Starting newton at: 1.87503755174155"
[1] "Newton iter: 1, lambda:1.77605153067928, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.78729989302863, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.78746689025002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78746692658981, diff to last: 0"
[1] "Newton iter: 5, lambda:1.78746692658981, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78746692658981"
[1] "Starting iterative with newton 1.78746692658981"
[1] "Starting newton at: 1.8682849465461"
[1] "Newton iter: 1, lambda:1.83525046932601, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.83664608042567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8366486806626, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83664868067161, diff to last: 0"
[1] "Final threshold is: 0.084486030003129"
threshold is:
[{'ad': 0.0014900831020210703, 'da': 0.0030485905629018886, 'dd': 0.00506857258860111}, {'ad': 0.0045391780805139675, 'da': 0.0062624284533854485, 'dd': 0.00898645941138546}, {'ad': 0.010909838663306838, 'da': 0.01339005212787378, 'dd': 0.018270075656238983}, {'ad': 0.023480409605723163, 'da': 0.02361534973692027, 'dd': 0.03345799077383635}, {'ad': 0.05443420318278266, 'da': 0.04127266210380933, 'dd': 0.08448603000312899}]
Number of points in noise estimation: 128
Estimated noise: 0.046000103826190006
0.046000103826190006
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8430431118082"
[1] "Starting iterative with newton 28.8430431118082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.0691350116328"
[1] "Starting iterative with newton 14.0691350116328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.62098746311276"
[1] "Starting iterative with newton 7.62098746311276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.95225339726406"
[1] "Starting iterative with newton 6.95225339726406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.78941680876444"
[1] "Starting iterative with newton 4.78941680876444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.32477677638721"
[1] "Starting iterative with newton 3.32477677638721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.80557581084112"
[1] "Starting iterative with newton 2.80557581084112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.4419950406641"
[1] "Starting iterative with newton 2.4419950406641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.85329153100096"
[1] "Starting iterative with newton 1.85329153100096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51756124431717"
[1] "Starting iterative with newton 1.51756124431717"
[1] "Starting newton at: 1.75034672241071"
[1] "Newton iter: 1, lambda:1.38875332474863, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.31635701707261, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.31081030448059, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.31077582941142, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31077582807583, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31077582807583"
[1] "Starting iterative with newton 1.31077582807583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47451657022085"
[1] "Starting iterative with newton 1.47451657022085"
[1] "Starting newton at: 1.75208661305072"
[1] "Newton iter: 1, lambda:1.43117298173689, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.3750605080587, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.37205102977704, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.372041941051, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37204194096794, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37204194096794"
[1] "Starting iterative with newton 1.37204194096794"
[1] "Starting newton at: 1.67605493683513"
[1] "Newton iter: 1, lambda:1.36634836283357, diff to last: 0.31"
[1] "Newton iter: 2, lambda:1.30289088831453, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.29850588917824, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.29848396272341, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29848396217402, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29848396217402"
[1] "Starting iterative with newton 1.29848396217402"
[1] "Starting newton at: 1.55468878262805"
[1] "Newton iter: 1, lambda:1.27679857492047, diff to last: 0.278"
[1] "Newton iter: 2, lambda:1.209533444868, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.20368540828801, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.20363956429482, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20363956147379, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20363956147379"
[1] "Starting iterative with newton 1.20363956147379"
[1] "Starting newton at: 1.47375871958044"
[1] "Newton iter: 1, lambda:1.19465089091412, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.11347928943002, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.10339478217726, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.10323350588532, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10323346464491, diff to last: 0"
[1] "Newton iter: 6, lambda:1.10323346464491, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10323346464491"
[1] "Starting iterative with newton 1.10323346464491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15324975533714"
[1] "Starting iterative with newton 1.15324975533714"
[1] "Starting newton at: 1.33335102528889"
[1] "Newton iter: 1, lambda:1.2024570202703, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.18232846563892, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.181788584515, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18178819310221, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18178819310201, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18178819310201"
[1] "Starting iterative with newton 1.18178819310201"
[1] "Starting newton at: 1.35829100841125"
[1] "Newton iter: 1, lambda:1.2351766174337, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.21842597291975, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.21807560029357, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21807544577816, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21807544577813, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21807544577813"
[1] "Starting iterative with newton 1.21807544577813"
[1] "Starting newton at: 1.40194668546144"
[1] "Newton iter: 1, lambda:1.2881748930765, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.27528499238505, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.27509803898598, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27509799933874, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27509799933874, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27509799933874"
[1] "Starting iterative with newton 1.27509799933874"
[1] "Starting newton at: 1.44488110059611"
[1] "Newton iter: 1, lambda:1.33929340452953, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.32928042657859, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.32917848364565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32917847299544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32917847299544, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32917847299544"
[1] "Starting iterative with newton 1.32917847299544"
[1] "Starting newton at: 1.51228785422976"
[1] "Newton iter: 1, lambda:1.40475626548588, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.39585669861438, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.39578603699263, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39578603249817, diff to last: 0"
[1] "Final threshold is: 0.0642063024140616"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.836702032880036"
[1] "Starting iterative with newton 0.836702032880036"
[1] "Starting newton at: 1.2812476323822"
[1] "Newton iter: 1, lambda:1.2664830128276, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.26624153413258, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26624146886336, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26624146886336, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26624146886336"
[1] "Starting iterative with newton 1.26624146886336"
[1] "Starting newton at: 1.69458204158786"
[1] "Newton iter: 1, lambda:1.72206009991191, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.72179991304829, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72179989185248, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72179989185248, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72179989185248"
[1] "Starting iterative with newton 1.72179989185248"
[1] "Starting newton at: 2.00187407768122"
[1] "Newton iter: 1, lambda:2.01767099901436, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.01766948113611, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01766948113613, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.01766948113611"
[1] "Starting iterative with newton 2.01766948113611"
[1] "Starting newton at: 2.15181719185587"
[1] "Newton iter: 1, lambda:2.17351730029939, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.17356708327664, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17356708358359, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.17356708327664"
[1] "Starting iterative with newton 2.17356708327664"
[1] "Starting newton at: 2.30568230418594"
[1] "Newton iter: 1, lambda:2.24931110754676, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.24997380006639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24997387410476, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24997387410476, diff to last: 0"
[1] "Final threshold is: 0.103499031815034"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.926659955647449"
[1] "Starting iterative with newton 0.926659955647449"
[1] "Starting newton at: 1.26466427747139"
[1] "Newton iter: 1, lambda:1.25854731489939, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.25850361486352, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25850361262591, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25850361262591"
[1] "Starting iterative with newton 1.25850361262591"
[1] "Starting newton at: 1.60565787484938"
[1] "Newton iter: 1, lambda:1.58266988299783, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.58238259742138, diff to last: 0"
[1] "Newton iter: 3, lambda:1.58238255048289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58238255048289, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58238255048289"
[1] "Starting iterative with newton 1.58238255048289"
[1] "Starting newton at: 1.75301555867612"
[1] "Newton iter: 1, lambda:1.80292700631656, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.80209776321992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80209757024052, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80209757024051, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80209757024052"
[1] "Starting iterative with newton 1.80209757024052"
[1] "Starting newton at: 1.971527138076"
[1] "Newton iter: 1, lambda:1.92196940627311, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.92169236411833, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92169235172446, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92169235172446, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92169235172446"
[1] "Starting iterative with newton 1.92169235172446"
[1] "Starting newton at: 2.08994651979939"
[1] "Newton iter: 1, lambda:1.9851564120693, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.98502686964495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98502686784298, diff to last: 0"
[1] "Final threshold is: 0.0913114420185539"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57913525297762"
[1] "Newton iter: 1, lambda:1.71601798838643, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.70710388182126, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.70707757987926, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7070775796433, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.7070775796433"
[1] "Starting iterative with newton 1.7070775796433"
[1] "Starting newton at: 2.22502212830061"
[1] "Newton iter: 1, lambda:2.30744881449898, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.30992939209929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30993202761613, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30993202761912, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30993202761613"
[1] "Starting iterative with newton 2.30993202761613"
[1] "Starting newton at: 2.52519212098935"
[1] "Newton iter: 1, lambda:2.56782183250495, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.56880180305661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.56880233724383, diff to last: 0"
[1] "Newton iter: 4, lambda:2.56880233724399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.56880233724383"
[1] "Starting iterative with newton 2.56880233724383"
[1] "Starting newton at: 2.66842301260242"
[1] "Newton iter: 1, lambda:2.68762130805042, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.68784021843837, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68784024709591, diff to last: 0"
[1] "Newton iter: 4, lambda:2.68784024709592, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.68784024709592"
[1] "Starting iterative with newton 2.68784024709592"
[1] "Starting newton at: 2.78070862422153"
[1] "Newton iter: 1, lambda:2.74040371834205, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.74140642502165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74140704252052, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74140704252075, diff to last: 0"
[1] "Final threshold is: 0.126105008585803"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06420630241406156}, {'ad': 0.10349903181503411, 'da': 0.09131144201855393, 'dd': 0.12610500858580317}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466463575609453. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019484000800736846
0.019484000800736846
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.0960235721339"
[1] "Starting iterative with newton 68.0960235721339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.216056491607"
[1] "Starting iterative with newton 33.216056491607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.9925169448783"
[1] "Starting iterative with newton 17.9925169448783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.4136914882509"
[1] "Starting iterative with newton 16.4136914882509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3074143613119"
[1] "Starting iterative with newton 11.3074143613119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.84952117775179"
[1] "Starting iterative with newton 7.84952117775179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.623730922145"
[1] "Starting iterative with newton 6.623730922145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76534699225332"
[1] "Starting iterative with newton 5.76534699225332"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37546701614891"
[1] "Starting iterative with newton 4.37546701614891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58283575920157"
[1] "Starting iterative with newton 3.58283575920157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4812108671763"
[1] "Starting iterative with newton 3.4812108671763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72272666304912"
[1] "Starting iterative with newton 2.72272666304912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97538384327157"
[1] "Starting iterative with newton 1.97538384327157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.1877670098301"
[1] "Starting iterative with newton 2.1877670098301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59241414820448"
[1] "Starting iterative with newton 1.59241414820448"
[1] "Starting newton at: 1.81805543168363"
[1] "Newton iter: 1, lambda:1.41699293377873, diff to last: 0.401"
[1] "Newton iter: 2, lambda:1.34091387945847, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.33502905685361, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.33499154139974, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33499153987015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33499153987015"
[1] "Starting iterative with newton 1.33499153987015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466463575609453. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019484000800736846
0.019484000800736846
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376944602394438, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.037722845019228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377228450353173, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.037722845019228"
[1] "Starting iterative with newton 0.037722845019228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152479807535736, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152524737225865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152524737229766, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0152524737229766"
[1] "Starting iterative with newton 0.0152524737229766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148431362066678, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014847356567833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148473565681742, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.014847356567833"
[1] "Starting iterative with newton 0.014847356567833"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148358764424309, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148400919918353, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148400919921757, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0148400919918353"
[1] "Starting iterative with newton 0.0148400919918353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148357462729623, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148399617361154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148399617364557, diff to last: 0"
[1] "Final threshold is: 0.000289141826356007"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0783138756340277, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786017337685614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786017376554472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0786017376554472"
[1] "Starting iterative with newton 0.0786017376554472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299937115429651, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0300211735184171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0300211735414381, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0300211735184171"
[1] "Starting iterative with newton 0.0300211735184171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028847418655068, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288723070187956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288723070373211, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0288723070373211"
[1] "Starting iterative with newton 0.0288723070373211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288203581283107, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288451876009099, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288451876193388, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0288451876009099"
[1] "Starting iterative with newton 0.0288451876009099"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288197193865796, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288445474701308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288445474885574, diff to last: 0"
[1] "Final threshold is: 0.000562007186363945"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132033311205603, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133416402600596, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.133416553774847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133416553774849, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133416553774847"
[1] "Starting iterative with newton 0.133416553774847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520673810432857, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0522070781625433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0522070791680558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0522070781625433"
[1] "Starting iterative with newton 0.0522070781625433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0490624748798815, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0491822145795022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0491822152926921, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0491822145795022"
[1] "Starting iterative with newton 0.0491822145795022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489521500765665, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.049071189798093, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0490711905020123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.049071189798093"
[1] "Starting iterative with newton 0.049071189798093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489481030419606, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0490671171300952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0490671178336761, diff to last: 0"
[1] "Final threshold is: 0.000956023763161195"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.142564764843249"
[1] "Newton iter: 1, lambda:0.15552353156864, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.155538658365014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.155538658385604, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.155538658365014"
[1] "Starting iterative with newton 0.155538658365014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029858348055949, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0298920024437115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0298920024864775, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0298920024864775"
[1] "Starting iterative with newton 0.0298920024864775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263001288907717, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263239185878514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263239186073207, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0263239185878514"
[1] "Starting iterative with newton 0.0263239185878514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262027610044501, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262263110616859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262263110807133, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0262263110616859"
[1] "Starting iterative with newton 0.0262263110616859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262001003093614, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262236438400529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262236438590683, diff to last: 0"
[1] "Final threshold is: 0.000510941497577828"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.177853862068738"
[1] "Newton iter: 1, lambda:0.185885485459151, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.185892708080364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185892708086201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.185892708080364"
[1] "Starting iterative with newton 0.185892708080364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0625399521838283, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0627651824596544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0627651853806318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0627651824596544"
[1] "Starting iterative with newton 0.0627651824596544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0571806301623496, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0573607682360506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0573607700237888, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0573607682360506"
[1] "Starting iterative with newton 0.0573607682360506"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569441324832482, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571224323663963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571224341143958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0571224323663963"
[1] "Starting iterative with newton 0.0571224323663963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569337018299553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571119209213058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571119226675699, diff to last: 0"
[1] "Final threshold is: 0.00111276871296234"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.48092057031196"
[1] "Newton iter: 1, lambda:0.237423227049434, diff to last: 0.243"
[1] "Newton iter: 2, lambda:0.2467755433416, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.246789770519691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246789770552589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.246789770552589"
[1] "Starting iterative with newton 0.246789770552589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102339661158218, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103204530221087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103204591892284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103204591892285, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103204591892284"
[1] "Starting iterative with newton 0.103204591892284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0941471370698033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0948568663448057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948569066266172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0948569066266173, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0948569066266173"
[1] "Starting iterative with newton 0.0948569066266173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0936572176147682, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0943582900970144, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0943583293306754, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0943583293306755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0943583293306754"
[1] "Starting iterative with newton 0.0943583293306754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0936279109428418, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0943284677008579, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0943285068725506, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0943285068725507, diff to last: 0"
[1] "Final threshold is: 0.00183789670343709"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.26637883439224"
[1] "Newton iter: 1, lambda:0.337129732659693, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.338184991927624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33818522441719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338185224417201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33818522441719"
[1] "Starting iterative with newton 0.33818522441719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107984616210145, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109087895281088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109088010396678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109088010396679, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109088010396678"
[1] "Starting iterative with newton 0.109088010396678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0939999860267936, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947670509616635, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0947671020344269, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947671020344271, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0947671020344269"
[1] "Starting iterative with newton 0.0947671020344269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0931170213685487, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.093865623154478, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938656715327147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938656715327149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0938656715327147"
[1] "Starting iterative with newton 0.0938656715327147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0930614000830458, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938088492244686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938088974372097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.09380889743721, diff to last: 0"
[1] "Final threshold is: 0.00182777263278284"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.315892466444482"
[1] "Newton iter: 1, lambda:0.387692099452402, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.388937100675156, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388937470718148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388937470718181, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.388937470718181"
[1] "Starting iterative with newton 0.388937470718181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137197769779961, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139461770418709, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139462385903917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139462385903963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139462385903963"
[1] "Starting iterative with newton 0.139462385903963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11726252554954, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118783498819255, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118783754522293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1187837545223, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1187837545223"
[1] "Starting iterative with newton 0.1187837545223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115580528675785, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117047378918265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1170476150236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117047615023606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117047615023606"
[1] "Starting iterative with newton 0.117047615023606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115439097792294, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116901455127577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116901689644844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11690168964485, diff to last: 0"
[1] "Final threshold is: 0.00227771261464774"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.321875163840677"
[1] "Newton iter: 1, lambda:0.488306134932293, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.497108125549972, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.497132034750554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497132034926609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.497132034750554"
[1] "Starting iterative with newton 0.497132034750554"
[1] "Starting newton at: 0.296321506841221"
[1] "Newton iter: 1, lambda:0.184813352672975, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.186738318889159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.18673889535277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186738895352822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.18673889535277"
[1] "Starting iterative with newton 0.18673889535277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152180265157672, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155422851367698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15542432235342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155424322353723, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.15542432235342"
[1] "Starting iterative with newton 0.15542432235342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149145948845081, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152225717535885, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152227029808796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152227029809034, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.152227029809034"
[1] "Starting iterative with newton 0.152227029809034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148835288840099, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151898711902797, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151900008801622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151900008801854, diff to last: 0"
[1] "Final threshold is: 0.00295961989312273"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.58283575920157"
[1] "Starting iterative with newton 3.58283575920157"
[1] "Starting newton at: 0.631364338342886"
[1] "Newton iter: 1, lambda:0.586817454875552, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.587538153355735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.587538344594728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587538344594742, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587538344594728"
[1] "Starting iterative with newton 0.587538344594728"
[1] "Starting newton at: 0.387660069847026"
[1] "Newton iter: 1, lambda:0.226013295648758, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.230976207696274, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.230980939763971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230980939768272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.230980939763971"
[1] "Starting iterative with newton 0.230980939763971"
[1] "Starting newton at: 0.372121176973643"
[1] "Newton iter: 1, lambda:0.180866453306184, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.187025924589507, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.187032367762894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187032367769943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187032367769943"
[1] "Starting iterative with newton 0.187032367769943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176420480764683, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.181624413576365, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181628938067696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181628938071116, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181628938071116"
[1] "Starting iterative with newton 0.181628938071116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175803146713536, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180960126192073, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180964560404511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180964560407789, diff to last: 0"
[1] "Final threshold is: 0.00352591363982648"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.4812108671763"
[1] "Starting iterative with newton 3.4812108671763"
[1] "Starting newton at: 0.690068752430749"
[1] "Newton iter: 1, lambda:0.564693564971184, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.570011663153344, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.570021634416841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570021634451842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570021634416841"
[1] "Starting iterative with newton 0.570021634416841"
[1] "Starting newton at: 0.315742422867127"
[1] "Newton iter: 1, lambda:0.248638130415391, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.249541056540032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249541220865384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249541220865389, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.249541220865389"
[1] "Starting iterative with newton 0.249541220865389"
[1] "Starting newton at: 0.327782519854845"
[1] "Newton iter: 1, lambda:0.205426054933983, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.20814293979063, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.208144288740526, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208144288740858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.208144288740526"
[1] "Starting iterative with newton 0.208144288740526"
[1] "Starting newton at: 0.331933478675083"
[1] "Newton iter: 1, lambda:0.199568535360833, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.202704328218035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.202706100955095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202706100955661, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.202706100955095"
[1] "Starting iterative with newton 0.202706100955095"
[1] "Starting newton at: 0.333321515925614"
[1] "Newton iter: 1, lambda:0.198753271512235, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.201988195739839, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201990078935963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201990078936601, diff to last: 0"
[1] "Final threshold is: 0.00393557485972919"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.72272666304912"
[1] "Starting iterative with newton 2.72272666304912"
[1] "Starting newton at: 0.585433150083697"
[1] "Newton iter: 1, lambda:0.626159195112755, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.626839071147245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.626839258403804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626839258403818, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626839258403804"
[1] "Starting iterative with newton 0.626839258403804"
[1] "Starting newton at: 0.337783845450734"
[1] "Newton iter: 1, lambda:0.310125959522958, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.310319717618914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310319727152482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.310319727152482"
[1] "Starting iterative with newton 0.310319727152482"
[1] "Starting newton at: 0.309832178346347"
[1] "Newton iter: 1, lambda:0.257845577481772, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.258462594900249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.258462682107882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258462682107884, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.258462682107882"
[1] "Starting iterative with newton 0.258462682107882"
[1] "Starting newton at: 0.318873121503743"
[1] "Newton iter: 1, lambda:0.248809940540299, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.249909364085553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249909635973389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249909635973406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.249909635973406"
[1] "Starting iterative with newton 0.249909635973406"
[1] "Starting newton at: 0.319695015620794"
[1] "Newton iter: 1, lambda:0.247328348845921, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.248497571301487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248497877874402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248497877874423, diff to last: 0"
[1] "Final threshold is: 0.00484173285148625"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.97538384327157"
[1] "Starting iterative with newton 1.97538384327157"
[1] "Starting newton at: 0.822189879762707"
[1] "Newton iter: 1, lambda:0.693361546897962, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.700923586576467, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.700951048383177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.700951048744413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.700951048383177"
[1] "Starting iterative with newton 0.700951048383177"
[1] "Starting newton at: 0.587596189116533"
[1] "Newton iter: 1, lambda:0.42623840102941, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.435062180371752, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.43508944583753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.435089446097521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435089446097521"
[1] "Starting iterative with newton 0.435089446097521"
[1] "Starting newton at: 0.282750212193012"
[1] "Newton iter: 1, lambda:0.373661713713681, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.376338202188668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.37634050414093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376340504142633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.37634050414093"
[1] "Starting iterative with newton 0.37634050414093"
[1] "Starting newton at: 0.283217402504842"
[1] "Newton iter: 1, lambda:0.361326486223987, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.363260215614316, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.363261393260954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363261393261391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.363261393260954"
[1] "Starting iterative with newton 0.363261393260954"
[1] "Starting newton at: 0.286022956097022"
[1] "Newton iter: 1, lambda:0.358679354296911, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.360344173932968, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360345042851936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360345042852173, diff to last: 0"
[1] "Final threshold is: 0.00702096310346868"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.1877670098301"
[1] "Starting iterative with newton 2.1877670098301"
[1] "Starting newton at: 0.547266387739226"
[1] "Newton iter: 1, lambda:0.645295477218563, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.649477618747608, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.649485028348058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.649485028371286, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.649485028348058"
[1] "Starting iterative with newton 0.649485028348058"
[1] "Starting newton at: 0.265290526011436"
[1] "Newton iter: 1, lambda:0.382224529756573, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.386471466276456, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.386477004247012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386477004256423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386477004247012"
[1] "Starting iterative with newton 0.386477004247012"
[1] "Starting newton at: 0.299639038081733"
[1] "Newton iter: 1, lambda:0.334752610703083, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.335104221768088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335104256912372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335104256912373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.335104256912372"
[1] "Starting iterative with newton 0.335104256912372"
[1] "Starting newton at: 0.30212800480712"
[1] "Newton iter: 1, lambda:0.324758434268002, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.324901972956749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.324901978719925, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.324901978719925"
[1] "Starting iterative with newton 0.324901978719925"
[1] "Starting newton at: 0.305205257051651"
[1] "Newton iter: 1, lambda:0.322783718443999, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.32287000440772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322870006483548, diff to last: 0"
[1] "Final threshold is: 0.00629079942441392"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.59241414820448"
[1] "Starting iterative with newton 1.59241414820448"
[1] "Starting newton at: 0.700001523838465"
[1] "Newton iter: 1, lambda:0.776755395418603, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.780116963453882, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.78012324613827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780123246160186, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780123246160186"
[1] "Starting iterative with newton 0.780123246160186"
[1] "Starting newton at: 0.476205122073051"
[1] "Newton iter: 1, lambda:0.560470056016377, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.563702251149709, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.563706931891601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56370693190141, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.563706931891601"
[1] "Starting iterative with newton 0.563706931891601"
[1] "Starting newton at: 0.499648743578672"
[1] "Newton iter: 1, lambda:0.503920098661102, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.50392772605953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.503927726083832, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.50392772605953"
[1] "Starting iterative with newton 0.50392772605953"
[1] "Starting newton at: 0.497126219998739"
[1] "Newton iter: 1, lambda:0.487257472237692, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.487297271860525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487297272508996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.487297271860525"
[1] "Starting iterative with newton 0.487297271860525"
[1] "Starting newton at: 0.497283966813822"
[1] "Newton iter: 1, lambda:0.482574092600715, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.482661939582809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.482661942724149, diff to last: 0"
[1] "Final threshold is: 0.00940418561731664"
threshold is:
[{'ad': 0.0002891418263560069, 'da': 0.0005620071863639452, 'dd': 0.0009560237631611952}, {'ad': 0.0005109414975778284, 'da': 0.0011127687129623407, 'dd': 0.0018378967034370873}, {'ad': 0.0018277726327828353, 'da': 0.0022777126146477445, 'dd': 0.0029596198931227348}, {'ad': 0.003525913639826481, 'da': 0.003935574859729192, 'dd': 0.0048417328514862475}, {'ad': 0.007020963103468682, 'da': 0.006290799424413925, 'dd': 0.009404185617316643}]
Number of points in noise estimation: 128
Estimated noise: 0.046000103826190006
0.046000103826190006
threshold is:
[{'ad': 0.018324588460965963, 'da': 0.004050282277606634, 'dd': 0.00641868377803942}, {'ad': 0.002813376046655769, 'da': 0.009559750389889089, 'dd': 0.013238235499238658}, {'ad': 0.011956070074669256, 'da': 0.013610810007745971, 'dd': 0.01780559883701275}, {'ad': 0.0192571139871065, 'da': 0.02156566222587052, 'dd': 0.0274805381311097}, {'ad': 0.03973860898373216, 'da': 0.036216147565974965, 'dd': 0.055166772409162255}]
['baboon256', 0.025, 1, 0.000626035027833591, 0.0009662593590564732, 0.0009006196646063198, 0.006724535972535789, 0.0012724334960340445, 0.0013914726733249938, 0.0005488468529149936, 0.0006260350278335916, 32.03401366519199, 30.14906286536079, 30.454585746540353, 21.72337678837839, 28.95364906877408, 28.565253182129403, 32.60548821692878, 32.034013665191985]
baboon256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.04560652214670172
0.04560652214670172
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0865529335007136, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0870045586654255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0870045709455884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870045709455884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0870045709455884"
[1] "Starting iterative with newton 0.0870045709455884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219186610076731, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219308124579005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0219308124616355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0219308124579005"
[1] "Starting iterative with newton 0.0219308124579005"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206269833490017, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206373357886111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206373357912189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0206373357886111"
[1] "Starting iterative with newton 0.0206373357886111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020601615251316, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206119341684924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206119341710814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0206119341684924"
[1] "Starting iterative with newton 0.0206119341684924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206011171896619, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206114354493668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206114354519555, diff to last: 0"
[1] "Final threshold is: 0.000940015887296862"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.264080032879797"
[1] "Newton iter: 1, lambda:0.224656542593199, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.224866704367134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224866710364188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224866704367134"
[1] "Starting iterative with newton 0.224866704367134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0841747680780513, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0847367860997838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0847368111458497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847368111458497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0847368111458497"
[1] "Starting iterative with newton 0.0847368111458497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0764773462528357, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0769158525889056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0769158670040974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0769158670040974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0769158670040974"
[1] "Starting iterative with newton 0.0769158670040974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760582050712538, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764904764919628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764904904537539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764904904537539, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0764904904537539"
[1] "Starting iterative with newton 0.0764904904537539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760354441462605, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764673784118361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764673923493334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764673923493334, diff to last: 0"
[1] "Final threshold is: 0.0034874118226804"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.383701738344924"
[1] "Newton iter: 1, lambda:0.278695637141921, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.280524064344311, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.280524627810329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280524627810382, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280524627810329"
[1] "Starting iterative with newton 0.280524627810329"
[1] "Starting newton at: 0.190710561668349"
[1] "Newton iter: 1, lambda:0.124825108879696, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.125320573565828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125320601653067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125320601653067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125320601653067"
[1] "Starting iterative with newton 0.125320601653067"
[1] "Starting newton at: 0.10155395841489"
[1] "Newton iter: 1, lambda:0.11224817295273, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.112260597410682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.112260597427449, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.112260597410682"
[1] "Starting iterative with newton 0.112260597410682"
[1] "Starting newton at: 0.114613962657274"
[1] "Newton iter: 1, lambda:0.111157970355532, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.111159261510558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.111159261510739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.111159261510558"
[1] "Starting iterative with newton 0.111159261510558"
[1] "Starting newton at: 0.115715298557398"
[1] "Newton iter: 1, lambda:0.111064001561465, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.111066339315993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.111066339316584, diff to last: 0"
[1] "Final threshold is: 0.00506534946376793"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201277201939641"
[1] "Newton iter: 1, lambda:0.309436995299129, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.311732762446076, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.311733784864308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311733784864511, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.311733784864511"
[1] "Starting iterative with newton 0.311733784864511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109970930039586, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111134048459576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111134178463121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111134178463122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111134178463121"
[1] "Starting iterative with newton 0.111134178463121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967881583329429, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0976307071619017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0976307709801828, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0976307709801831, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0976307709801831"
[1] "Starting iterative with newton 0.0976307709801831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958932834435543, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096716455531067, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967165161641894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967165161641897, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0967165161641897"
[1] "Starting iterative with newton 0.0967165161641897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958326772179919, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0966545473656541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0966546077879829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0966546077879832, diff to last: 0"
[1] "Final threshold is: 0.00440808051066342"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.43949674151781"
[1] "Newton iter: 1, lambda:0.423277143238614, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.423346788463861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.423346789752332, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.423346788463861"
[1] "Starting iterative with newton 0.423346788463861"
[1] "Starting newton at: 0.226203924998312"
[1] "Newton iter: 1, lambda:0.15025472352586, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.150996374031605, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.15099644486989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150996444869891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.15099644486989"
[1] "Starting iterative with newton 0.15099644486989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125525846411616, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127368410059051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12736880694691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127368806946929, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12736880694691"
[1] "Starting iterative with newton 0.12736880694691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123518545757898, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125287419531137, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125287782197893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125287782197908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125287782197908"
[1] "Starting iterative with newton 0.125287782197908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123341511622918, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125103983759439, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125104343534539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125104343534554, diff to last: 0"
[1] "Final threshold is: 0.00570557401405655"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.632530563932475"
[1] "Newton iter: 1, lambda:0.614923144816574, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.615044275670369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615044281435826, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.615044275670369"
[1] "Starting iterative with newton 0.615044275670369"
[1] "Starting newton at: 0.2473847948791"
[1] "Newton iter: 1, lambda:0.2660038774882, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.266077304266375, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266077305406887, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.266077305406887"
[1] "Starting iterative with newton 0.266077305406887"
[1] "Starting newton at: 0.271096396359116"
[1] "Newton iter: 1, lambda:0.218946704196002, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.219463690389414, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.219463741339411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.219463741339412, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.219463741339411"
[1] "Starting iterative with newton 0.219463741339411"
[1] "Starting newton at: 0.292694536896402"
[1] "Newton iter: 1, lambda:0.211880910865397, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.213102208239895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.213102488384081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213102488384096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213102488384096"
[1] "Starting iterative with newton 0.213102488384096"
[1] "Starting newton at: 0.299055789851718"
[1] "Newton iter: 1, lambda:0.210778838518233, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.212232511250986, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.212232907332381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21223290733241, diff to last: 0"
[1] "Final threshold is: 0.00967920478851311"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89141925435658"
[1] "Starting iterative with newton 2.89141925435658"
[1] "Starting newton at: 0.580943291091356"
[1] "Newton iter: 1, lambda:0.622649655216802, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.623352355113473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623352552142906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623352552142922, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623352552142906"
[1] "Starting iterative with newton 0.623352552142906"
[1] "Starting newton at: 0.339519202985781"
[1] "Newton iter: 1, lambda:0.290825338535807, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.29138877317484, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.291388848914143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.291388848914145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.291388848914143"
[1] "Starting iterative with newton 0.291388848914143"
[1] "Starting newton at: 0.243292673357821"
[1] "Newton iter: 1, lambda:0.241593045003387, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.241593660739295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241593660739376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241593660739376"
[1] "Starting iterative with newton 0.241593660739376"
[1] "Starting newton at: 0.281214939551759"
[1] "Newton iter: 1, lambda:0.233536810624717, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.234011788611363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234011835857345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234011835857345, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.234011835857345"
[1] "Starting iterative with newton 0.234011835857345"
[1] "Starting newton at: 0.286982733253694"
[1] "Newton iter: 1, lambda:0.232229629179201, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.23285410812134, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23285418956803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232854189568031, diff to last: 0"
[1] "Final threshold is: 0.0106196697534866"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.50696227102705"
[1] "Starting iterative with newton 2.50696227102705"
[1] "Starting newton at: 0.747627747116697"
[1] "Newton iter: 1, lambda:0.632771822164185, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.637938465012674, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.63794936740128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637949367449746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63794936740128"
[1] "Starting iterative with newton 0.63794936740128"
[1] "Starting newton at: 0.256999931970631"
[1] "Newton iter: 1, lambda:0.337442902782879, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.339241083886226, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.339241976569405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339241976569625, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.339241976569405"
[1] "Starting iterative with newton 0.339241976569405"
[1] "Starting newton at: 0.314500091684686"
[1] "Newton iter: 1, lambda:0.285727355151839, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.285934557084821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285934567852811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285934567852811, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.285934557084821"
[1] "Starting iterative with newton 0.285934557084821"
[1] "Starting newton at: 0.331468876287215"
[1] "Newton iter: 1, lambda:0.275549309314728, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.27631625854069, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.276316403395734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.276316403395739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.276316403395734"
[1] "Starting iterative with newton 0.276316403395734"
[1] "Starting newton at: 0.327916204344904"
[1] "Newton iter: 1, lambda:0.273864554799929, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.274578873955563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.274578999191121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274578999191125, diff to last: 0"
[1] "Final threshold is: 0.0125225932076291"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.92049602393458"
[1] "Starting iterative with newton 1.92049602393458"
[1] "Starting newton at: 0.703900723687067"
[1] "Newton iter: 1, lambda:0.73698007403215, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.737553079434033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.737553249441932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737553249441947, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.737553249441947"
[1] "Starting iterative with newton 0.737553249441947"
[1] "Starting newton at: 0.584541362105907"
[1] "Newton iter: 1, lambda:0.456741010286249, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.462707475290338, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.462720822838485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462720822905222, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.462720822838485"
[1] "Starting iterative with newton 0.462720822838485"
[1] "Starting newton at: 0.548137081800888"
[1] "Newton iter: 1, lambda:0.391736174914724, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.399858098884982, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.399880563277063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399880563448762, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.399880563448762"
[1] "Starting iterative with newton 0.399880563448762"
[1] "Starting newton at: 0.531296852252773"
[1] "Newton iter: 1, lambda:0.377917039217803, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.38556586234675, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.385585326610384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385585326736329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.385585326610384"
[1] "Starting iterative with newton 0.385585326610384"
[1] "Starting newton at: 0.502425550085813"
[1] "Newton iter: 1, lambda:0.377228356327185, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.382323894725374, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.382332484731055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382332484755454, diff to last: 0"
[1] "Final threshold is: 0.0174368549322903"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.53984781099048"
[1] "Starting iterative with newton 1.53984781099048"
[1] "Starting newton at: 0.68259925475066"
[1] "Newton iter: 1, lambda:0.777286402978395, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.782480957287247, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.782496124440135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782496124569182, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.782496124569182"
[1] "Starting iterative with newton 0.782496124569182"
[1] "Starting newton at: 0.715528812787508"
[1] "Newton iter: 1, lambda:0.569092340787251, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.578473334750048, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.578513615370213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57851361611123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.578513615370213"
[1] "Starting iterative with newton 0.578513615370213"
[1] "Starting newton at: 0.491938621662978"
[1] "Newton iter: 1, lambda:0.521090480141796, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.521456463978043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.521456521346948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52145652134695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.521456521346948"
[1] "Starting iterative with newton 0.521456521346948"
[1] "Starting newton at: 0.488574696960995"
[1] "Newton iter: 1, lambda:0.505263156885894, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.505380564769799, diff to last: 0"
[1] "Newton iter: 3, lambda:0.505380570563217, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505380564769799"
[1] "Starting iterative with newton 0.505380564769799"
[1] "Starting newton at: 0.494675584211099"
[1] "Newton iter: 1, lambda:0.500829302726571, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.500845150163401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500845150268382, diff to last: 0"
[1] "Final threshold is: 0.0228418054329953"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.51142735876467"
[1] "Starting iterative with newton 1.51142735876467"
[1] "Starting newton at: 0.750746026116073"
[1] "Newton iter: 1, lambda:0.740512425134372, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.740566319135176, diff to last: 0"
[1] "Newton iter: 3, lambda:0.740566320635589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.740566319135176"
[1] "Starting iterative with newton 0.740566319135176"
[1] "Starting newton at: 0.69640775733846"
[1] "Newton iter: 1, lambda:0.550555553822988, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.55929616283879, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.559328943398257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559328943858394, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.559328943398257"
[1] "Starting iterative with newton 0.559328943398257"
[1] "Starting newton at: 0.431747486062141"
[1] "Newton iter: 1, lambda:0.510985235881729, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.513577533179733, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.513580270814323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513580270817374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.513580270814323"
[1] "Starting iterative with newton 0.513580270814323"
[1] "Starting newton at: 0.429013871705543"
[1] "Newton iter: 1, lambda:0.49976127009436, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.501797056214302, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.50179872225361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.501798722254725, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.501798722254725"
[1] "Starting iterative with newton 0.501798722254725"
[1] "Starting newton at: 0.423536703205706"
[1] "Newton iter: 1, lambda:0.49658356927479, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.4987468203249, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.498748695120165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.498748695121573, diff to last: 0"
[1] "Final threshold is: 0.0227461934096364"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.12907142853258"
[1] "Starting iterative with newton 1.12907142853258"
[1] "Starting newton at: 0.876456581793815"
[1] "Newton iter: 1, lambda:0.850589353523168, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.851003753029955, diff to last: 0"
[1] "Newton iter: 3, lambda:0.851003860651315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.851003860651322, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.851003860651315"
[1] "Starting iterative with newton 0.851003860651315"
[1] "Starting newton at: 0.863928352093069"
[1] "Newton iter: 1, lambda:0.756351950686271, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.762770622203923, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.762794590583699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762794590917128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.762794590917128"
[1] "Starting iterative with newton 0.762794590917128"
[1] "Starting newton at: 0.830954538867771"
[1] "Newton iter: 1, lambda:0.728511673517246, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.734211220356791, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.734229633641374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.734229633833177, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.734229633641374"
[1] "Starting iterative with newton 0.734229633641374"
[1] "Starting newton at: 0.815746645679098"
[1] "Newton iter: 1, lambda:0.719925233851989, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.724887603312041, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.724901440189015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724901440296415, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724901440189015"
[1] "Starting iterative with newton 0.724901440189015"
[1] "Starting newton at: 0.821826508761583"
[1] "Newton iter: 1, lambda:0.715791439139858, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.721825950199053, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.721846362514099, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721846362747181, diff to last: 0"
[1] "Final threshold is: 0.0329209021185153"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864898594505439"
[1] "Starting iterative with newton 0.864898594505439"
[1] "Starting newton at: 1.16879852639977"
[1] "Newton iter: 1, lambda:1.01910429724329, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.03527610823587, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.03548706654927, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03548710212114, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03548710212114, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03548710212114"
[1] "Starting iterative with newton 1.03548710212114"
[1] "Starting newton at: 1.18545949551364"
[1] "Newton iter: 1, lambda:1.10750768550563, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.11234341055664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.11236312049237, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11236312081881, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11236312049237"
[1] "Starting iterative with newton 1.11236312049237"
[1] "Starting newton at: 1.18376871100682"
[1] "Newton iter: 1, lambda:1.14511650098252, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.14636542213587, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.14636676274001, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14636676274156, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14636676274156"
[1] "Starting iterative with newton 1.14636676274156"
[1] "Starting newton at: 1.18720476840143"
[1] "Newton iter: 1, lambda:1.16069063317174, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.16128890633939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.16128921676582, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16128921676591, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16128921676582"
[1] "Starting iterative with newton 1.16128921676582"
[1] "Starting newton at: 1.18458187796154"
[1] "Newton iter: 1, lambda:1.16756686694757, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.16781592504328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.16781597905059, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16781597905059, diff to last: 0"
[1] "Final threshold is: 0.0532600253118428"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.936790673548729"
[1] "Starting iterative with newton 0.936790673548729"
[1] "Starting newton at: 1.03342605563429"
[1] "Newton iter: 1, lambda:0.898347017415214, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.909690631517224, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.90977732137724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909777326412958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.90977732137724"
[1] "Starting iterative with newton 0.90977732137724"
[1] "Starting newton at: 1.02910772889026"
[1] "Newton iter: 1, lambda:0.8881527348344, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.900387897583722, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.900488094436362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900488101117612, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.900488094436362"
[1] "Starting iterative with newton 0.900488094436362"
[1] "Starting newton at: 1.03125539914028"
[1] "Newton iter: 1, lambda:0.883865145106236, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.89716337381291, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.897281512834463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89728152210085, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897281512834463"
[1] "Starting iterative with newton 0.897281512834463"
[1] "Starting newton at: 1.03086066962084"
[1] "Newton iter: 1, lambda:0.882616256908555, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.896052633314237, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.896173147182636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896173156817422, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.896173147182636"
[1] "Starting iterative with newton 0.896173147182636"
[1] "Starting newton at: 1.02990456394426"
[1] "Newton iter: 1, lambda:0.882359140112858, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.895671600410564, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.895789860952143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.895789870227361, diff to last: 0"
[1] "Final threshold is: 0.0408538601323047"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.24839868098759"
[1] "Newton iter: 1, lambda:1.19903896382975, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.20128689711279, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.20129174958791, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20129174961048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20129174961048"
[1] "Starting iterative with newton 1.20129174961048"
[1] "Starting newton at: 1.29323953221358"
[1] "Newton iter: 1, lambda:1.46365581827698, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.50062295105665, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.50221616274265, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50221902833229, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50221902834154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50221902834154"
[1] "Starting iterative with newton 1.50221902834154"
[1] "Starting newton at: 1.88284589625735"
[1] "Newton iter: 1, lambda:1.58175801851746, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.65681303228101, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.66421450372699, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.66428192370705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66428192925746, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66428192925746"
[1] "Starting iterative with newton 1.66428192925746"
[1] "Starting newton at: 1.89823674320903"
[1] "Newton iter: 1, lambda:1.71409952777399, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.74797954881992, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.7494933094511, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.74949622607521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74949622608602, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.74949622608602"
[1] "Starting iterative with newton 1.74949622608602"
[1] "Starting newton at: 1.89739943523"
[1] "Newton iter: 1, lambda:1.7775034165837, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.79345926964003, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.79379549193421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79379563856008, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79379563856011, diff to last: 0"
[1] "Final threshold is: 0.0818087805166474"
threshold is:
[{'ad': 0.0009400158872968616, 'da': 0.0034874118226804014, 'dd': 0.005065349463767926}, {'ad': 0.004408080510663423, 'da': 0.005705574014056553, 'dd': 0.009679204788513113}, {'ad': 0.010619669753486645, 'da': 0.01252259320762906, 'dd': 0.017436854932290344}, {'ad': 0.022841805432995296, 'da': 0.0227461934096364, 'dd': 0.03292090211851533}, {'ad': 0.053260025311842776, 'da': 0.04085386013230474, 'dd': 0.0818087805166474}]
Number of points in noise estimation: 128
Estimated noise: 0.04560652214670172
0.04560652214670172
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.9815736726371"
[1] "Starting iterative with newton 28.9815736726371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.7028698322186"
[1] "Starting iterative with newton 13.7028698322186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.39171325237504"
[1] "Starting iterative with newton 7.39171325237504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51496664359797"
[1] "Starting iterative with newton 6.51496664359797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74246240336354"
[1] "Starting iterative with newton 4.74246240336354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33895648223726"
[1] "Starting iterative with newton 3.33895648223726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89141925435658"
[1] "Starting iterative with newton 2.89141925435658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.50696227102705"
[1] "Starting iterative with newton 2.50696227102705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.92049602393458"
[1] "Starting iterative with newton 1.92049602393458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.53984781099048"
[1] "Starting iterative with newton 1.53984781099048"
[1] "Starting newton at: 1.77426649257871"
[1] "Newton iter: 1, lambda:1.40020925018959, diff to last: 0.374"
[1] "Newton iter: 2, lambda:1.32608851119235, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.32035555610231, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.32031916309289, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32031916162196, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32031916309289"
[1] "Starting iterative with newton 1.32031916309289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51142735876467"
[1] "Starting iterative with newton 1.51142735876467"
[1] "Starting newton at: 1.74905210227199"
[1] "Newton iter: 1, lambda:1.44085050974745, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.38804328734713, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.38541203422997, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38540519592354, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38540519587727, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38540519587727"
[1] "Starting iterative with newton 1.38540519587727"
[1] "Starting newton at: 1.62734390078706"
[1] "Newton iter: 1, lambda:1.32778799376089, diff to last: 0.3"
[1] "Newton iter: 2, lambda:1.26042172354011, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.25505460287071, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.25501904786094, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25501904629766, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.25501904629766"
[1] "Starting iterative with newton 1.25501904629766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.12907142853258"
[1] "Starting iterative with newton 1.12907142853258"
[1] "Starting newton at: 1.31004905534036"
[1] "Newton iter: 1, lambda:1.2180842666475, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.20788760065035, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.20775303261622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20775300909253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20775300909253, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20775300909253"
[1] "Starting iterative with newton 1.20775300909253"
[1] "Starting newton at: 1.38045609081485"
[1] "Newton iter: 1, lambda:1.30912058344238, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.30393361846622, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.30390435774793, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30390435681371, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30390435774793"
[1] "Starting iterative with newton 1.30390435774793"
[1] "Starting newton at: 1.47901106919839"
[1] "Newton iter: 1, lambda:1.40981918042909, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.40588072569383, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.40586686291576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40586686274336, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40586686291576"
[1] "Starting iterative with newton 1.40586686291576"
[1] "Starting newton at: 1.61761052979299"
[1] "Newton iter: 1, lambda:1.5097454480846, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.50267287491872, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.50263645559834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50263645462361, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50263645559834"
[1] "Starting iterative with newton 1.50263645559834"
[1] "Starting newton at: 1.72294920083455"
[1] "Newton iter: 1, lambda:1.58505877510457, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.57629156268631, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.57624422866176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57624422726232, diff to last: 0"
[1] "Final threshold is: 0.0718870172592498"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864898594505439"
[1] "Starting iterative with newton 0.864898594505439"
[1] "Starting newton at: 1.29772272492379"
[1] "Newton iter: 1, lambda:1.23865630307798, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.23472938532564, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.23471115320471, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23471115281081, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23471115281081"
[1] "Starting iterative with newton 1.23471115281081"
[1] "Starting newton at: 1.67331108487274"
[1] "Newton iter: 1, lambda:1.66999679149159, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.66999264739835, diff to last: 0"
[1] "Newton iter: 3, lambda:1.6699926473918, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66999264739835"
[1] "Starting iterative with newton 1.66999264739835"
[1] "Starting newton at: 1.95893714597173"
[1] "Newton iter: 1, lambda:1.9681360384189, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.96813262465261, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96813262465225, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.96813262465225"
[1] "Starting iterative with newton 1.96813262465225"
[1] "Starting newton at: 2.10583754005081"
[1] "Newton iter: 1, lambda:2.12558156666045, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.12561237427037, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12561237436208, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.12561237436208"
[1] "Starting iterative with newton 2.12561237436208"
[1] "Starting newton at: 2.2544427257921"
[1] "Newton iter: 1, lambda:2.20483018868925, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.20528932656226, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20528935787901, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20528935787901, diff to last: 0"
[1] "Final threshold is: 0.100575577939995"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.936790673548729"
[1] "Starting iterative with newton 0.936790673548729"
[1] "Starting newton at: 1.26156871381777"
[1] "Newton iter: 1, lambda:1.26095125347967, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.26095081004455, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26095081004432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26095081004455"
[1] "Starting iterative with newton 1.26095081004455"
[1] "Starting newton at: 1.60702231225499"
[1] "Newton iter: 1, lambda:1.59421460936539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.59412664984477, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59412664558883, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59412664984477"
[1] "Starting iterative with newton 1.59412664984477"
[1] "Starting newton at: 1.76271980405537"
[1] "Newton iter: 1, lambda:1.81942431967368, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.81839537131219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.818395094816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81839509481598, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81839509481598"
[1] "Starting iterative with newton 1.81839509481598"
[1] "Starting newton at: 1.99469557692952"
[1] "Newton iter: 1, lambda:1.94238144699704, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.94213112258166, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94213111369736, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94213111369736"
[1] "Starting iterative with newton 1.94213111369736"
[1] "Starting newton at: 2.12116198940542"
[1] "Newton iter: 1, lambda:2.00437665716119, diff to last: 0.117"
[1] "Newton iter: 2, lambda:2.00454830150101, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00454829882718, diff to last: 0"
[1] "Final threshold is: 0.0914204763845951"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.59499222542934"
[1] "Newton iter: 1, lambda:1.71403769828727, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.70742491705241, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70741002382469, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7074100237475, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70741002382469"
[1] "Starting iterative with newton 1.70741002382469"
[1] "Starting newton at: 2.21653376767263"
[1] "Newton iter: 1, lambda:2.29045125526681, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.29236471742877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.29236621005775, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29236621005866, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.29236621005775"
[1] "Starting iterative with newton 2.29236621005775"
[1] "Starting newton at: 2.51558708329316"
[1] "Newton iter: 1, lambda:2.55391479162999, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.55468363830946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5546839571106, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55468395711065, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.55468395711065"
[1] "Starting iterative with newton 2.55468395711065"
[1] "Starting newton at: 2.65222306038589"
[1] "Newton iter: 1, lambda:2.66400884697859, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.66408874516287, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66408874885309, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66408874516287"
[1] "Starting iterative with newton 2.66408874516287"
[1] "Starting newton at: 2.77764297011137"
[1] "Newton iter: 1, lambda:2.71253360504455, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.71507899320585, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.71508284247009, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7150828424789, diff to last: 0"
[1] "Final threshold is: 0.123825485785242"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07188701725924976}, {'ad': 0.10057557793999462, 'da': 0.09142047638459515, 'dd': 0.12382548578524206}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46985021072571. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01921272584070253
0.01921272584070253
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.7954844360108"
[1] "Starting iterative with newton 68.7954844360108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5274113448545"
[1] "Starting iterative with newton 32.5274113448545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5462002082149"
[1] "Starting iterative with newton 17.5462002082149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.4650086083469"
[1] "Starting iterative with newton 15.4650086083469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2574976826396"
[1] "Starting iterative with newton 11.2574976826396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92590255108011"
[1] "Starting iterative with newton 7.92590255108011"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.86355373790059"
[1] "Starting iterative with newton 6.86355373790059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.95094268676454"
[1] "Starting iterative with newton 5.95094268676454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.55880884234916"
[1] "Starting iterative with newton 4.55880884234916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.65523892219969"
[1] "Starting iterative with newton 3.65523892219969"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.587775408974"
[1] "Starting iterative with newton 3.587775408974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68015176698615"
[1] "Starting iterative with newton 2.68015176698615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05306718224222"
[1] "Starting iterative with newton 2.05306718224222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22372218050979"
[1] "Starting iterative with newton 2.22372218050979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.60108107434047"
[1] "Starting iterative with newton 1.60108107434047"
[1] "Starting newton at: 1.84198723778568"
[1] "Newton iter: 1, lambda:1.42316393725173, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.34663178785689, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.34077216900859, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34073548056208, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34073547911889, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34073548056208"
[1] "Starting iterative with newton 1.34073548056208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46985021072571. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01921272584070253
0.01921272584070253
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0307339857617066, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0307554853572664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0307554853677848, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0307554853572664"
[1] "Starting iterative with newton 0.0307554853572664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00796023339843608, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00796072868922831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00796072868923023, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00796072868923023"
[1] "Starting iterative with newton 0.00796072868923023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00778508621678794, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00778555926010373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00778555926010548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00778555926010373"
[1] "Starting iterative with newton 0.00778555926010373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0077837401337245, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00778421300751604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00778421300751779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00778421300751604"
[1] "Starting iterative with newton 0.00778421300751604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00778372978850051, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00778420266098927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00778420266099102, diff to last: 0"
[1] "Final threshold is: 0.000149555751614054"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.185846003328049"
[1] "Newton iter: 1, lambda:0.103555436211446, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.104011392892129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.104011406956929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104011406956929, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.104011406956929"
[1] "Starting iterative with newton 0.104011406956929"
[1] "Starting newton at: 0.0123845463227042"
[1] "Newton iter: 1, lambda:0.0365756116566142, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0365927834128952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0365927834215467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0365927834128952"
[1] "Starting iterative with newton 0.0365927834128952"
[1] "Starting newton at: 0.0507698556461627"
[1] "Newton iter: 1, lambda:0.0355118544608481, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0355185305773768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355185305786551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0355185305773768"
[1] "Starting iterative with newton 0.0355185305773768"
[1] "Starting newton at: 0.0518441084816811"
[1] "Newton iter: 1, lambda:0.0354932625704466, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0355009264840989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355009264857828, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355009264857828"
[1] "Starting iterative with newton 0.0355009264857828"
[1] "Starting newton at: 0.0518617125732751"
[1] "Newton iter: 1, lambda:0.0354929572033554, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0355006378692029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355006378708941, diff to last: 0"
[1] "Final threshold is: 0.000682064022551057"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114314584583471"
[1] "Newton iter: 1, lambda:0.145538477645512, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.145636569087305, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145636570053975, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.145636569087305"
[1] "Starting iterative with newton 0.145636569087305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0472843253866797, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473819816771242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473819820936211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0473819820936211"
[1] "Starting iterative with newton 0.0473819820936211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043843572189656, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0439250259136169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0439250261947278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0439250259136169"
[1] "Starting iterative with newton 0.0439250259136169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437216969296604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438026103641166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438026106412093, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0438026103641166"
[1] "Starting iterative with newton 0.0438026103641166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04371738047039, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437982748100272, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437982750869784, diff to last: 0"
[1] "Final threshold is: 0.0008414842462208"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246990403068708"
[1] "Newton iter: 1, lambda:0.136417670481836, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.137439625943562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137439713996461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137439713996462, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137439713996461"
[1] "Starting iterative with newton 0.137439713996461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444038043692159, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444863607729712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444863610582904, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0444863607729712"
[1] "Starting iterative with newton 0.0444863607729712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415293375514155, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0415992410134929, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415992412115232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0415992410134929"
[1] "Starting iterative with newton 0.0415992410134929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414402426833763, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415097733983114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415097735940299, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0415097733983114"
[1] "Starting iterative with newton 0.0415097733983114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414374814705547, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415070006528085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415070008484557, diff to last: 0"
[1] "Final threshold is: 0.000797462624012271"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166958422475766, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.169992920907806, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.169993916886493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1699939168866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.169993916886493"
[1] "Starting iterative with newton 0.169993916886493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0555086865223838, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0556753559994754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0556753575018306, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0556753559994754"
[1] "Starting iterative with newton 0.0556753559994754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508420931958488, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0509759049402446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0509759058670825, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0509759049402446"
[1] "Starting iterative with newton 0.0509759049402446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506513731817713, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.050783932636216, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0507839335440765, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0507839335440765"
[1] "Starting iterative with newton 0.0507839335440765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506435829920608, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0507760914482785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0507760923553707, diff to last: 0"
[1] "Final threshold is: 0.000975547124258215"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.433578629047718"
[1] "Newton iter: 1, lambda:0.269910164159089, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.274374036114068, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.274377435418378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274377435420349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.274377435418378"
[1] "Starting iterative with newton 0.274377435418378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972505706302113, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0980814626130251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0980815232408193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0980815232408196, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0980815232408193"
[1] "Starting iterative with newton 0.0980815232408193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0867815494153044, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0874000102916077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0874000416992137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0874000416992137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0874000416992137"
[1] "Starting iterative with newton 0.0874000416992137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0861417783707716, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.086748608647487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0867486387590465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0867486387590466, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0867486387590465"
[1] "Starting iterative with newton 0.0867486387590465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0861027440725881, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0867088695501555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0867088995841572, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0867088995841573, diff to last: 0"
[1] "Final threshold is: 0.00166591431565942"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.418343912317736"
[1] "Newton iter: 1, lambda:0.322553428408484, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.324364994913283, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.324365653002424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324365653002511, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.324365653002511"
[1] "Starting iterative with newton 0.324365653002511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107691036625129, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108809760497388, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10880988109276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108809881092762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10880988109276"
[1] "Starting iterative with newton 0.10880988109276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925822933703773, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0933549687548484, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0933550225429205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0933550225429208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0933550225429205"
[1] "Starting iterative with newton 0.0933550225429205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091494440193662, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0922451073634004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0922451578665858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.092245157866586, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.092245157866586"
[1] "Starting iterative with newton 0.092245157866586"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0914163202427759, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921654214570242, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0921654717307456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921654717307458, diff to last: 0"
[1] "Final threshold is: 0.00177074994034183"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.369074361696862"
[1] "Newton iter: 1, lambda:0.374624885804939, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.374632103837181, diff to last: 0"
[1] "Newton iter: 3, lambda:0.374632103849376, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374632103837181"
[1] "Starting iterative with newton 0.374632103837181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12100646568918, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122631573882791, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122631866797238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122631866797248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122631866797238"
[1] "Starting iterative with newton 0.122631866797238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10196954807304, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103015745131077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10301585525638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103015855256381, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10301585525638"
[1] "Starting iterative with newton 0.10301585525638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100491689741377, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.10149960958101, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101499710977129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10149971097713, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101499710977129"
[1] "Starting iterative with newton 0.101499710977129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100377520142041, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101382520784844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101382621531573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101382621531574, diff to last: 0"
[1] "Final threshold is: 0.00194783651249781"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.627641699394942"
[1] "Newton iter: 1, lambda:0.476062875487385, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.482781933263446, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.482795669634685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.482795669692013, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.482795669634685"
[1] "Starting iterative with newton 0.482795669634685"
[1] "Starting newton at: 0.350000048654465"
[1] "Newton iter: 1, lambda:0.17718786627458, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.18162773744392, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.181630698626793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18163069862811, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.181630698626793"
[1] "Starting iterative with newton 0.181630698626793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148363796422157, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.151381500744576, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151382747417235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151382747417448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.151382747417235"
[1] "Starting iterative with newton 0.151382747417235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145443723937213, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.148314343729253, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148315460530266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148315460530435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.148315460530266"
[1] "Starting iterative with newton 0.148315460530266"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145147007526215, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.148002945184647, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148004049453372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148004049453537, diff to last: 0"
[1] "Final threshold is: 0.00284356122546141"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.65523892219969"
[1] "Starting iterative with newton 3.65523892219969"
[1] "Starting newton at: 0.638997415245935"
[1] "Newton iter: 1, lambda:0.583526469234859, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.584632744331191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.584633191979162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584633191979235, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.584633191979162"
[1] "Starting iterative with newton 0.584633191979162"
[1] "Starting newton at: 0.371568805257208"
[1] "Newton iter: 1, lambda:0.223658357576296, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.227732617832157, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.227735739945115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227735739946948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227735739945115"
[1] "Starting iterative with newton 0.227735739945115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17943070650468, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.184797596633359, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.184802393143367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184802393147198, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184802393147198"
[1] "Starting iterative with newton 0.184802393147198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17460183237272, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.179604375030772, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.179608478080022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179608478082782, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179608478080022"
[1] "Starting iterative with newton 0.179608478080022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.174016268484267, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178975790814089, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178979815956747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178979815959398, diff to last: 0"
[1] "Final threshold is: 0.00343869013499638"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.587775408974"
[1] "Starting iterative with newton 3.587775408974"
[1] "Starting newton at: 0.610002212066386"
[1] "Newton iter: 1, lambda:0.56793905557527, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.568547170780077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.568547299494169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568547299494174, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.568547299494174"
[1] "Starting iterative with newton 0.568547299494174"
[1] "Starting newton at: 0.353931976300468"
[1] "Newton iter: 1, lambda:0.232892464340961, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.235719872249634, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.235721429384419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235721429384892, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.235721429384419"
[1] "Starting iterative with newton 0.235721429384419"
[1] "Starting newton at: 0.356456740117571"
[1] "Newton iter: 1, lambda:0.188015513054277, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.192938627141373, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19294287000898, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192942870012131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19294287000898"
[1] "Starting iterative with newton 0.19294287000898"
[1] "Starting newton at: 0.356615322971459"
[1] "Newton iter: 1, lambda:0.182199655820165, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.187401143372899, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187405809291485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187405809295239, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187405809295239"
[1] "Starting iterative with newton 0.187405809295239"
[1] "Starting newton at: 0.356900810296478"
[1] "Newton iter: 1, lambda:0.181429583973923, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.186684010152548, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.186688762212548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186688762216434, diff to last: 0"
[1] "Final threshold is: 0.00358680000592979"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.68015176698615"
[1] "Starting iterative with newton 2.68015176698615"
[1] "Starting newton at: 0.553364658216492"
[1] "Newton iter: 1, lambda:0.615808179805328, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.617369254656793, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.617370213652972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617370213653334, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617370213652972"
[1] "Starting iterative with newton 0.617370213652972"
[1] "Starting newton at: 0.285719765628083"
[1] "Newton iter: 1, lambda:0.316159618791156, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.316398124529757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316398139133352, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316398139133352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316398139133352"
[1] "Starting iterative with newton 0.316398139133352"
[1] "Starting newton at: 0.338958941011812"
[1] "Newton iter: 1, lambda:0.264593000883161, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.26587987500611, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265880262555617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265880262555652, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265880262555617"
[1] "Starting iterative with newton 0.265880262555617"
[1] "Starting newton at: 0.327723952192678"
[1] "Newton iter: 1, lambda:0.256116253796325, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.257290268414851, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.257290585581449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257290585581472, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.257290585581472"
[1] "Starting iterative with newton 0.257290585581472"
[1] "Starting newton at: 0.327491976185836"
[1] "Newton iter: 1, lambda:0.254614885283164, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.255827325880088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255827663168499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255827663168525, diff to last: 0"
[1] "Final threshold is: 0.00491514675492396"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05306718224222"
[1] "Starting iterative with newton 2.05306718224222"
[1] "Starting newton at: 0.807994007105776"
[1] "Newton iter: 1, lambda:0.697288276302021, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.702892882730827, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.702907902827335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702907902935003, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702907902935003"
[1] "Starting iterative with newton 0.702907902935003"
[1] "Starting newton at: 0.571661288079227"
[1] "Newton iter: 1, lambda:0.416320771581169, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.424356464174224, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.424378615784141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424378615952284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.424378615952284"
[1] "Starting iterative with newton 0.424378615952284"
[1] "Starting newton at: 0.291730497331787"
[1] "Newton iter: 1, lambda:0.362536609294375, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.364114150016054, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.364114928492729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364114928492919, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364114928492729"
[1] "Starting iterative with newton 0.364114928492729"
[1] "Starting newton at: 0.297276154861205"
[1] "Newton iter: 1, lambda:0.350119496677331, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.350978420201379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350978646160996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350978646161011, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.350978646161011"
[1] "Starting iterative with newton 0.350978646161011"
[1] "Starting newton at: 0.29907519755279"
[1] "Newton iter: 1, lambda:0.347396773088167, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.348111377340172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.348111533018882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34811153301889, diff to last: 0"
[1] "Final threshold is: 0.00668817144587845"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22372218050979"
[1] "Starting iterative with newton 2.22372218050979"
[1] "Starting newton at: 0.532939017264731"
[1] "Newton iter: 1, lambda:0.647073781785811, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.652793353198805, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.652807280447384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65280728052981, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.65280728052981"
[1] "Starting iterative with newton 0.65280728052981"
[1] "Starting newton at: 0.281826341980212"
[1] "Newton iter: 1, lambda:0.37889025674854, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.381790906255051, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.38179347175828, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381793471760286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38179347175828"
[1] "Starting iterative with newton 0.38179347175828"
[1] "Starting newton at: 0.287744256080949"
[1] "Newton iter: 1, lambda:0.329066327303757, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.329547483903933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.329547548917599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329547548917601, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.329547548917599"
[1] "Starting iterative with newton 0.329547548917599"
[1] "Starting newton at: 0.292615825166145"
[1] "Newton iter: 1, lambda:0.319137086305206, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.319331697758842, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319331708215434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319331708215434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.319331708215434"
[1] "Starting iterative with newton 0.319331708215434"
[1] "Starting newton at: 0.292860977868376"
[1] "Newton iter: 1, lambda:0.31716603664908, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.317328901390059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317328908688767, diff to last: 0"
[1] "Final threshold is: 0.00609675332396661"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.60108107434047"
[1] "Starting iterative with newton 1.60108107434047"
[1] "Starting newton at: 0.676712605328817"
[1] "Newton iter: 1, lambda:0.772061477415948, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.777221243837351, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.777235893128587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777235893246434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777235893128587"
[1] "Starting iterative with newton 0.777235893128587"
[1] "Starting newton at: 0.489558891327542"
[1] "Newton iter: 1, lambda:0.558013439159421, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.560126620320015, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.560128607020276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560128607022031, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.560128607020276"
[1] "Starting iterative with newton 0.560128607020276"
[1] "Starting newton at: 0.510007678170631"
[1] "Newton iter: 1, lambda:0.500345136201317, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.500383833827826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500383834449669, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.500383833827826"
[1] "Starting iterative with newton 0.500383833827826"
[1] "Starting newton at: 0.504992126451085"
[1] "Newton iter: 1, lambda:0.483654182233676, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.483838772754306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483838786623359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483838786623359, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.483838786623359"
[1] "Starting iterative with newton 0.483838786623359"
[1] "Starting newton at: 0.503384634029292"
[1] "Newton iter: 1, lambda:0.479009827439451, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.479249224690957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.479249247887437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479249247887437, diff to last: 0"
[1] "Final threshold is: 0.00920768440902421"
threshold is:
[{'ad': 0.00014955575161405395, 'da': 0.0006820640225510573, 'dd': 0.0008414842462207997}, {'ad': 0.0007974626240122708, 'da': 0.0009755471242582152, 'dd': 0.0016659143156594176}, {'ad': 0.0017707499403418335, 'da': 0.0019478365124978084, 'dd': 0.002843561225461415}, {'ad': 0.0034386901349963764, 'da': 0.003586800005929792, 'dd': 0.004915146754923964}, {'ad': 0.006688171445878452, 'da': 0.006096753323966611, 'dd': 0.00920768440902421}]
Number of points in noise estimation: 128
Estimated noise: 0.04560652214670172
0.04560652214670172
threshold is:
[{'ad': 0.018889029876057783, 'da': 0.0022362835393288094, 'dd': 0.00913913664729693}, {'ad': 0.0047418008435680115, 'da': 0.002337117027653962, 'dd': 0.007738599173644639}, {'ad': 0.009089404442237381, 'da': 0.01242008264495069, 'dd': 0.020227218322229235}, {'ad': 0.019586814652074902, 'da': 0.023728544986842463, 'dd': 0.028285735066031843}, {'ad': 0.04272699049492801, 'da': 0.038126867847134295, 'dd': 0.052783131345561014}]
['baboon256', 0.025, 2, 0.0006255734712829593, 0.0009924382533104026, 0.0008780320577623552, 0.00668647360439736, 0.0012422641958407521, 0.0013711237660131235, 0.0005497541218856071, 0.0006255734712829596, 32.03721676699664, 30.032965042935786, 30.564896273112915, 21.748028654802297, 29.057860317004987, 28.629233413661904, 32.59831505749867, 32.03721676699664]
baboon256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.046060270375133654
0.046060270375133654
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.069405320143495"
[1] "Newton iter: 1, lambda:0.0926513622944677, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0926821633757788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0926821634298196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0926821633757788"
[1] "Starting iterative with newton 0.0926821633757788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290972813537795, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0291250891546635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0291250891800593, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0291250891800593"
[1] "Starting iterative with newton 0.0291250891800593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027200800575495, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0272245600597097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0272245600778367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0272245600597097"
[1] "Starting iterative with newton 0.0272245600597097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027144648602407, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271682932817726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271682932997121, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0271682932817726"
[1] "Starting iterative with newton 0.0271682932817726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271429867127336, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271666279987332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271666280166671, diff to last: 0"
[1] "Final threshold is: 0.00125130223080233"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.226081397800202"
[1] "Newton iter: 1, lambda:0.223390011597756, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.223390982992807, diff to last: 0"
[1] "Newton iter: 3, lambda:0.223390982992933, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.223390982992807"
[1] "Starting iterative with newton 0.223390982992807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0751585745748476, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.075572035394656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755720479082714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0755720479082714, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0755720479082714"
[1] "Starting iterative with newton 0.0755720479082714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0672505029652579, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0675608190442134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0675608256527056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0675608256527056"
[1] "Starting iterative with newton 0.0675608256527056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668292642343653, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671345948612856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671346012359926, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0671345948612856"
[1] "Starting iterative with newton 0.0671345948612856"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668068780619406, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671119451293389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671119514918157, diff to last: 0"
[1] "Final threshold is: 0.00309119433805849"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.104659305326661"
[1] "Newton iter: 1, lambda:0.280022738865708, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.284974769081778, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.284978646082914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284978646085288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284978646082914"
[1] "Starting iterative with newton 0.284978646082914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119647260777315, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121367777055776, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12136813226298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121368132262995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.12136813226298"
[1] "Starting iterative with newton 0.12136813226298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103773709484234, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104998326592494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10499849700996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104998497009963, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10499849700996"
[1] "Starting iterative with newton 0.10499849700996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102202674833636, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103383164440951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103383321832803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103383321832806, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103383321832803"
[1] "Starting iterative with newton 0.103383321832803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102047894859731, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103224085077032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103224241229194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103224241229196, diff to last: 0"
[1] "Final threshold is: 0.00475453646028481"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.298896036443228"
[1] "Newton iter: 1, lambda:0.3188136360853, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.318894480874368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318894482202658, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.318894480874368"
[1] "Starting iterative with newton 0.318894480874368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110346694536134, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111585656767395, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111585812819462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111585812819465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111585812819465"
[1] "Starting iterative with newton 0.111585812819465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0952162665095154, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0960725252431601, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0960725944677446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0960725944677451, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0960725944677446"
[1] "Starting iterative with newton 0.0960725944677446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940851248913776, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.094916196018295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0949162608452967, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0949162608452971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0949162608452967"
[1] "Starting iterative with newton 0.0949162608452967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940008325187808, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.094830045131742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948301096405077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0948301096405081, diff to last: 0"
[1] "Final threshold is: 0.00436790048974535"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.478317982374959"
[1] "Newton iter: 1, lambda:0.427046914643727, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.427749097050551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.427749230403355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42774923040336, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.42774923040336"
[1] "Starting iterative with newton 0.42774923040336"
[1] "Starting newton at: 0.287757877409555"
[1] "Newton iter: 1, lambda:0.14447849756947, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.147112574509707, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147113468557944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147113468558047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147113468557944"
[1] "Starting iterative with newton 0.147113468557944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120799368593827, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122494657939629, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122494991754846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122494991754859, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122494991754846"
[1] "Starting iterative with newton 0.122494991754846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118738632815301, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120360660812543, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120360963448293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120360963448304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120360963448304"
[1] "Starting iterative with newton 0.120360963448304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118560130939645, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120175909677921, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120176209732155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120176209732166, diff to last: 0"
[1] "Final threshold is: 0.00553534871292184"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.535898431832168"
[1] "Newton iter: 1, lambda:0.626880319169269, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.630215934373262, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.630220314283636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63022031429118, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63022031429118"
[1] "Starting iterative with newton 0.63022031429118"
[1] "Starting newton at: 0.335575146799614"
[1] "Newton iter: 1, lambda:0.263884575183004, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.264966274271773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.264966521608592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264966521608605, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.264966521608592"
[1] "Starting iterative with newton 0.264966521608592"
[1] "Starting newton at: 0.340106070722075"
[1] "Newton iter: 1, lambda:0.214971221915092, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.217885948116562, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.217887539646676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217887539647151, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.217887539646676"
[1] "Starting iterative with newton 0.217887539646676"
[1] "Starting newton at: 0.329428565611975"
[1] "Newton iter: 1, lambda:0.20906367000809, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.211719852989867, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.211721154063265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211721154063577, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.211721154063265"
[1] "Starting iterative with newton 0.211721154063265"
[1] "Starting newton at: 0.333384238790599"
[1] "Newton iter: 1, lambda:0.208035567319659, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.210909553836923, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.210911073898497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210911073898922, diff to last: 0"
[1] "Final threshold is: 0.00971462108887455"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86354928944015"
[1] "Starting iterative with newton 2.86354928944015"
[1] "Starting newton at: 0.727508801797573"
[1] "Newton iter: 1, lambda:0.634584166297602, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.637961275303186, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.637965889550417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637965889559022, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637965889559022"
[1] "Starting iterative with newton 0.637965889559022"
[1] "Starting newton at: 0.245732694322647"
[1] "Newton iter: 1, lambda:0.303941541776631, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.30477155879598, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304771726946634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304771726946641, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.304771726946634"
[1] "Starting iterative with newton 0.304771726946634"
[1] "Starting newton at: 0.293691270556705"
[1] "Newton iter: 1, lambda:0.254268230200351, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.254607622865967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.254607648076702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254607648076702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.254607648076702"
[1] "Starting iterative with newton 0.254607648076702"
[1] "Starting newton at: 0.308857791142996"
[1] "Newton iter: 1, lambda:0.246012252651568, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.246859282682854, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246859437104834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246859437104839, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246859437104839"
[1] "Starting iterative with newton 0.246859437104839"
[1] "Starting newton at: 0.309864765232267"
[1] "Newton iter: 1, lambda:0.244750593238514, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.245657415996561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.245657592530468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245657592530475, diff to last: 0"
[1] "Final threshold is: 0.0113150551316578"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.42854672275641"
[1] "Starting iterative with newton 2.42854672275641"
[1] "Starting newton at: 0.577971200261731"
[1] "Newton iter: 1, lambda:0.633754487371889, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.635068586901679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.635069304354316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635069304354529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635069304354529"
[1] "Starting iterative with newton 0.635069304354529"
[1] "Starting newton at: 0.257169685256076"
[1] "Newton iter: 1, lambda:0.347114440406517, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.349379205470725, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.349380630229941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349380630230505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.349380630230505"
[1] "Starting iterative with newton 0.349380630230505"
[1] "Starting newton at: 0.279075848698474"
[1] "Newton iter: 1, lambda:0.298631850531856, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.298729631072418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298729633513329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.298729633513329"
[1] "Starting iterative with newton 0.298729633513329"
[1] "Starting newton at: 0.294881685707073"
[1] "Newton iter: 1, lambda:0.289540124333263, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.289547291033688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289547291046594, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289547291046594"
[1] "Starting iterative with newton 0.289547291046594"
[1] "Starting newton at: 0.294363065546573"
[1] "Newton iter: 1, lambda:0.287866292645264, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.287876862731916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287876862759909, diff to last: 0"
[1] "Final threshold is: 0.0132596861334666"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.80543611241318"
[1] "Starting iterative with newton 1.80543611241318"
[1] "Starting newton at: 0.729658187513172"
[1] "Newton iter: 1, lambda:0.721965965222126, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.721995646264598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.721995646707708, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.721995646264598"
[1] "Starting iterative with newton 0.721995646264598"
[1] "Starting newton at: 0.492053699378074"
[1] "Newton iter: 1, lambda:0.477611509249047, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.477690552258371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.47769055463224, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.477690552258371"
[1] "Starting iterative with newton 0.477690552258371"
[1] "Starting newton at: 0.556226793315722"
[1] "Newton iter: 1, lambda:0.413935615461037, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.420872250928203, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.420889165800365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420889165900851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.420889165900851"
[1] "Starting iterative with newton 0.420889165900851"
[1] "Starting newton at: 0.291533395077489"
[1] "Newton iter: 1, lambda:0.403286068336875, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.407633547135509, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.407640061826189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407640061840809, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.407640061840809"
[1] "Starting iterative with newton 0.407640061840809"
[1] "Starting newton at: 0.272945299258961"
[1] "Newton iter: 1, lambda:0.399026867093884, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.404538482400757, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.404548906838489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404548906875754, diff to last: 0"
[1] "Final threshold is: 0.0186336320289456"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.49525603741542"
[1] "Starting iterative with newton 1.49525603741542"
[1] "Starting newton at: 0.673361643133323"
[1] "Newton iter: 1, lambda:0.774719089819325, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.780657482638176, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.780677219062131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780677219279634, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780677219062131"
[1] "Starting iterative with newton 0.780677219062131"
[1] "Starting newton at: 0.696208470561062"
[1] "Newton iter: 1, lambda:0.582746828836395, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.588500038988355, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.588515348363669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588515348471922, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.588515348363669"
[1] "Starting iterative with newton 0.588515348363669"
[1] "Starting newton at: 0.462790011468413"
[1] "Newton iter: 1, lambda:0.532856328980914, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.535019422894461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.535021459267201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.535021459269005, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.535021459267201"
[1] "Starting iterative with newton 0.535021459267201"
[1] "Starting newton at: 0.442492463170506"
[1] "Newton iter: 1, lambda:0.517538860864561, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.519977572818022, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.51998011661266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519980116615426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.51998011661266"
[1] "Starting iterative with newton 0.51998011661266"
[1] "Starting newton at: 0.44862587762008"
[1] "Newton iter: 1, lambda:0.513903802353365, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.515736929102979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.515738359117494, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515738359118364, diff to last: 0"
[1] "Final threshold is: 0.0237550482638196"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.48704260350861"
[1] "Starting iterative with newton 1.48704260350861"
[1] "Starting newton at: 0.703508925508698"
[1] "Newton iter: 1, lambda:0.742600381787701, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.743401108050683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.743401439572206, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743401439572262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743401439572206"
[1] "Starting iterative with newton 0.743401439572206"
[1] "Starting newton at: 0.683287736398064"
[1] "Newton iter: 1, lambda:0.563004604773074, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.569055748672573, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.56907162045613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569071620565166, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.56907162045613"
[1] "Starting iterative with newton 0.56907162045613"
[1] "Starting newton at: 0.444147642710715"
[1] "Newton iter: 1, lambda:0.522209358048774, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.524763577910188, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.524766274524678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.524766274527682, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.524766274527682"
[1] "Starting iterative with newton 0.524766274527682"
[1] "Starting newton at: 0.45600822456521"
[1] "Newton iter: 1, lambda:0.511994031489221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.513286511231681, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513287193063671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513287193063861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.513287193063671"
[1] "Starting iterative with newton 0.513287193063671"
[1] "Starting newton at: 0.45564765550743"
[1] "Newton iter: 1, lambda:0.509123170343476, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.510297929045514, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.510298490499583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510298490499712, diff to last: 0"
[1] "Final threshold is: 0.0235044864444334"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15999516174685"
[1] "Starting iterative with newton 1.15999516174685"
[1] "Starting newton at: 0.832400621280925"
[1] "Newton iter: 1, lambda:0.858398458651407, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.858830455520506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.858830573508559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858830573508567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.858830573508559"
[1] "Starting iterative with newton 0.858830573508559"
[1] "Starting newton at: 0.803539149696929"
[1] "Newton iter: 1, lambda:0.761157863906486, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.762185082444503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.762185696231185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762185696231404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.762185696231404"
[1] "Starting iterative with newton 0.762185696231404"
[1] "Starting newton at: 0.81494133567002"
[1] "Newton iter: 1, lambda:0.726101339232333, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.730410937781874, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.730421452300733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730421452363228, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.730421452300733"
[1] "Starting iterative with newton 0.730421452300733"
[1] "Starting newton at: 0.815896630214952"
[1] "Newton iter: 1, lambda:0.714315032179703, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.719870084543578, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719887397047371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719887397215209, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.719887397215209"
[1] "Starting iterative with newton 0.719887397215209"
[1] "Starting newton at: 0.820284903023466"
[1] "Newton iter: 1, lambda:0.709836327414948, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.716359523605662, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.716383328731288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.716383329047621, diff to last: 0"
[1] "Final threshold is: 0.0329968098136014"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.84528470534258"
[1] "Starting iterative with newton 0.84528470534258"
[1] "Starting newton at: 1.18307211851899"
[1] "Newton iter: 1, lambda:1.00845845005895, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.03001659001173, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.03039159954864, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03039171168737, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03039171168738, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03039171168737"
[1] "Starting iterative with newton 1.03039171168737"
[1] "Starting newton at: 1.19984252800478"
[1] "Newton iter: 1, lambda:1.10638756453369, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.11328602458422, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.11332635053931, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11332635191135, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11332635053931"
[1] "Starting iterative with newton 1.11332635053931"
[1] "Starting newton at: 1.2061606809397"
[1] "Newton iter: 1, lambda:1.14704029006668, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.14993798139109, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14994525534615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14994525539189, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14994525539189"
[1] "Starting iterative with newton 1.14994525539189"
[1] "Starting newton at: 1.22143678580386"
[1] "Newton iter: 1, lambda:1.16318034311548, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.16602389896269, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16603097873452, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16603097877832, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16603097877832"
[1] "Starting iterative with newton 1.16603097877832"
[1] "Starting newton at: 1.22905847893675"
[1] "Newton iter: 1, lambda:1.17015809852752, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.17307603672821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.17308352698331, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17308352703257, diff to last: 0"
[1] "Final threshold is: 0.0540325444277355"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.938069027983808"
[1] "Starting iterative with newton 0.938069027983808"
[1] "Starting newton at: 1.03072159114372"
[1] "Newton iter: 1, lambda:0.899746996387905, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.910462727433318, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.910540243175114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910540247210745, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.910540243175114"
[1] "Starting iterative with newton 0.910540243175114"
[1] "Starting newton at: 1.03463412046345"
[1] "Newton iter: 1, lambda:0.88761229130883, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.900901408580083, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.901019921775077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901019931142364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.901019921775077"
[1] "Starting iterative with newton 0.901019921775077"
[1] "Starting newton at: 1.03395651295085"
[1] "Newton iter: 1, lambda:0.883777341209855, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.897587563723592, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.897715267204023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89771527805388, diff to last: 0"
[1] "Newton iter: 5, lambda:0.89771527805388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897715267204023"
[1] "Starting iterative with newton 0.897715267204023"
[1] "Starting newton at: 1.03288390197216"
[1] "Newton iter: 1, lambda:0.882624775689856, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.896439021023466, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.896566688921902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896566699756481, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896566699756481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.896566699756481"
[1] "Starting iterative with newton 0.896566699756481"
[1] "Starting newton at: 1.03341119255174"
[1] "Newton iter: 1, lambda:0.882027487026684, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.896036050604909, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.896167307754486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896167319203462, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896167319203462, diff to last: 0"
[1] "Final threshold is: 0.0412777090238702"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.21606034252028"
[1] "Newton iter: 1, lambda:1.21577556144726, diff to last: 0"
[1] "Newton iter: 2, lambda:1.2157756401301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2157756401301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2157756401301"
[1] "Starting iterative with newton 1.2157756401301"
[1] "Starting newton at: 1.26772924328669"
[1] "Newton iter: 1, lambda:1.47085278697195, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.52476642342868, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.528246415187, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.5282602670832, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52826026730193, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52826026730193"
[1] "Starting iterative with newton 1.52826026730193"
[1] "Starting newton at: 1.86310855100827"
[1] "Newton iter: 1, lambda:1.64964197820181, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.69257349740183, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.69495709322591, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.69496413772385, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69496413778522, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69496413778522"
[1] "Starting iterative with newton 1.69496413778522"
[1] "Starting newton at: 1.8896492833913"
[1] "Newton iter: 1, lambda:1.76350951262823, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.78094897681047, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.78134893415577, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78134914048206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.78134914048211, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78134914048206"
[1] "Starting iterative with newton 1.78134914048206"
[1] "Starting newton at: 1.91340484271407"
[1] "Newton iter: 1, lambda:1.81408026340019, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.82549921871511, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.82567326854508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82567330844882, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82567330844883, diff to last: 0"
[1] "Final threshold is: 0.0840910062038176"
threshold is:
[{'ad': 0.0012513022308023257, 'da': 0.003091194338058486, 'dd': 0.004754536460284806}, {'ad': 0.004367900489745352, 'da': 0.005535348712921842, 'dd': 0.009714621088874548}, {'ad': 0.011315055131657778, 'da': 0.013259686133466644, 'dd': 0.018633632028945562}, {'ad': 0.023755048263819606, 'da': 0.023504486444433384, 'dd': 0.0329968098136014}, {'ad': 0.054032544427735536, 'da': 0.04127770902387015, 'dd': 0.08409100620381757}]
Number of points in noise estimation: 128
Estimated noise: 0.046060270375133654
0.046060270375133654
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.4836009049221"
[1] "Starting iterative with newton 28.4836009049221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6643171557904"
[1] "Starting iterative with newton 13.6643171557904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.16935027904313"
[1] "Starting iterative with newton 7.16935027904313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.60509280653172"
[1] "Starting iterative with newton 6.60509280653172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65945255451043"
[1] "Starting iterative with newton 4.65945255451043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34281392291626"
[1] "Starting iterative with newton 3.34281392291626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86354928944015"
[1] "Starting iterative with newton 2.86354928944015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.42854672275641"
[1] "Starting iterative with newton 2.42854672275641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80543611241318"
[1] "Starting iterative with newton 1.80543611241318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.49525603741542"
[1] "Starting iterative with newton 1.49525603741542"
[1] "Starting newton at: 1.74205990543483"
[1] "Newton iter: 1, lambda:1.38628665047387, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.31524523485989, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.30989694230671, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.30986488252433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30986488136916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30986488136916"
[1] "Starting iterative with newton 1.30986488136916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.48704260350861"
[1] "Starting iterative with newton 1.48704260350861"
[1] "Starting newton at: 1.72834980767236"
[1] "Newton iter: 1, lambda:1.43447627404655, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.38443488144109, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.38206256168044, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38205699640352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38205699637284, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38205699640352"
[1] "Starting iterative with newton 1.38205699640352"
[1] "Starting newton at: 1.63129434672018"
[1] "Newton iter: 1, lambda:1.35410476754126, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.29787479952207, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.29437176347921, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.29435763998521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29435763975526, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29435763998521"
[1] "Starting iterative with newton 1.29435763998521"
[1] "Starting newton at: 1.53302123783418"
[1] "Newton iter: 1, lambda:1.24956315332522, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.17562618324146, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.16812985551903, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.16804987078151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16804986166612, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16804986166612"
[1] "Starting iterative with newton 1.16804986166612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15999516174685"
[1] "Starting iterative with newton 1.15999516174685"
[1] "Starting newton at: 1.35089499148755"
[1] "Newton iter: 1, lambda:1.21748793725339, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.19689805976566, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.19634119112233, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19634078056922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.196340780569, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19634078056922"
[1] "Starting iterative with newton 1.19634078056922"
[1] "Starting newton at: 1.38061885149036"
[1] "Newton iter: 1, lambda:1.26173072025708, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.24659898827905, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.24632363350804, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24632354163746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24632354163745, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24632354163745"
[1] "Starting iterative with newton 1.24632354163745"
[1] "Starting newton at: 1.43052823028217"
[1] "Newton iter: 1, lambda:1.32220859837002, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.31104702633339, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.31091383880576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31091381969814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31091381969814, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31091381969814"
[1] "Starting iterative with newton 1.31091381969814"
[1] "Starting newton at: 1.48039806937914"
[1] "Newton iter: 1, lambda:1.38207881925201, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.3739201001917, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.37385686661977, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37385686279468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.37385686279468"
[1] "Starting iterative with newton 1.37385686279468"
[1] "Starting newton at: 1.53268725392416"
[1] "Newton iter: 1, lambda:1.43991956254098, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.43350325236715, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.43346843529077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43346843425866, diff to last: 0"
[1] "Final threshold is: 0.0660259437037126"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.84528470534258"
[1] "Starting iterative with newton 0.84528470534258"
[1] "Starting newton at: 1.27219554021432"
[1] "Newton iter: 1, lambda:1.27033223893762, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.27032835679228, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27032835677541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27032835677541"
[1] "Starting iterative with newton 1.27032835677541"
[1] "Starting newton at: 1.72937436382717"
[1] "Newton iter: 1, lambda:1.72306649940162, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.72305427826451, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72305427821754, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72305427821754"
[1] "Starting iterative with newton 1.72305427821754"
[1] "Starting newton at: 2.009071570085"
[1] "Newton iter: 1, lambda:1.99876153612634, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.99876176612282, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99876176612282, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99876176612282"
[1] "Starting iterative with newton 1.99876176612282"
[1] "Starting newton at: 2.14553136816223"
[1] "Newton iter: 1, lambda:2.14257807780138, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.14257900501231, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1425790050124, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14257900501231"
[1] "Starting iterative with newton 2.14257900501231"
[1] "Starting newton at: 2.26711580173682"
[1] "Newton iter: 1, lambda:2.20836486780272, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.20902394024511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.20902400379382, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20902400379382, diff to last: 0"
[1] "Final threshold is: 0.101748242879903"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.938069027983808"
[1] "Starting iterative with newton 0.938069027983808"
[1] "Starting newton at: 1.26259521978206"
[1] "Newton iter: 1, lambda:1.25501849934451, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.25495133811589, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25495133281723, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25495133281723"
[1] "Starting iterative with newton 1.25495133281723"
[1] "Starting newton at: 1.60891060848008"
[1] "Newton iter: 1, lambda:1.586385208349, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.58611293389209, diff to last: 0"
[1] "Newton iter: 3, lambda:1.58611289229066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58611289229066, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58611289229066"
[1] "Starting iterative with newton 1.58611289229066"
[1] "Starting newton at: 1.74536722913776"
[1] "Newton iter: 1, lambda:1.80645863897099, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.80519134015703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80519089659323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80519089659317, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80519089659317"
[1] "Starting iterative with newton 1.80519089659317"
[1] "Starting newton at: 1.9755436967949"
[1] "Newton iter: 1, lambda:1.93457171898267, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.93438568184202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93438567663564, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93438567663564"
[1] "Starting iterative with newton 1.93438567663564"
[1] "Starting newton at: 2.09682245071557"
[1] "Newton iter: 1, lambda:1.999620231277, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.99952825123781, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99952825042079, diff to last: 0"
[1] "Final threshold is: 0.0920988118370996"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57159214656457"
[1] "Newton iter: 1, lambda:1.73951646098626, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.72621339042768, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.72616093057077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72616092971386, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72616093057077"
[1] "Starting iterative with newton 1.72616093057077"
[1] "Starting newton at: 2.23654410771309"
[1] "Newton iter: 1, lambda:2.32759294192127, diff to last: 0.091"
[1] "Newton iter: 2, lambda:2.33073281190831, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.3307372134633, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33073721347199, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33073721347199"
[1] "Starting iterative with newton 2.33073721347199"
[1] "Starting newton at: 2.55348339907294"
[1] "Newton iter: 1, lambda:2.58811154372426, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.58877600218432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58877625226447, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58877625226451, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58877625226447"
[1] "Starting iterative with newton 2.58877625226447"
[1] "Starting newton at: 2.69266480085747"
[1] "Newton iter: 1, lambda:2.69941630807327, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.69944369479344, diff to last: 0"
[1] "Newton iter: 3, lambda:2.69944369524496, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.69944369524496"
[1] "Starting iterative with newton 2.69944369524496"
[1] "Starting newton at: 2.81957448002455"
[1] "Newton iter: 1, lambda:2.74772004042365, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.75091174674344, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.75091802469363, diff to last: 0"
[1] "Newton iter: 4, lambda:2.75091802471793, diff to last: 0"
[1] "Final threshold is: 0.126708027998337"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06602594370371263}, {'ad': 0.10174824287990344, 'da': 0.09209881183709961, 'dd': 0.12670802799833653}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46713334208343. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019322754276185107
0.019322754276185107
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.8972749011811"
[1] "Starting iterative with newton 67.8972749011811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5720719567905"
[1] "Starting iterative with newton 32.5720719567905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0898106733034"
[1] "Starting iterative with newton 17.0898106733034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7447720016117"
[1] "Starting iterative with newton 15.7447720016117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1068868026422"
[1] "Starting iterative with newton 11.1068868026422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.9683729815397"
[1] "Starting iterative with newton 7.9683729815397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.82593447181047"
[1] "Starting iterative with newton 6.82593447181047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.78900487321672"
[1] "Starting iterative with newton 5.78900487321672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.30367608541566"
[1] "Starting iterative with newton 4.30367608541566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56428987187858"
[1] "Starting iterative with newton 3.56428987187858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.54471124550636"
[1] "Starting iterative with newton 3.54471124550636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.76511774771973"
[1] "Starting iterative with newton 2.76511774771973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01493231842366"
[1] "Starting iterative with newton 2.01493231842366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23610529026525"
[1] "Starting iterative with newton 2.23610529026525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.60780289472384"
[1] "Starting iterative with newton 1.60780289472384"
[1] "Starting newton at: 1.83441788131791"
[1] "Newton iter: 1, lambda:1.42333332293969, diff to last: 0.411"
[1] "Newton iter: 2, lambda:1.34607812459624, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.34005658908798, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34001755619243, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3400175545468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34001755619243"
[1] "Starting iterative with newton 1.34001755619243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46713334208343. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019322754276185107
0.019322754276185107
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469156720991353, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0469749966264046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0469749967211884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0469749966264046"
[1] "Starting iterative with newton 0.0469749966264046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00400136660658911, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00400149860999417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00400149860999431, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00400149860999417"
[1] "Starting iterative with newton 0.00400149860999417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00371360843679277, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00371371696249858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00371371696249867, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00371371696249858"
[1] "Starting iterative with newton 0.00371371696249858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0037117335018448, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0037118418836788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00371184188367889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0037118418836788"
[1] "Starting iterative with newton 0.0037118418836788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0037117212877185, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00371182966861563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00371182966861573, diff to last: 0"
[1] "Final threshold is: 7.17227726017135e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.130908570630711"
[1] "Newton iter: 1, lambda:0.0886050545505357, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0887148946140399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.088714895355714, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.088714895355714"
[1] "Starting iterative with newton 0.088714895355714"
[1] "Starting newton at: 0.036820615146597"
[1] "Newton iter: 1, lambda:0.0273519720960903, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0273544725652417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273544725654161, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273544725652417"
[1] "Starting iterative with newton 0.0273544725652417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260836628984935, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261021449083905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261021449176695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0261021449176695"
[1] "Starting iterative with newton 0.0261021449176695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260582202536904, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.026076656016121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260766560253485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.026076656016121"
[1] "Starting iterative with newton 0.026076656016121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260577024481216, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260761372700411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260761372792675, diff to last: 0"
[1] "Final threshold is: 0.000503862792941076"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.161071382345784"
[1] "Newton iter: 1, lambda:0.154344160898418, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.154348468140119, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154348468141885, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.154348468140119"
[1] "Starting iterative with newton 0.154348468140119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263568756311793, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263801292519274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263801292700321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0263801292519274"
[1] "Starting iterative with newton 0.0263801292519274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0230755420119758, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230917226647936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023091722672751, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0230917226647936"
[1] "Starting iterative with newton 0.0230917226647936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0229943293063982, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.023010355886656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230103558944429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.023010355886656"
[1] "Starting iterative with newton 0.023010355886656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0229923218113589, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230083445953659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230083446031487, diff to last: 0"
[1] "Final threshold is: 0.000444584589068433"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137758171071642, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.139476838414241, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139477104742456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139477104742463, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.139477104742456"
[1] "Starting iterative with newton 0.139477104742456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0382841575956497, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0383401414029394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0383401415226492, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0383401414029394"
[1] "Starting iterative with newton 0.0383401414029394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352038965321099, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352494499608795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352494500371529, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0352494500371529"
[1] "Starting iterative with newton 0.0352494500371529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351100640752298, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351553199892725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351553200644614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0351553199892725"
[1] "Starting iterative with newton 0.0351553199892725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351072067626725, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351524536353154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351524537104716, diff to last: 0"
[1] "Final threshold is: 0.000679242225252414"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.167747071589778, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.170831043722177, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.170832078602757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170832078602873, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.170832078602873"
[1] "Starting iterative with newton 0.170832078602873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053623925272991, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.053764782314521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537647832862622, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.053764782314521"
[1] "Starting iterative with newton 0.053764782314521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0496074759741086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497228345573764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497228351811414, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0497228351811414"
[1] "Starting iterative with newton 0.0497228351811414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0494685366990339, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0495830715044922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0495830721184251, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0495830715044922"
[1] "Starting iterative with newton 0.0495830715044922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04946373162956, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0495782380151323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0495782386287276, diff to last: 0"
[1] "Final threshold is: 0.00095798811061262"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.255614101810279, diff to last: 0.256"
[1] "Newton iter: 2, lambda:0.266336450821237, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.26635506635156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266355066407609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26635506635156"
[1] "Starting iterative with newton 0.26635506635156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098855965002674, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.099707235987956, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997072990947634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997072990947638, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0997072990947638"
[1] "Starting iterative with newton 0.0997072990947638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0892986642887861, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0899508383995534, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0899508731825857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0899508731825858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0899508731825857"
[1] "Starting iterative with newton 0.0899508731825857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0887359595528438, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0893775391367033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0893775726736075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0893775726736076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0893775726736075"
[1] "Starting iterative with newton 0.0893775726736075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0887028808520293, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0893438413863956, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0893438748512787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0893438748512788, diff to last: 0"
[1] "Final threshold is: 0.00172636973983349"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.348442199185172"
[1] "Newton iter: 1, lambda:0.331076776947518, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.331137516058578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.331137516803613, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331137516058578"
[1] "Starting iterative with newton 0.331137516058578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112860409567752, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.11418093555291, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114181116155127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114181116155131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114181116155127"
[1] "Starting iterative with newton 0.114181116155127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968034589777986, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0977027977919906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0977028753880211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0977028753880217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0977028753880211"
[1] "Starting iterative with newton 0.0977028753880211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955853050337754, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964566473933927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964567197791563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964567197791568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0964567197791568"
[1] "Starting iterative with newton 0.0964567197791568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954932050482999, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0963624527243554, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963625247282402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963625247282407, diff to last: 0"
[1] "Final threshold is: 0.0018619893867566"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.273572748118278"
[1] "Newton iter: 1, lambda:0.383386430829554, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.386274047325471, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.386276009713258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386276009714164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.386276009714164"
[1] "Starting iterative with newton 0.386276009714164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128472687430232, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130408584427337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130409023602744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130409023602767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130409023602767"
[1] "Starting iterative with newton 0.130409023602767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108114332657548, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109357729662492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109357894105176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109357894105179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109357894105176"
[1] "Starting iterative with newton 0.109357894105176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106442402870008, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107637393389708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10763754399368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107637543993682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10763754399368"
[1] "Starting iterative with newton 0.10763754399368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106305762210493, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107496851353002, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107497000870913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107497000870915, diff to last: 0"
[1] "Final threshold is: 0.00207713813325551"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.355415495037284"
[1] "Newton iter: 1, lambda:0.491698051889146, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.49766586782047, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.4976770338985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497677033937538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4976770338985"
[1] "Starting iterative with newton 0.4976770338985"
[1] "Starting newton at: 0.280923875357647"
[1] "Newton iter: 1, lambda:0.190720665696147, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.191992965979329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1919932201539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19199322015391, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1919932201539"
[1] "Starting iterative with newton 0.1919932201539"
[1] "Starting newton at: 0.313597140271564"
[1] "Newton iter: 1, lambda:0.157919656268772, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.161343975334787, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161345641285293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161345641285688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.161345641285293"
[1] "Starting iterative with newton 0.161345641285293"
[1] "Starting newton at: 0.300845297798171"
[1] "Newton iter: 1, lambda:0.155233009299015, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.158200198891878, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.158201436901789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158201436902004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.158201436902004"
[1] "Starting iterative with newton 0.158201436902004"
[1] "Starting newton at: 0.30398950218146"
[1] "Newton iter: 1, lambda:0.154764227750723, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.157876766432396, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157878127261689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157878127261949, diff to last: 0"
[1] "Final threshold is: 0.0030506402586619"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56428987187858"
[1] "Starting iterative with newton 3.56428987187858"
[1] "Starting newton at: 0.7064267565042"
[1] "Newton iter: 1, lambda:0.575035585536334, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.581061149241639, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.581074389955156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581074390018981, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.581074390018981"
[1] "Starting iterative with newton 0.581074390018981"
[1] "Starting newton at: 0.391985706303054"
[1] "Newton iter: 1, lambda:0.228965576893722, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.234064841547758, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.234069894025549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234069894030508, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234069894025549"
[1] "Starting iterative with newton 0.234069894025549"
[1] "Starting newton at: 0.360009297052929"
[1] "Newton iter: 1, lambda:0.185292923162101, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.190524679451537, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.190529409372115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19052940937598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19052940937598"
[1] "Starting iterative with newton 0.19052940937598"
[1] "Starting newton at: 0.349666764018738"
[1] "Newton iter: 1, lambda:0.180217079581483, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.185065038131512, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.185069035249527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185069035252244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.185069035249527"
[1] "Starting iterative with newton 0.185069035249527"
[1] "Starting newton at: 0.353388654008219"
[1] "Newton iter: 1, lambda:0.179272285298589, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.184379652213886, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.184384079616091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184384079619418, diff to last: 0"
[1] "Final threshold is: 0.00356280826292656"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.54471124550636"
[1] "Starting iterative with newton 3.54471124550636"
[1] "Starting newton at: 0.602106480289028"
[1] "Newton iter: 1, lambda:0.573957952953361, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.574232439497381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.574232465823889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574232465823889, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.574232465823889"
[1] "Starting iterative with newton 0.574232465823889"
[1] "Starting newton at: 0.331101564337571"
[1] "Newton iter: 1, lambda:0.241046129561863, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.242630131087686, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.242630624370325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242630624370373, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242630624370373"
[1] "Starting iterative with newton 0.242630624370373"
[1] "Starting newton at: 0.328676127634199"
[1] "Newton iter: 1, lambda:0.197956971868976, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.200963272916425, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.200964873868852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200964873869306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.200964873869306"
[1] "Starting iterative with newton 0.200964873869306"
[1] "Starting newton at: 0.335930380520678"
[1] "Newton iter: 1, lambda:0.192044634862534, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.195635205011828, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195637457188549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195637457189435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.195637457188549"
[1] "Starting iterative with newton 0.195637457188549"
[1] "Starting newton at: 0.331940894620919"
[1] "Newton iter: 1, lambda:0.191539042800202, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.194952675363134, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.194954707379853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194954707380573, diff to last: 0"
[1] "Final threshold is: 0.00376706190570038"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.76511774771973"
[1] "Starting iterative with newton 2.76511774771973"
[1] "Starting newton at: 0.569787655825595"
[1] "Newton iter: 1, lambda:0.622250575030124, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.623363886839208, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623364380695652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62336438069575, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623364380695652"
[1] "Starting iterative with newton 0.623364380695652"
[1] "Starting newton at: 0.290686868155541"
[1] "Newton iter: 1, lambda:0.311316136975663, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.311422852955333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311422855806232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311422855806232"
[1] "Starting iterative with newton 0.311422855806232"
[1] "Starting newton at: 0.304503399451139"
[1] "Newton iter: 1, lambda:0.26260954587904, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.263006043586635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263006079198946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263006079198946, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263006079198946"
[1] "Starting iterative with newton 0.263006079198946"
[1] "Starting newton at: 0.294806007267907"
[1] "Newton iter: 1, lambda:0.25504919136594, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.255400565358601, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255400592870444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255400592870444, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255400592870444"
[1] "Starting iterative with newton 0.255400592870444"
[1] "Starting newton at: 0.294566424996069"
[1] "Newton iter: 1, lambda:0.25383500313138, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.254202843534207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.254202873606663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254202873606663, diff to last: 0"
[1] "Final threshold is: 0.00491189966300168"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.01493231842366"
[1] "Starting iterative with newton 2.01493231842366"
[1] "Starting newton at: 0.778770376679668"
[1] "Newton iter: 1, lambda:0.698092814318955, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.701079881977201, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.701084106954715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701084106963159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.701084106954715"
[1] "Starting iterative with newton 0.701084106954715"
[1] "Starting newton at: 0.558176802144688"
[1] "Newton iter: 1, lambda:0.426034206216936, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.431943339830029, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.431955462604058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431955462655035, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.431955462604058"
[1] "Starting iterative with newton 0.431955462604058"
[1] "Starting newton at: 0.287503441828443"
[1] "Newton iter: 1, lambda:0.370715639165702, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.372937031471441, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.372938603221571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372938603222358, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.372938603221571"
[1] "Starting iterative with newton 0.372938603221571"
[1] "Starting newton at: 0.294490839596198"
[1] "Newton iter: 1, lambda:0.358586292158324, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.35987567054168, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.359876189504606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35987618950469, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.35987618950469"
[1] "Starting iterative with newton 0.35987618950469"
[1] "Starting newton at: 0.296016746052929"
[1] "Newton iter: 1, lambda:0.355861458984536, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.356979981440198, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356980370216625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356980370216672, diff to last: 0"
[1] "Final threshold is: 0.00689784397511743"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23610529026525"
[1] "Starting iterative with newton 2.23610529026525"
[1] "Starting newton at: 0.535319594088242"
[1] "Newton iter: 1, lambda:0.645652311447198, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.650982166563739, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65099424055174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650994240613596, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.65099424055174"
[1] "Starting iterative with newton 0.65099424055174"
[1] "Starting newton at: 0.280528764799413"
[1] "Newton iter: 1, lambda:0.379451982762395, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.382445085526266, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.3824477986863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382447798688528, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3824477986863"
[1] "Starting iterative with newton 0.3824477986863"
[1] "Starting newton at: 0.285502699299332"
[1] "Newton iter: 1, lambda:0.331224896486283, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.331811476304127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331811572478092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331811572478095, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331811572478092"
[1] "Starting iterative with newton 0.331811572478092"
[1] "Starting newton at: 0.280246138512492"
[1] "Newton iter: 1, lambda:0.321637267446807, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.322110042977685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322110104456399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3221101044564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.322110104456399"
[1] "Starting iterative with newton 0.322110104456399"
[1] "Starting newton at: 0.281753495944602"
[1] "Newton iter: 1, lambda:0.319846269634814, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.32024534006277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320245383730083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320245383730084, diff to last: 0"
[1] "Final threshold is: 0.00618802285789901"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.60780289472384"
[1] "Starting iterative with newton 1.60780289472384"
[1] "Starting newton at: 0.695997316932244"
[1] "Newton iter: 1, lambda:0.77618450743272, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.779858484908597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.779865993659264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779865993690583, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.779865993659264"
[1] "Starting iterative with newton 0.779865993659264"
[1] "Starting newton at: 0.477232486343772"
[1] "Newton iter: 1, lambda:0.556708199959722, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.559565181017905, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.559568818144564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559568818150455, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.559568818150455"
[1] "Starting iterative with newton 0.559568818150455"
[1] "Starting newton at: 0.512539183543207"
[1] "Newton iter: 1, lambda:0.49867946082771, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.498758943857302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.498758946478309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.498758946478309"
[1] "Starting iterative with newton 0.498758946478309"
[1] "Starting newton at: 0.518618891615672"
[1] "Newton iter: 1, lambda:0.481323783195875, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.48188511331287, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.481885241374827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481885241374833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.481885241374827"
[1] "Starting iterative with newton 0.481885241374827"
[1] "Starting newton at: 0.515819866523831"
[1] "Newton iter: 1, lambda:0.476578794161328, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.477196462559415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.477196616718475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477196616718485, diff to last: 0"
[1] "Final threshold is: 0.00922075296627798"
threshold is:
[{'ad': 7.172277260171348e-05, 'da': 0.0005038627929410762, 'dd': 0.00044458458906843274}, {'ad': 0.0006792422252524144, 'da': 0.0009579881106126203, 'dd': 0.0017263697398334924}, {'ad': 0.001861989386756597, 'da': 0.002077138133255507, 'dd': 0.0030506402586619004}, {'ad': 0.00356280826292656, 'da': 0.003767061905700384, 'dd': 0.004911899663001683}, {'ad': 0.006897843975117431, 'da': 0.006188022857899007, 'dd': 0.00922075296627798}]
Number of points in noise estimation: 128
Estimated noise: 0.046060270375133654
0.046060270375133654
threshold is:
[{'ad': 0.03143618124995662, 'da': 0.0024256918223716107, 'dd': 0.009362766272890323}, {'ad': 0.005253644703113736, 'da': 0.006770485367106047, 'dd': 0.0075340449573395585}, {'ad': 0.012428909222516715, 'da': 0.012352238102642847, 'dd': 0.016705971055224856}, {'ad': 0.019590412376588096, 'da': 0.022203816441163166, 'dd': 0.029807564048673893}, {'ad': 0.04346028944827357, 'da': 0.03464608290125318, 'dd': 0.058580263768814804}]
['baboon256', 0.025, 3, 0.0006216497611340204, 0.0009934155862001328, 0.0008913394399866189, 0.006733009059832944, 0.0012533154068625062, 0.0013744100419864594, 0.0005448794776813566, 0.000621649761134021, 32.064542288903, 30.028690304213164, 30.499568763897255, 21.71790801151718, 29.01939621565702, 28.618836803730087, 32.636995490376876, 32.064542288903]
baboon256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.04504509117872088
0.04504509117872088
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0956645045820782, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0962290643546935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962290839815339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962290839815339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0962290839815339"
[1] "Starting iterative with newton 0.0962290839815339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0303326489433768, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303583599767784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303583599952535, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0303583599767784"
[1] "Starting iterative with newton 0.0303583599767784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290604771018526, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290833262966047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290833263107319, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0290833262966047"
[1] "Starting iterative with newton 0.0290833262966047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290356654958641, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290584616456693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290584616597222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0290584616456693"
[1] "Starting iterative with newton 0.0290584616456693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029035181574475, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290579766907144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290579767047659, diff to last: 0"
[1] "Final threshold is: 0.00130891920950238"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.37930688514394"
[1] "Newton iter: 1, lambda:0.207324252332502, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.21108572576919, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.211087566449117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211087566449557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.211087566449117"
[1] "Starting iterative with newton 0.211087566449117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0805670320479128, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.081048797475015, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0810488146939895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0810488146939896, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0810488146939895"
[1] "Starting iterative with newton 0.0810488146939895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732313467929464, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736123076455843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736123179528301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0736123179528301, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736123179528301"
[1] "Starting iterative with newton 0.0736123179528301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0728074642446857, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0731830596048085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0731830695980984, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0731830596048085"
[1] "Starting iterative with newton 0.0731830596048085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0727829871026733, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0731582740960706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0731582840714784, diff to last: 0"
[1] "Final threshold is: 0.00329542157647851"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124016096694525"
[1] "Newton iter: 1, lambda:0.266954453670471, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.270179978152372, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.270181596551034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270181596551441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270181596551034"
[1] "Starting iterative with newton 0.270181596551034"
[1] "Starting newton at: 0.0403710426135051"
[1] "Newton iter: 1, lambda:0.122342924294665, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.123090946570844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123091008764791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123091008764791, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123091008764791"
[1] "Starting iterative with newton 0.123091008764791"
[1] "Starting newton at: 0.158663847595603"
[1] "Newton iter: 1, lambda:0.110398113699846, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.110645199220031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110645205702383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110645205702383"
[1] "Starting iterative with newton 0.110645205702383"
[1] "Starting newton at: 0.171109650658011"
[1] "Newton iter: 1, lambda:0.109173811621735, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.109578887818788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109578905170184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109578905170184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109578905170184"
[1] "Starting iterative with newton 0.109578905170184"
[1] "Starting newton at: 0.17217595119021"
[1] "Newton iter: 1, lambda:0.109067069510607, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.109487475170757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109487493853691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109487493853691, diff to last: 0"
[1] "Final threshold is: 0.00493187414356914"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.431043106617793"
[1] "Newton iter: 1, lambda:0.309413449128339, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.312206134813351, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.312207636376015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312207636376449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.312207636376015"
[1] "Starting iterative with newton 0.312207636376015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109922396888707, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111089145588022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111089276945417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111089276945419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111089276945417"
[1] "Starting iterative with newton 0.111089276945417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968452148198141, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0976894211097375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0976894852367768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0976894852367772, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0976894852367768"
[1] "Starting iterative with newton 0.0976894852367768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959653090609414, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967902548224422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967903157632984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967903157632987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0967903157632984"
[1] "Starting iterative with newton 0.0967903157632984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959062412848665, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967299044740012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967299652058824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967299652058827, diff to last: 0"
[1] "Final threshold is: 0.00435721010241349"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.422524617780662"
[1] "Newton iter: 1, lambda:0.41727475857699, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.417281948419381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.417281948432881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.417281948432881"
[1] "Starting iterative with newton 0.417281948432881"
[1] "Starting newton at: 0.176788305864108"
[1] "Newton iter: 1, lambda:0.154631840961399, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.154695328659693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154695329181333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.154695329181333"
[1] "Starting iterative with newton 0.154695329181333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128897124095608, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130888876060591, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130889351061953, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13088935106198, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130889351061953"
[1] "Starting iterative with newton 0.130889351061953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12679155472648, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128704166377867, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128704601097155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128704601097178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128704601097155"
[1] "Starting iterative with newton 0.128704601097155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126598188769517, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128503630430703, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128504061596444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128504061596466, diff to last: 0"
[1] "Final threshold is: 0.00578847717144876"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.611176804201541"
[1] "Newton iter: 1, lambda:0.599471786859234, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.5995250825885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.599525083696996, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599525083696996"
[1] "Starting iterative with newton 0.599525083696996"
[1] "Starting newton at: 0.375472680471264"
[1] "Newton iter: 1, lambda:0.254057964577996, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.257075896863706, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.257077781699192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257077781699927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.257077781699192"
[1] "Starting iterative with newton 0.257077781699192"
[1] "Starting newton at: 0.327856835113682"
[1] "Newton iter: 1, lambda:0.208252274586377, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.210908348872228, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.210909668346208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210909668346534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210909668346208"
[1] "Starting iterative with newton 0.210909668346208"
[1] "Starting newton at: 0.268217766270458"
[1] "Newton iter: 1, lambda:0.203789382503842, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.204551829138275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.20455193625855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204551936258552, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.20455193625855"
[1] "Starting iterative with newton 0.20455193625855"
[1] "Starting newton at: 0.274575498358116"
[1] "Newton iter: 1, lambda:0.202727476949395, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.203673314163411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.203673478673498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203673478673503, diff to last: 0"
[1] "Final threshold is: 0.00917449041753498"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89098200471098"
[1] "Starting iterative with newton 2.89098200471098"
[1] "Starting newton at: 0.567737030791072"
[1] "Newton iter: 1, lambda:0.609382298546425, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.610064907202626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.610065088447289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610065088447301, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610065088447289"
[1] "Starting iterative with newton 0.610065088447289"
[1] "Starting newton at: 0.276925555492446"
[1] "Newton iter: 1, lambda:0.284229357555285, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.284241934828942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284241934866219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284241934866219"
[1] "Starting iterative with newton 0.284241934866219"
[1] "Starting newton at: 0.341219474677511"
[1] "Newton iter: 1, lambda:0.233111812262092, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.235552966007061, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.235554217989477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235554217989806, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235554217989477"
[1] "Starting iterative with newton 0.235554217989477"
[1] "Starting newton at: 0.368580586325219"
[1] "Newton iter: 1, lambda:0.224003303501788, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.228282211157427, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228285988491163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228285988494106, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228285988491163"
[1] "Starting iterative with newton 0.228285988491163"
[1] "Starting newton at: 0.375021619389812"
[1] "Newton iter: 1, lambda:0.222446747408187, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.227196874134774, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.227201516549512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227201516553946, diff to last: 0"
[1] "Final threshold is: 0.0102343130289164"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.51171608034774"
[1] "Starting iterative with newton 2.51171608034774"
[1] "Starting newton at: 0.630777490861411"
[1] "Newton iter: 1, lambda:0.634022788957819, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.634027103141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.634027103148616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.634027103141"
[1] "Starting iterative with newton 0.634027103141"
[1] "Starting newton at: 0.242866644308261"
[1] "Newton iter: 1, lambda:0.340118088767515, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.342709361273647, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.34271118655517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342711186556076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34271118655517"
[1] "Starting iterative with newton 0.34271118655517"
[1] "Starting newton at: 0.311854086413133"
[1] "Newton iter: 1, lambda:0.292172273011362, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.292268762375818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292268764698566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.292268762375818"
[1] "Starting iterative with newton 0.292268762375818"
[1] "Starting newton at: 0.281075207515412"
[1] "Newton iter: 1, lambda:0.283335982894157, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.283337238368103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28333723836849, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.283337238368103"
[1] "Starting iterative with newton 0.283337238368103"
[1] "Starting newton at: 0.28801989041564"
[1] "Newton iter: 1, lambda:0.281739963661886, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.281749617792186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281749617815012, diff to last: 0"
[1] "Final threshold is: 0.0126914372230188"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.94393286447123"
[1] "Starting iterative with newton 1.94393286447123"
[1] "Starting newton at: 0.689466549993602"
[1] "Newton iter: 1, lambda:0.739223701060349, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.740519240300542, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.740520104062476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74052010406286, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.740520104062476"
[1] "Starting iterative with newton 0.740520104062476"
[1] "Starting newton at: 0.545707008347832"
[1] "Newton iter: 1, lambda:0.460503756875927, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.463180230059504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.463182914561775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463182914564475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.463182914561775"
[1] "Starting iterative with newton 0.463182914561775"
[1] "Starting newton at: 0.502520237610232"
[1] "Newton iter: 1, lambda:0.395445850522903, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.399287514679772, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.399292539490335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399292539498928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.399292539490335"
[1] "Starting iterative with newton 0.399292539490335"
[1] "Starting newton at: 0.502536601401111"
[1] "Newton iter: 1, lambda:0.379549244799091, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.384493728948569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.38450186221326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384501862235255, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.38450186221326"
[1] "Starting iterative with newton 0.38450186221326"
[1] "Starting newton at: 0.501140864678448"
[1] "Newton iter: 1, lambda:0.375970565529011, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.38106399559067, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.381072579469632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381072579493999, diff to last: 0"
[1] "Final threshold is: 0.0171654490890175"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.5492841834922"
[1] "Starting iterative with newton 1.5492841834922"
[1] "Starting newton at: 0.663910348721278"
[1] "Newton iter: 1, lambda:0.775892227652924, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.783124446946983, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.783153569237826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783153569708701, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783153569237826"
[1] "Starting iterative with newton 0.783153569237826"
[1] "Starting newton at: 0.469070725411487"
[1] "Newton iter: 1, lambda:0.573399063688002, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.578467507475388, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.57847923674453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578479236807268, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.57847923674453"
[1] "Starting iterative with newton 0.57847923674453"
[1] "Starting newton at: 0.464860109813108"
[1] "Newton iter: 1, lambda:0.520120791843816, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.521440933968025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.521441680036308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521441680036546, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.521441680036546"
[1] "Starting iterative with newton 0.521441680036546"
[1] "Starting newton at: 0.466423409821323"
[1] "Newton iter: 1, lambda:0.504809084667127, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.505432238266737, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505432401399264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505432401399275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505432401399275"
[1] "Starting iterative with newton 0.505432401399275"
[1] "Starting newton at: 0.474509881271866"
[1] "Newton iter: 1, lambda:0.500642554652762, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.500929224508268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.50092925884593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500929258845931, diff to last: 0"
[1] "Final threshold is: 0.022564404138804"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.53381096836182"
[1] "Starting iterative with newton 1.53381096836182"
[1] "Starting newton at: 0.76731979065843"
[1] "Newton iter: 1, lambda:0.738137613161611, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.738573909712702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.738574008332197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738574008332202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738574008332197"
[1] "Starting iterative with newton 0.738574008332197"
[1] "Starting newton at: 0.457214481106492"
[1] "Newton iter: 1, lambda:0.546187619390331, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.549605052826661, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.549610013415077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549610013425521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.549610013415077"
[1] "Starting iterative with newton 0.549610013415077"
[1] "Starting newton at: 0.453666119127127"
[1] "Newton iter: 1, lambda:0.501494365769795, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.502420592184357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502420936706546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502420936706594, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.502420936706546"
[1] "Starting iterative with newton 0.502420936706546"
[1] "Starting newton at: 0.457141193616863"
[1] "Newton iter: 1, lambda:0.490026057783065, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.490456507548768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.490456580888867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490456580888869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.490456580888867"
[1] "Starting iterative with newton 0.490456580888867"
[1] "Starting newton at: 0.45450485812371"
[1] "Newton iter: 1, lambda:0.486992476449487, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.487410992667618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487411061742786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.487411061742788, diff to last: 0"
[1] "Final threshold is: 0.021955475717721"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15829211132834"
[1] "Starting iterative with newton 1.15829211132834"
[1] "Starting newton at: 0.849459292705877"
[1] "Newton iter: 1, lambda:0.852748208161082, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.852754970194602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.852754970223145, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.852754970223145"
[1] "Starting iterative with newton 0.852754970223145"
[1] "Starting newton at: 0.808394491858235"
[1] "Newton iter: 1, lambda:0.754416704217132, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.756058041207832, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.7560595925198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.756059592521185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.7560595925198"
[1] "Starting iterative with newton 0.7560595925198"
[1] "Starting newton at: 0.8061479307287"
[1] "Newton iter: 1, lambda:0.720529807549005, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.724500535655082, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.724509375380757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724509375424507, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.724509375380757"
[1] "Starting iterative with newton 0.724509375380757"
[1] "Starting newton at: 0.811679409816466"
[1] "Newton iter: 1, lambda:0.708396575129058, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.714083300874422, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.714101276440716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714101276619981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.714101276619981"
[1] "Starting iterative with newton 0.714101276619981"
[1] "Starting newton at: 0.813828091720319"
[1] "Newton iter: 1, lambda:0.704268156948251, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.710632197907593, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.710654646769927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.710654647048667, diff to last: 0"
[1] "Final threshold is: 0.0320115033728889"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.85280404824715"
[1] "Starting iterative with newton 0.85280404824715"
[1] "Starting newton at: 0.88421793189562"
[1] "Newton iter: 1, lambda:1.00657638024588, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.019064341936, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01918806861138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01918808067273, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01918808067273, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01918806861138"
[1] "Starting iterative with newton 1.01918806861138"
[1] "Starting newton at: 1.21030200652762"
[1] "Newton iter: 1, lambda:1.08016594729586, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.09294504370354, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.09308132067987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09308133605743, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09308133605743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.09308133605743"
[1] "Starting iterative with newton 1.09308133605743"
[1] "Starting newton at: 1.21208817956707"
[1] "Newton iter: 1, lambda:1.11842802952201, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.12536512455614, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12540600428313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12540600569644, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.12540600569644"
[1] "Starting iterative with newton 1.12540600569644"
[1] "Starting newton at: 1.21514677974483"
[1] "Newton iter: 1, lambda:1.13415513451054, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.13943653898249, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.13946042664007, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13946042712706, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.13946042664007"
[1] "Starting iterative with newton 1.13946042664007"
[1] "Starting newton at: 1.20980263516447"
[1] "Newton iter: 1, lambda:1.14176553103111, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.14554325438564, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.14555551251027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14555551263902, diff to last: 0"
[1] "Final threshold is: 0.0516016525113115"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.94316896123818"
[1] "Starting iterative with newton 0.94316896123818"
[1] "Starting newton at: 0.758059772111652"
[1] "Newton iter: 1, lambda:0.887112669700339, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.898712188826628, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.898801760701415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898801766013805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.898801766013805"
[1] "Starting iterative with newton 0.898801766013805"
[1] "Starting newton at: 0.754348057255063"
[1] "Newton iter: 1, lambda:0.873883613547833, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.883681801429533, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.883744928377847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.883744930986465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.883744928377847"
[1] "Starting iterative with newton 0.883744928377847"
[1] "Starting newton at: 0.752576957360996"
[1] "Newton iter: 1, lambda:0.869261306997381, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.878549352830712, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.878605841261753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.878605843342415, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.878605841261753"
[1] "Starting iterative with newton 0.878605841261753"
[1] "Starting newton at: 0.752983633332579"
[1] "Newton iter: 1, lambda:0.867818082617147, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.87679561206159, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.876848308097831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876848309906074, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.876848308097831"
[1] "Starting iterative with newton 0.876848308097831"
[1] "Starting newton at: 0.752667192378"
[1] "Newton iter: 1, lambda:0.867260040036275, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.876194661658989, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.87624683008322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876246831854623, diff to last: 0"
[1] "Final threshold is: 0.0394706183561638"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.26473770905403"
[1] "Newton iter: 1, lambda:1.18502621697917, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.19067528628648, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.19070563158801, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19070563246012, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19070563158801"
[1] "Starting iterative with newton 1.19070563158801"
[1] "Starting newton at: 1.30333048805931"
[1] "Newton iter: 1, lambda:1.45181589662931, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.47900163760725, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.47983876780602, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47983954291106, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47983954291173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47983954291106"
[1] "Starting iterative with newton 1.47983954291106"
[1] "Starting newton at: 1.95354621871109"
[1] "Newton iter: 1, lambda:1.41640955513817, diff to last: 0.537"
[1] "Newton iter: 2, lambda:1.58866092284015, diff to last: 0.172"
[1] "Newton iter: 3, lambda:1.62923510436413, diff to last: 0.041"
[1] "Newton iter: 4, lambda:1.63128203876553, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.63128705290025, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63128705293027, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.63128705290025"
[1] "Starting iterative with newton 1.63128705290025"
[1] "Starting newton at: 1.95677670804548"
[1] "Newton iter: 1, lambda:1.59367706346078, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.69462474917276, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.70856836056356, diff to last: 0.014"
[1] "Newton iter: 4, lambda:1.70881351783159, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70881359249826, diff to last: 0"
[1] "Newton iter: 6, lambda:1.70881359249827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.70881359249826"
[1] "Starting iterative with newton 1.70881359249826"
[1] "Starting newton at: 1.95386500462908"
[1] "Newton iter: 1, lambda:1.67326672107566, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.74174586660314, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.74812465878947, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.74817658191135, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74817658532734, diff to last: 0"
[1] "Final threshold is: 0.0787467735287014"
threshold is:
[{'ad': 0.0013089192095023774, 'da': 0.003295421576478507, 'dd': 0.004931874143569142}, {'ad': 0.004357210102413485, 'da': 0.0057884771714487625, 'dd': 0.009174490417534976}, {'ad': 0.010234313028916444, 'da': 0.01269143722301876, 'dd': 0.017165449089017536}, {'ad': 0.02256440413880401, 'da': 0.02195547571772102, 'dd': 0.0320115033728889}, {'ad': 0.05160165251131152, 'da': 0.03947061835616379, 'dd': 0.07874677352870135}]
Number of points in noise estimation: 128
Estimated noise: 0.04504509117872088
0.04504509117872088
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.3532306294386"
[1] "Starting iterative with newton 29.3532306294386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.8427450695563"
[1] "Starting iterative with newton 13.8427450695563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.49541036882876"
[1] "Starting iterative with newton 7.49541036882876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.92334002429925"
[1] "Starting iterative with newton 6.92334002429925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74332807370869"
[1] "Starting iterative with newton 4.74332807370869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34527892378267"
[1] "Starting iterative with newton 3.34527892378267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89098200471098"
[1] "Starting iterative with newton 2.89098200471098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.51171608034774"
[1] "Starting iterative with newton 2.51171608034774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.94393286447123"
[1] "Starting iterative with newton 1.94393286447123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.5492841834922"
[1] "Starting iterative with newton 1.5492841834922"
[1] "Starting newton at: 1.76648999285193"
[1] "Newton iter: 1, lambda:1.39832422138081, diff to last: 0.368"
[1] "Newton iter: 2, lambda:1.3268796838023, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.32158944718429, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.32155870052591, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32155869948433, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32155869948433"
[1] "Starting iterative with newton 1.32155869948433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.53381096836182"
[1] "Starting iterative with newton 1.53381096836182"
[1] "Starting newton at: 1.83284057011587"
[1] "Newton iter: 1, lambda:1.45283198521078, diff to last: 0.38"
[1] "Newton iter: 2, lambda:1.38737585422648, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.38335488134562, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.38333878811783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38333878785934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38333878811783"
[1] "Starting iterative with newton 1.38333878811783"
[1] "Starting newton at: 1.65875684807143"
[1] "Newton iter: 1, lambda:1.32797430850379, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.25029284497627, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.24303878637176, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.24297225693225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24297225132338, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24297225132338"
[1] "Starting iterative with newton 1.24297225132338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15829211132834"
[1] "Starting iterative with newton 1.15829211132834"
[1] "Starting newton at: 1.33917358781139"
[1] "Newton iter: 1, lambda:1.22023795177419, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.20375436449234, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.20340177877109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20340161641226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20340161641222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20340161641222"
[1] "Starting iterative with newton 1.20340161641222"
[1] "Starting newton at: 1.38295978262599"
[1] "Newton iter: 1, lambda:1.27709989577072, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.26535653348834, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.26519634369166, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26519631369183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26519631369183, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.26519631369183"
[1] "Starting iterative with newton 1.26519631369183"
[1] "Starting newton at: 1.44942467006668"
[1] "Newton iter: 1, lambda:1.34553616303395, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.33577142502819, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.33567433220724, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3356743225366, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3356743225366"
[1] "Starting iterative with newton 1.3356743225366"
[1] "Starting newton at: 1.53244872461559"
[1] "Newton iter: 1, lambda:1.41934877623593, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.40971912308009, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.4096374850756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40963747915135, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40963747915135"
[1] "Starting iterative with newton 1.40963747915135"
[1] "Starting newton at: 1.59073769202207"
[1] "Newton iter: 1, lambda:1.49301891963253, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.48685757394201, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.48682897482607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48682897420509, diff to last: 0"
[1] "Final threshold is: 0.0669743467382042"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.85280404824715"
[1] "Starting iterative with newton 0.85280404824715"
[1] "Starting newton at: 1.29771987647618"
[1] "Newton iter: 1, lambda:1.24733672519635, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.2444841930172, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.24447467588626, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24447467578015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24447467588626"
[1] "Starting iterative with newton 1.24447467588626"
[1] "Starting newton at: 1.70987617269367"
[1] "Newton iter: 1, lambda:1.67686882535615, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.67649953467947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67649948311825, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67649948311825, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67649948311825"
[1] "Starting iterative with newton 1.67649948311825"
[1] "Starting newton at: 1.9686621668585"
[1] "Newton iter: 1, lambda:1.95771134465881, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.95770693015015, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95770693014922, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95770693014922"
[1] "Starting iterative with newton 1.95770693014922"
[1] "Starting newton at: 2.09604885024994"
[1] "Newton iter: 1, lambda:2.10928085512603, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.10929224277441, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10929224278439, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.10929224278439"
[1] "Starting iterative with newton 2.10929224278439"
[1] "Starting newton at: 2.25206513978271"
[1] "Newton iter: 1, lambda:2.18297816593446, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.18384189551811, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.18384199028883, diff to last: 0"
[1] "Newton iter: 4, lambda:2.18384199028883, diff to last: 0"
[1] "Final threshold is: 0.0983713615724797"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.94316896123818"
[1] "Starting iterative with newton 0.94316896123818"
[1] "Starting newton at: 1.27854752774156"
[1] "Newton iter: 1, lambda:1.25718140030089, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.2566516544221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25665132462807, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25665132462795, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25665132462807"
[1] "Starting iterative with newton 1.25665132462807"
[1] "Starting newton at: 1.61451206319821"
[1] "Newton iter: 1, lambda:1.57547113893376, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.57464547275524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.57464507437168, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57464507437159, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57464507437159"
[1] "Starting iterative with newton 1.57464507437159"
[1] "Starting newton at: 1.73674546820937"
[1] "Newton iter: 1, lambda:1.79217745820898, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.79107939439912, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.79107903253597, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79107903253593, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79107903253593"
[1] "Starting iterative with newton 1.79107903253593"
[1] "Starting newton at: 1.97346389653334"
[1] "Newton iter: 1, lambda:1.91616740412354, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.91577281313094, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91577278575632, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91577278575632, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91577278575632"
[1] "Starting iterative with newton 1.91577278575632"
[1] "Starting newton at: 2.09588992256414"
[1] "Newton iter: 1, lambda:1.97583594809678, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.97559493264162, diff to last: 0"
[1] "Newton iter: 3, lambda:1.975594925386, diff to last: 0"
[1] "Final threshold is: 0.0889908538730606"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.61512979488922"
[1] "Newton iter: 1, lambda:1.69623174727492, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.69327597078346, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.69327281172741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69327281172377, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69327281172741"
[1] "Starting iterative with newton 1.69327281172741"
[1] "Starting newton at: 2.20267643604834"
[1] "Newton iter: 1, lambda:2.27605654254959, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.27784374342653, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.27784498801032, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27784498801093, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27784498801032"
[1] "Starting iterative with newton 2.27784498801032"
[1] "Starting newton at: 2.50204798569373"
[1] "Newton iter: 1, lambda:2.53830472319334, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.53896762962194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.53896785802133, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53896785802136, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.53896785802133"
[1] "Starting iterative with newton 2.53896785802133"
[1] "Starting newton at: 2.63266518294426"
[1] "Newton iter: 1, lambda:2.65192324317296, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.65212818623867, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65212820965906, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65212820965906, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.65212820965906"
[1] "Starting iterative with newton 2.65212820965906"
[1] "Starting newton at: 2.76867421277323"
[1] "Newton iter: 1, lambda:2.7031315600874, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.70562135955941, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.70562490901173, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70562490901895, diff to last: 0"
[1] "Final threshold is: 0.121875120721852"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06697434673820424}, {'ad': 0.09837136157247973, 'da': 0.08899085387306063, 'dd': 0.12187512072185196}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.470324851555979. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019696555032182254
0.019696555032182254
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.1294522282048"
[1] "Starting iterative with newton 67.1294522282048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.6577042433632"
[1] "Starting iterative with newton 31.6577042433632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1416495389252"
[1] "Starting iterative with newton 17.1416495389252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8333516773006"
[1] "Starting iterative with newton 15.8333516773006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8477672984788"
[1] "Starting iterative with newton 10.8477672984788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.65049491618375"
[1] "Starting iterative with newton 7.65049491618375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61153931667102"
[1] "Starting iterative with newton 6.61153931667102"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.74417605867945"
[1] "Starting iterative with newton 5.74417605867945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.44568265782248"
[1] "Starting iterative with newton 4.44568265782248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.54313976190913"
[1] "Starting iterative with newton 3.54313976190913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.50775324963645"
[1] "Starting iterative with newton 3.50775324963645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64895935767086"
[1] "Starting iterative with newton 2.64895935767086"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.95032258423411"
[1] "Starting iterative with newton 1.95032258423411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.15698287271539"
[1] "Starting iterative with newton 2.15698287271539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.5425262055752"
[1] "Starting iterative with newton 1.5425262055752"
[1] "Starting newton at: 1.76069668483075"
[1] "Newton iter: 1, lambda:1.39728250064399, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.32632324938793, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.32109031712037, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.32106017797577, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32106017697318, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32106017697318"
[1] "Starting iterative with newton 1.32106017697318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.470324851555979. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019696555032182254
0.019696555032182254
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0364377681201507, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.036472539508552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364725395402073, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.036472539508552"
[1] "Starting iterative with newton 0.036472539508552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168111805154339, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.016815299708839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168152997090863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.016815299708839"
[1] "Starting iterative with newton 0.016815299708839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01654562969565, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165496208644538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016549620864686, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0165496208644538"
[1] "Starting iterative with newton 0.0165496208644538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165420297116442, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165460191521958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165460191524278, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0165460191524278"
[1] "Starting iterative with newton 0.0165460191524278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165419809060514, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165459703231742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165459703234062, diff to last: 0"
[1] "Final threshold is: 0.000325898615035824"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0980910778042968, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987465310219343, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09874656022495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987465602249501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.09874656022495"
[1] "Starting iterative with newton 0.09874656022495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0303421143980348, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303728922951269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303728923267937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0303728923267937"
[1] "Starting iterative with newton 0.0303728923267937"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028316209554972, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283423271483223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028342327170541, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0283423271483223"
[1] "Starting iterative with newton 0.0283423271483223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282565907689789, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0282825775553187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282825775772977, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0282825775553187"
[1] "Starting iterative with newton 0.0282825775553187"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282548370070315, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028280819950969, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282808199729409, diff to last: 0"
[1] "Final threshold is: 0.000557034726519499"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145056030618538, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.14718013841314, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147180591855766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147180591855787, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147180591855787"
[1] "Starting iterative with newton 0.147180591855787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449265924513659, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0450217645902208, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0450217650172999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0450217645902208"
[1] "Starting iterative with newton 0.0450217645902208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0407864587641884, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.040861886463106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040861886721071, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.040861886463106"
[1] "Starting iterative with newton 0.040861886463106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406194859877487, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0406941727899043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406941730424055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0406941727899043"
[1] "Starting iterative with newton 0.0406941727899043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406127573824692, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0406874144163866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406874146686696, diff to last: 0"
[1] "Final threshold is: 0.000801401897169565"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138641241253588, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140358084388412, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140358346300982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140358346300988, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140358346300988"
[1] "Starting iterative with newton 0.140358346300988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473156892698361, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474114366429872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474114370349765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0474114366429872"
[1] "Starting iterative with newton 0.0474114366429872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443719790836282, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444538260314259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444538263098552, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444538260314259"
[1] "Starting iterative with newton 0.0444538260314259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442781441445742, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443595691178055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443595693931141, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0443595691178055"
[1] "Starting iterative with newton 0.0443595691178055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442751533025535, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443565648476749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443565651228845, diff to last: 0"
[1] "Final threshold is: 0.000873671520560789"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.184130943080765"
[1] "Newton iter: 1, lambda:0.18660340263452, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.186604095999261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.186604095999316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.186604095999261"
[1] "Starting iterative with newton 0.186604095999261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0573482305375553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0575305190989763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.057530520940795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0575305190989763"
[1] "Starting iterative with newton 0.0575305190989763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0522833446816977, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.052426531004841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524265320788627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0524265320788627"
[1] "Starting iterative with newton 0.0524265320788627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520841573055407, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0522259296827403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0522259307332488, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0522259296827403"
[1] "Starting iterative with newton 0.0522259296827403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520763284874979, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0522180454835096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0522180465331032, diff to last: 0"
[1] "Final threshold is: 0.00102851562721232"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.147531382790709"
[1] "Newton iter: 1, lambda:0.27950979813655, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.28254366777536, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.282545249541736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.282545249542166, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.282545249542166"
[1] "Starting iterative with newton 0.282545249542166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0936691513243216, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0944240082789654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0944240572823599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0944240572823601, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0944240572823601"
[1] "Starting iterative with newton 0.0944240572823601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818436649434025, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823826590649639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0823826824376034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0823826824376034, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0823826824376034"
[1] "Starting iterative with newton 0.0823826824376034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810860605116548, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816127560289328, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816127782476112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816127782476112, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816127782476112"
[1] "Starting iterative with newton 0.0816127782476112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810376149581103, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815635301002996, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815635522468383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815635522468383, diff to last: 0"
[1] "Final threshold is: 0.00160652099545012"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.328650947921012"
[1] "Newton iter: 1, lambda:0.32898599454451, diff to last: 0"
[1] "Newton iter: 2, lambda:0.328986017970911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.328986017970911, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328986017970911"
[1] "Starting iterative with newton 0.328986017970911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110139049270484, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111316016160038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111316150443578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111316150443579, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111316150443578"
[1] "Starting iterative with newton 0.111316150443578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961680901544814, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969987172841896, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969987792280052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969987792280056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0969987792280052"
[1] "Starting iterative with newton 0.0969987792280052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.095243217983134, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0960536284781351, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0960536871325966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0960536871325969, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0960536871325966"
[1] "Starting iterative with newton 0.0960536871325966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0951821245530876, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0959912111828271, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0959912696253687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.095991269625369, diff to last: 0"
[1] "Final threshold is: 0.00189069732478512"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.382751669363112"
[1] "Newton iter: 1, lambda:0.390720065743933, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.390735264025401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.390735264080607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.390735264025401"
[1] "Starting iterative with newton 0.390735264025401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132184134879329, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134288519521007, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134289052406616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13428905240665, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.134289052406616"
[1] "Starting iterative with newton 0.134289052406616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111024801621887, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11237256061237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112372759197694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112372759197698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.112372759197698"
[1] "Starting iterative with newton 0.112372759197698"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10920713468166, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110499818530338, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110499999641846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11049999964185, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11049999964185"
[1] "Starting iterative with newton 0.11049999964185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109051774545257, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110339819715606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110339999395972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110339999395975, diff to last: 0"
[1] "Final threshold is: 0.00217331787035372"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.388183304435743"
[1] "Newton iter: 1, lambda:0.496137797884013, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.4999130596058, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.499917581090801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499917581097281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.499917581097281"
[1] "Starting iterative with newton 0.499917581097281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.178874190322518, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.183887833234476, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18389176124872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18389176125113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.18389176124872"
[1] "Starting iterative with newton 0.18389176124872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147074729654293, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150123513219286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150124821994511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150124821994753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.150124821994511"
[1] "Starting iterative with newton 0.150124821994511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143648035927416, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.14652057538868, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146521723089236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14652172308942, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146521723089236"
[1] "Starting iterative with newton 0.146521723089236"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14328234896435, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.146136463626512, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146137595156271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146137595156449, diff to last: 0"
[1] "Final threshold is: 0.00287840718526627"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.54313976190913"
[1] "Starting iterative with newton 3.54313976190913"
[1] "Starting newton at: 0.6135608882607"
[1] "Newton iter: 1, lambda:0.593417812213487, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.593568269027658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.59356827747321, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593568269027658"
[1] "Starting iterative with newton 0.593568269027658"
[1] "Starting newton at: 0.369984780632063"
[1] "Newton iter: 1, lambda:0.234797528790728, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.238337426151462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.238339877549132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238339877550308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.238339877549132"
[1] "Starting iterative with newton 0.238339877549132"
[1] "Starting newton at: 0.349679794101577"
[1] "Newton iter: 1, lambda:0.189416961672916, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.193849808052384, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.19385322570661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193853225708641, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19385322570661"
[1] "Starting iterative with newton 0.19385322570661"
[1] "Starting newton at: 0.352690754861304"
[1] "Newton iter: 1, lambda:0.183352677587811, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.188224576142774, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18822863991402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188228639916847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18822863991402"
[1] "Starting iterative with newton 0.18822863991402"
[1] "Starting newton at: 0.348095870447257"
[1] "Newton iter: 1, lambda:0.18288324900766, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.187512853210495, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187516515443416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187516515445708, diff to last: 0"
[1] "Final threshold is: 0.0036934293658743"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.50775324963645"
[1] "Starting iterative with newton 3.50775324963645"
[1] "Starting newton at: 0.769138424026344"
[1] "Newton iter: 1, lambda:0.550404100928444, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.566073805203594, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.566160564206378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566160566854684, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566160564206378"
[1] "Starting iterative with newton 0.566160564206378"
[1] "Starting newton at: 0.329084334670286"
[1] "Newton iter: 1, lambda:0.241439886670305, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.242947312080745, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.242947760963803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242947760963842, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242947760963803"
[1] "Starting iterative with newton 0.242947760963803"
[1] "Starting newton at: 0.340037081148804"
[1] "Newton iter: 1, lambda:0.198023761964029, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.201599496808384, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.201601781648443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201601781649376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.201601781648443"
[1] "Starting iterative with newton 0.201601781648443"
[1] "Starting newton at: 0.322838399099998"
[1] "Newton iter: 1, lambda:0.193289572877815, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.196228272531033, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196229794615952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196229794616361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196229794615952"
[1] "Starting iterative with newton 0.196229794615952"
[1] "Starting newton at: 0.32538160972328"
[1] "Newton iter: 1, lambda:0.192440404196826, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.19552894419963, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195530622430477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195530622430973, diff to last: 0"
[1] "Final threshold is: 0.00385127966517874"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.64895935767086"
[1] "Starting iterative with newton 2.64895935767086"
[1] "Starting newton at: 0.556381912966916"
[1] "Newton iter: 1, lambda:0.625404029748838, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.627357137311587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627358671084388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627358671085334, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627358671084388"
[1] "Starting iterative with newton 0.627358671084388"
[1] "Starting newton at: 0.312654227064722"
[1] "Newton iter: 1, lambda:0.315957543448339, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.315960385609383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.315960385611486, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.315960385609383"
[1] "Starting iterative with newton 0.315960385609383"
[1] "Starting newton at: 0.323675666268615"
[1] "Newton iter: 1, lambda:0.262422035768026, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.263299598421852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263299779282142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26329977928215, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263299779282142"
[1] "Starting iterative with newton 0.263299779282142"
[1] "Starting newton at: 0.323251778458789"
[1] "Newton iter: 1, lambda:0.253234869544722, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.254359728833677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254360020429558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254360020429577, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.254360020429558"
[1] "Starting iterative with newton 0.254360020429558"
[1] "Starting newton at: 0.326522984661128"
[1] "Newton iter: 1, lambda:0.251556307573415, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.252841275440713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252841654721576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252841654721609, diff to last: 0"
[1] "Final threshold is: 0.00498010956665155"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.95032258423411"
[1] "Starting iterative with newton 1.95032258423411"
[1] "Starting newton at: 0.797277200044965"
[1] "Newton iter: 1, lambda:0.698125816156506, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.702643710234266, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.702653466197238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702653466242659, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702653466242659"
[1] "Starting iterative with newton 0.702653466242659"
[1] "Starting newton at: 0.541666305343525"
[1] "Newton iter: 1, lambda:0.440020108665545, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.443607850673087, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.443612408571741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443612408579093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.443612408571741"
[1] "Starting iterative with newton 0.443612408571741"
[1] "Starting newton at: 0.27169000398539"
[1] "Newton iter: 1, lambda:0.382198722111206, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.386222764142276, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.386228050377723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386228050386841, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.386228050377723"
[1] "Starting iterative with newton 0.386228050377723"
[1] "Starting newton at: 0.278992553123504"
[1] "Newton iter: 1, lambda:0.370645160681775, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.373355680086081, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.373358032721888, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37335803272366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.373358032721888"
[1] "Starting iterative with newton 0.373358032721888"
[1] "Starting newton at: 0.28316501799463"
[1] "Newton iter: 1, lambda:0.368143885901134, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.370462636085108, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370464350243803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37046435024474, diff to last: 0"
[1] "Final threshold is: 0.00729687146205716"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.15698287271539"
[1] "Starting iterative with newton 2.15698287271539"
[1] "Starting newton at: 0.551665096982097"
[1] "Newton iter: 1, lambda:0.648838864661607, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.65298254148797, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.652989875360492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652989875383434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652989875383434"
[1] "Starting iterative with newton 0.652989875383434"
[1] "Starting newton at: 0.266631791352042"
[1] "Newton iter: 1, lambda:0.387653766436225, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.392258314086988, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.392264900629764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392264900643233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.392264900629764"
[1] "Starting iterative with newton 0.392264900629764"
[1] "Starting newton at: 0.287611129742974"
[1] "Newton iter: 1, lambda:0.340368477289909, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.341173152506682, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341173338832546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341173338832556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.341173338832546"
[1] "Starting iterative with newton 0.341173338832546"
[1] "Starting newton at: 0.290065022731142"
[1] "Newton iter: 1, lambda:0.33051868260356, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.330983734914538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330983796162295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330983796162296, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.330983796162295"
[1] "Starting iterative with newton 0.330983796162295"
[1] "Starting newton at: 0.286215989855052"
[1] "Newton iter: 1, lambda:0.328439928402368, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.328944982868079, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328945054873153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328945054873154, diff to last: 0"
[1] "Final threshold is: 0.00647908437587327"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.5425262055752"
[1] "Starting iterative with newton 1.5425262055752"
[1] "Starting newton at: 0.677264585593179"
[1] "Newton iter: 1, lambda:0.777522030626841, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.783312269772156, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.783330969560031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783330969754627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783330969560031"
[1] "Starting iterative with newton 0.783330969560031"
[1] "Starting newton at: 0.465597707561107"
[1] "Newton iter: 1, lambda:0.573587375348132, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.579037362730893, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.579050965855125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57905096593976, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.579050965855125"
[1] "Starting iterative with newton 0.579050965855125"
[1] "Starting newton at: 0.493811334167469"
[1] "Newton iter: 1, lambda:0.520740781273784, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.52105389283754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.521053934948777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521053934948778, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.521053934948777"
[1] "Starting iterative with newton 0.521053934948777"
[1] "Starting newton at: 0.49023152770289"
[1] "Newton iter: 1, lambda:0.504330723124838, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.504414730267514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.504414733242041, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504414733242041"
[1] "Starting iterative with newton 0.504414733242041"
[1] "Starting newton at: 0.487944207464906"
[1] "Newton iter: 1, lambda:0.499571853984092, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.499628648721628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.499628650073731, diff to last: 0"
[1] "Final threshold is: 0.00984096317520041"
threshold is:
[{'ad': 0.00032589861503582406, 'da': 0.0005570347265194986, 'dd': 0.0008014018971695651}, {'ad': 0.000873671520560789, 'da': 0.00102851562721232, 'dd': 0.0016065209954501233}, {'ad': 0.0018906973247851198, 'da': 0.002173317870353719, 'dd': 0.002878407185266268}, {'ad': 0.0036934293658743007, 'da': 0.003851279665178743, 'dd': 0.004980109566651546}, {'ad': 0.007296871462057164, 'da': 0.006479084375873269, 'dd': 0.009840963175200406}]
Number of points in noise estimation: 128
Estimated noise: 0.04504509117872088
0.04504509117872088
threshold is:
[{'ad': 0.012048344156906587, 'da': 0.012249854586797483, 'dd': 0.012691673194801342}, {'ad': 0.0025106514203159236, 'da': 0.00482108193223043, 'dd': 0.011516808534515866}, {'ad': 0.0077302375902168485, 'da': 0.01562655596035146, 'dd': 0.01257231152866816}, {'ad': 0.01622090493937256, 'da': 0.022565017900712116, 'dd': 0.028717449903978527}, {'ad': 0.038986196895951175, 'da': 0.03568217539337116, 'dd': 0.05740422191640475}]
['baboon256', 0.025, 4, 0.0006220133425012868, 0.0009636291031867509, 0.0008539901020755013, 0.006635855241966667, 0.0011991895658319221, 0.0013259863100337263, 0.00054519806149988, 0.0006220133425012871, 32.0620029937263, 30.160900920666528, 30.6854716284601, 21.781030964723904, 29.211121589467464, 28.77460959722725, 32.63445697007214, 32.062002993726296]
baboon256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.06652816726382355
0.06652816726382355
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.116877543391823"
[1] "Newton iter: 1, lambda:0.125237064048966, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.125242099129437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125242099131262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125242099131262"
[1] "Starting iterative with newton 0.125242099131262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466164186849208, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467024537357257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046702454028791, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467024537357257"
[1] "Starting iterative with newton 0.0467024537357257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044271520052755, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443472736008886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443472738226896, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0443472736008886"
[1] "Starting iterative with newton 0.0443472736008886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442000172926779, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442754736746752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442754738945858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442754738945858"
[1] "Starting iterative with newton 0.0442754738945858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044197836471918, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442732838046946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442732840245477, diff to last: 0"
[1] "Final threshold is: 0.00294542044490388"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.353103022469134"
[1] "Newton iter: 1, lambda:0.277017846538022, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.277891852107581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.277891969049184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277891969049186, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277891969049186"
[1] "Starting iterative with newton 0.277891969049186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111794960077044, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113081978455191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113082148975145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113082148975148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113082148975145"
[1] "Starting iterative with newton 0.113082148975145"
[1] "Starting newton at: 0.144561944493615"
[1] "Newton iter: 1, lambda:0.101006542154585, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.10118952843479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101189531665166, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10118952843479"
[1] "Starting iterative with newton 0.10118952843479"
[1] "Starting newton at: 0.156454565033969"
[1] "Newton iter: 1, lambda:0.100023473822597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.100329153182278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.100329162153808, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100329162153808"
[1] "Starting iterative with newton 0.100329162153808"
[1] "Starting newton at: 0.157314931314952"
[1] "Newton iter: 1, lambda:0.0999511051638707, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.100266862170733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.100266871740239, diff to last: 0"
[1] "Final threshold is: 0.00667057121415494"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.495770010819054"
[1] "Newton iter: 1, lambda:0.354288955001807, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.359085859351361, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.3590914643173, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359091464324949, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.359091464324949"
[1] "Starting iterative with newton 0.359091464324949"
[1] "Starting newton at: 0.168622538882201"
[1] "Newton iter: 1, lambda:0.18232542308549, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.182351210415558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182351210506825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.182351210506825"
[1] "Starting iterative with newton 0.182351210506825"
[1] "Starting newton at: 0.16290429661496"
[1] "Newton iter: 1, lambda:0.166774982201723, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.166776961309718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.166776961310235, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.166776961309718"
[1] "Starting iterative with newton 0.166776961309718"
[1] "Starting newton at: 0.178478545812067"
[1] "Newton iter: 1, lambda:0.165275459701718, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.165298397410475, diff to last: 0"
[1] "Newton iter: 3, lambda:0.165298397479746, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165298397410475"
[1] "Starting iterative with newton 0.165298397410475"
[1] "Starting newton at: 0.17995710971131"
[1] "Newton iter: 1, lambda:0.165128230215107, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.165157153945441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.165157154055552, diff to last: 0"
[1] "Final threshold is: 0.0109876027624993"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.478969866982"
[1] "Newton iter: 1, lambda:0.426321925150424, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.427087484181639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.427087647569223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427087647569231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.427087647569223"
[1] "Starting iterative with newton 0.427087647569223"
[1] "Starting newton at: 0.300495392962279"
[1] "Newton iter: 1, lambda:0.17084144319264, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.173404091530239, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.173405100118287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173405100118443, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.173405100118287"
[1] "Starting iterative with newton 0.173405100118287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142060721131813, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144914704258115, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14491585491244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144915854912627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14491585491244"
[1] "Starting iterative with newton 0.14491585491244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139025105228781, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141729470254394, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141730492656184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14173049265633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.141730492656184"
[1] "Starting iterative with newton 0.141730492656184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138685680770983, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141373618065129, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141374626886473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141374626886615, diff to last: 0"
[1] "Final threshold is: 0.0094053948243639"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.23065098930307"
[1] "Starting iterative with newton 3.23065098930307"
[1] "Starting newton at: 0.62393754810055"
[1] "Newton iter: 1, lambda:0.568026033993011, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.56906527647977, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.569065642095681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569065642095726, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.569065642095681"
[1] "Starting iterative with newton 0.569065642095681"
[1] "Starting newton at: 0.360056124050661"
[1] "Newton iter: 1, lambda:0.225197748012648, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.228882907372332, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228885678848648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228885678850215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228885678850215"
[1] "Starting iterative with newton 0.228885678850215"
[1] "Starting newton at: 0.350638922505924"
[1] "Newton iter: 1, lambda:0.179140020085185, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.184303542628279, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.184308238914409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184308238918293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184308238914409"
[1] "Starting iterative with newton 0.184308238914409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173503590099723, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178690188403765, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.17869482977041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178694829774127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17869482977041"
[1] "Starting iterative with newton 0.17869482977041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172852907422904, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177987097274185, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177991633393452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177991633396993, diff to last: 0"
[1] "Final threshold is: 0.0118414571579608"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.49075837034411"
[1] "Starting iterative with newton 2.49075837034411"
[1] "Starting newton at: 0.745592385382795"
[1] "Newton iter: 1, lambda:0.732488843137862, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.732571164536997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.732571167802816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.732571164536997"
[1] "Starting iterative with newton 0.732571164536997"
[1] "Starting newton at: 0.331634912609207"
[1] "Newton iter: 1, lambda:0.367954973999282, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.368358878561509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.368358928374421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368358928374421, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.368358928374421"
[1] "Starting iterative with newton 0.368358928374421"
[1] "Starting newton at: 0.319061261927487"
[1] "Newton iter: 1, lambda:0.301356019014854, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.301438853161806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301438854976667, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301438854976667"
[1] "Starting iterative with newton 0.301438854976667"
[1] "Starting newton at: 0.305802261948579"
[1] "Newton iter: 1, lambda:0.289241254591737, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.289311815664373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289311816946331, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289311816946331"
[1] "Starting iterative with newton 0.289311816946331"
[1] "Starting newton at: 0.317415512370417"
[1] "Newton iter: 1, lambda:0.286880247955383, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.287118784463231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287118799042334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287118799042334, diff to last: 0"
[1] "Final threshold is: 0.0191014874872765"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.98188129737353"
[1] "Starting iterative with newton 1.98188129737353"
[1] "Starting newton at: 0.794733070264843"
[1] "Newton iter: 1, lambda:0.684424772231811, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.689899589398625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.689913665748456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.68991366584134, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689913665748456"
[1] "Starting iterative with newton 0.689913665748456"
[1] "Starting newton at: 0.500172044482786"
[1] "Newton iter: 1, lambda:0.427960356402579, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.4297273761434, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.429728447561663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429728447562057, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.429728447562057"
[1] "Starting iterative with newton 0.429728447562057"
[1] "Starting newton at: 0.261945637291205"
[1] "Newton iter: 1, lambda:0.369599483945573, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.373301442818394, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.373305782375204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373305782381164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.373305782375204"
[1] "Starting iterative with newton 0.373305782375204"
[1] "Starting newton at: 0.242087880603555"
[1] "Newton iter: 1, lambda:0.356823175174981, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.360948870331371, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.360954160888404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3609541608971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3609541608971"
[1] "Starting iterative with newton 0.3609541608971"
[1] "Starting newton at: 0.246628605209072"
[1] "Newton iter: 1, lambda:0.354603176288943, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.358240179140282, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.35824427339622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358244273401406, diff to last: 0"
[1] "Final threshold is: 0.0238333349418106"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74566185170234"
[1] "Starting iterative with newton 1.74566185170234"
[1] "Starting newton at: 0.741707432670008"
[1] "Newton iter: 1, lambda:0.70896873754234, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.70948447289071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.709484602414684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.709484602414693, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709484602414684"
[1] "Starting iterative with newton 0.709484602414684"
[1] "Starting newton at: 0.441516549443829"
[1] "Newton iter: 1, lambda:0.482103936771363, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.482735268234404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.482735419934513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.482735419934522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.482735419934513"
[1] "Starting iterative with newton 0.482735419934513"
[1] "Starting newton at: 0.52833805263788"
[1] "Newton iter: 1, lambda:0.424906928097893, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.428644924673124, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.428649900888471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428649900897286, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.428649900888471"
[1] "Starting iterative with newton 0.428649900888471"
[1] "Starting newton at: 0.541598650139072"
[1] "Newton iter: 1, lambda:0.409625536262926, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.41557970749008, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.415592124176401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415592124230354, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.415592124176401"
[1] "Starting iterative with newton 0.415592124176401"
[1] "Starting newton at: 0.538145366301429"
[1] "Newton iter: 1, lambda:0.406520475434169, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.412420836546409, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.412432978865437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412432978916817, diff to last: 0"
[1] "Final threshold is: 0.0274384102030768"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.37551580976452"
[1] "Starting iterative with newton 1.37551580976452"
[1] "Starting newton at: 0.940970218249122"
[1] "Newton iter: 1, lambda:0.833560422529174, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.840418314706329, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.840447847770922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.840447848317032, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.840447848317032"
[1] "Starting iterative with newton 0.840447848317032"
[1] "Starting newton at: 0.592041793679055"
[1] "Newton iter: 1, lambda:0.665647041814637, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.668587914609611, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.668592524554347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668592524565665, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668592524554347"
[1] "Starting iterative with newton 0.668592524554347"
[1] "Starting newton at: 0.666649854155882"
[1] "Newton iter: 1, lambda:0.611405738719264, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.612915109973767, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.61291625473714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612916254737798, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.61291625473714"
[1] "Starting iterative with newton 0.61291625473714"
[1] "Starting newton at: 0.671464601248176"
[1] "Newton iter: 1, lambda:0.591786247246665, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.594844737577884, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.59484934817484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59484934818531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59484934818531"
[1] "Starting iterative with newton 0.59484934818531"
[1] "Starting newton at: 0.663735737007729"
[1] "Newton iter: 1, lambda:0.586090305673814, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.588978831914183, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.588982917657101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58898291766527, diff to last: 0"
[1] "Final threshold is: 0.0391839540614264"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15650268884276"
[1] "Starting iterative with newton 1.15650268884276"
[1] "Starting newton at: 0.965510952675757"
[1] "Newton iter: 1, lambda:0.931826332219726, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.932602781362457, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.932603201518648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.932603201518771, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.932603201518771"
[1] "Starting iterative with newton 0.932603201518771"
[1] "Starting newton at: 0.763048657005644"
[1] "Newton iter: 1, lambda:0.842580999115089, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.846866762524482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.846878845248022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846878845343876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.846878845248022"
[1] "Starting iterative with newton 0.846878845248022"
[1] "Starting newton at: 0.758192082315075"
[1] "Newton iter: 1, lambda:0.811403660392893, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.81325538529122, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813257583577917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813257583581013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813257583581013"
[1] "Starting iterative with newton 0.813257583581013"
[1] "Starting newton at: 0.763288016152734"
[1] "Newton iter: 1, lambda:0.79913939500285, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.799966065665533, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.799966499248395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799966499248514, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.799966499248395"
[1] "Starting iterative with newton 0.799966499248395"
[1] "Starting newton at: 0.770151205610154"
[1] "Newton iter: 1, lambda:0.79432387799091, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.794696521720909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.794696609456748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.794696609456753, diff to last: 0"
[1] "Final threshold is: 0.052869708957932"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.16057143711811"
[1] "Starting iterative with newton 1.16057143711811"
[1] "Starting newton at: 0.849437617717079"
[1] "Newton iter: 1, lambda:0.874305832600903, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.874715169349368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.87471527907447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.874715279074478, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.87471527907447"
[1] "Starting iterative with newton 0.87471527907447"
[1] "Starting newton at: 0.850573323951694"
[1] "Newton iter: 1, lambda:0.772901677170625, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.776417152630726, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.776424603030698, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776424603064117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.776424603030698"
[1] "Starting iterative with newton 0.776424603030698"
[1] "Starting newton at: 0.855172865172702"
[1] "Newton iter: 1, lambda:0.733980527673219, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.742137627989747, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.742176594384951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74217659527162, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.74217659527162"
[1] "Starting iterative with newton 0.74217659527162"
[1] "Starting newton at: 0.85876459066517"
[1] "Newton iter: 1, lambda:0.71954571434026, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.730116637913068, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.730181419048145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730181421472323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730181421472323"
[1] "Starting iterative with newton 0.730181421472323"
[1] "Starting newton at: 0.857904249173297"
[1] "Newton iter: 1, lambda:0.71478762211085, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.725900681731707, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.725972014544176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.72597201747225, diff to last: 0"
[1] "Final threshold is: 0.0482975878072493"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.957252257793344"
[1] "Starting iterative with newton 0.957252257793344"
[1] "Starting newton at: 0.882116587500323"
[1] "Newton iter: 1, lambda:1.01174046363051, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.02610533598934, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.02627290714128, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0262729297626, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0262729297626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0262729297626"
[1] "Starting iterative with newton 1.0262729297626"
[1] "Starting newton at: 1.19007364646416"
[1] "Newton iter: 1, lambda:1.04216534199517, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.05841427993263, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05863389107551, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05863393081562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05863393081562, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05863393081562"
[1] "Starting iterative with newton 1.05863393081562"
[1] "Starting newton at: 1.19052622319551"
[1] "Newton iter: 1, lambda:1.06083626224276, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.07361900654249, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.07375608235445, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07375609799792, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07375609799792, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07375608235445"
[1] "Starting iterative with newton 1.07375608235445"
[1] "Starting newton at: 1.19682948521804"
[1] "Newton iter: 1, lambda:1.06800435455315, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.08067741289729, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.08081279738971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08081281272321, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08081281272321, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08081281272321"
[1] "Starting iterative with newton 1.08081281272321"
[1] "Starting newton at: 1.19956798520671"
[1] "Newton iter: 1, lambda:1.0713948299068, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.0839702542798, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.08410385612113, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08410387108697, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08410387108697, diff to last: 0"
[1] "Final threshold is: 0.0721234436670324"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.775120480114515"
[1] "Starting iterative with newton 0.775120480114515"
[1] "Starting newton at: 1.21022067810319"
[1] "Newton iter: 1, lambda:1.24149490533568, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.24251820904874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24251928056066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24251928056183, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24251928056066"
[1] "Starting iterative with newton 1.24251928056066"
[1] "Starting newton at: 1.70538570166917"
[1] "Newton iter: 1, lambda:1.51732591148521, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.55153435681003, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.55299782143229, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5530004167829, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55300041679105, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55300041679105"
[1] "Starting iterative with newton 1.55300041679105"
[1] "Starting newton at: 1.68601490063687"
[1] "Newton iter: 1, lambda:1.74796166481174, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.75343135218845, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.75347151993907, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75347152209174, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75347151993907"
[1] "Starting iterative with newton 1.75347151993907"
[1] "Starting newton at: 1.64815097146045"
[1] "Newton iter: 1, lambda:1.82515684202899, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.87715253882932, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.88121887400726, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.88124238808268, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88124238886498, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88124238886498"
[1] "Starting iterative with newton 1.88124238886498"
[1] "Starting newton at: 1.63821771317742"
[1] "Newton iter: 1, lambda:1.86166084013701, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.94942328380415, diff to last: 0.088"
[1] "Newton iter: 3, lambda:1.96193576297616, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.96216923209881, diff to last: 0"
[1] "Newton iter: 5, lambda:1.9621693120914, diff to last: 0"
[1] "Newton iter: 6, lambda:1.96216931209141, diff to last: 0"
[1] "Final threshold is: 0.130539528194759"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.835634144974815"
[1] "Starting iterative with newton 0.835634144974815"
[1] "Starting newton at: 1.06200334844063"
[1] "Newton iter: 1, lambda:1.0856943105002, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.08617928749121, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08617948786787, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08617948786791, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08617948786787"
[1] "Starting iterative with newton 1.08617948786787"
[1] "Starting newton at: 1.06896382941818"
[1] "Newton iter: 1, lambda:1.19508855036236, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.21083217010721, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.21106232199343, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21106237064104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21106237064105, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21106237064104"
[1] "Starting iterative with newton 1.21106237064104"
[1] "Starting newton at: 1.46847603964763"
[1] "Newton iter: 1, lambda:1.22416137618599, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.26944335986039, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.27145880735678, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27146267727177, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27146267728601, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27146267727177"
[1] "Starting iterative with newton 1.27146267727177"
[1] "Starting newton at: 1.47635745848255"
[1] "Newton iter: 1, lambda:1.26284936378226, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.29896797522911, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.30026455013604, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30026617776333, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30026617776589, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30026617776333"
[1] "Starting iterative with newton 1.30026617776333"
[1] "Starting newton at: 1.48118082992125"
[1] "Newton iter: 1, lambda:1.28026090476653, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.31285119707503, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31391278094759, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31391388046253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31391388046371, diff to last: 0"
[1] "Final threshold is: 0.0874122824096708"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.41187797925294"
[1] "Newton iter: 1, lambda:1.41748840139153, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.41752685421079, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41752685600764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41752685421079"
[1] "Starting iterative with newton 1.41752685421079"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.293087506274775"
threshold is:
[{'ad': 0.0029454204449038783, 'da': 0.006670571214154939, 'dd': 0.01098760276249933}, {'ad': 0.009405394824363901, 'da': 0.01184145715796076, 'dd': 0.019101487487276546}, {'ad': 0.023833334941810624, 'da': 0.02743841020307677, 'dd': 0.03918395406142645}, {'ad': 0.05286970895793201, 'da': 0.048297587807249284, 'dd': 0.07212344366703237}, {'ad': 0.13053952819475886, 'da': 0.08741228240967083, 'dd': 0.29308750627477465}]
Number of points in noise estimation: 128
Estimated noise: 0.06652816726382355
0.06652816726382355
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.1107922215828"
[1] "Starting iterative with newton 20.1107922215828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.5575945004174"
[1] "Starting iterative with newton 9.5575945004174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.95646972772978"
[1] "Starting iterative with newton 4.95646972772978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.86690828289618"
[1] "Starting iterative with newton 4.86690828289618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.23065098930307"
[1] "Starting iterative with newton 3.23065098930307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.49075837034411"
[1] "Starting iterative with newton 2.49075837034411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98188129737353"
[1] "Starting iterative with newton 1.98188129737353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74566185170234"
[1] "Starting iterative with newton 1.74566185170234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37551580976452"
[1] "Starting iterative with newton 1.37551580976452"
[1] "Starting newton at: 1.5724252305453"
[1] "Newton iter: 1, lambda:1.28074513238876, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.21149509605999, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.2053851972498, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.20533563064114, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2053356273736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2053356273736"
[1] "Starting iterative with newton 1.2053356273736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15650268884276"
[1] "Starting iterative with newton 1.15650268884276"
[1] "Starting newton at: 1.32593714141776"
[1] "Newton iter: 1, lambda:1.12995564454761, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.08304482341539, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.07962186074679, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.07960333968691, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07960333914457, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07960333968691"
[1] "Starting iterative with newton 1.07960333968691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16057143711811"
[1] "Starting iterative with newton 1.16057143711811"
[1] "Starting newton at: 1.3525655607935"
[1] "Newton iter: 1, lambda:1.18739318689624, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.15533270766567, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.1538915636874, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.15388861851803, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15388861850572, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15388861851803"
[1] "Starting iterative with newton 1.15388861851803"
[1] "Starting newton at: 1.344111286786"
[1] "Newton iter: 1, lambda:1.17716621170939, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.14375952220271, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.14216206635584, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.14215837303543, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14215837301568, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14215837303543"
[1] "Starting iterative with newton 1.14215837303543"
[1] "Starting newton at: 1.32583649823059"
[1] "Newton iter: 1, lambda:1.15904160197224, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.12437236000695, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.12259056548245, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.12258581204383, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12258581200999, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.12258581200999"
[1] "Starting iterative with newton 1.12258581200999"
[1] "Starting newton at: 1.30169739822046"
[1] "Newton iter: 1, lambda:1.13011884195233, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.09134947354504, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.0889858258164, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.08897696221971, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08897696209507, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08897696221971"
[1] "Starting iterative with newton 1.08897696221971"
[1] "Starting newton at: 1.25687014310712"
[1] "Newton iter: 1, lambda:1.07836747567611, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.03204679450681, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.02829370086007, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.02826890424571, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02826890316404, diff to last: 0"
[1] "Final threshold is: 0.0684088455818858"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.957252257793344"
[1] "Starting iterative with newton 0.957252257793344"
[1] "Starting newton at: 1.08181686679155"
[1] "Newton iter: 1, lambda:1.09844003214874, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.09802017980883, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09801991205756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09801991205745, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09801991205745"
[1] "Starting iterative with newton 1.09801991205745"
[1] "Starting newton at: 1.40594823546617"
[1] "Newton iter: 1, lambda:1.34903025066884, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.3462090246469, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.3462015831447, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34620158309278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3462015831447"
[1] "Starting iterative with newton 1.3462015831447"
[1] "Starting newton at: 1.65486761604125"
[1] "Newton iter: 1, lambda:1.6077081863034, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.60675418255099, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.60675374017421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60675374017411, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60675374017411"
[1] "Starting iterative with newton 1.60675374017411"
[1] "Starting newton at: 1.85462703243806"
[1] "Newton iter: 1, lambda:1.79301671203046, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.79235881221886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.79235870680853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79235870680853, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79235870680853"
[1] "Starting iterative with newton 1.79235870680853"
[1] "Starting newton at: 1.90711306979908"
[1] "Newton iter: 1, lambda:1.93247345029754, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.93239341040557, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93239340977982, diff to last: 0"
[1] "Final threshold is: 0.128558591985342"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.775120480114515"
[1] "Starting iterative with newton 0.775120480114515"
[1] "Starting newton at: 1.44207501348454"
[1] "Newton iter: 1, lambda:1.38140857233876, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.37871212829733, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.37870623734646, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37870623731823, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37870623734646"
[1] "Starting iterative with newton 1.37870623734646"
[1] "Starting newton at: 2.02441180536822"
[1] "Newton iter: 1, lambda:2.02669865078686, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.0266996378803, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02669963788049, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0266996378803"
[1] "Starting iterative with newton 2.0266996378803"
[1] "Starting newton at: 2.33582347486378"
[1] "Newton iter: 1, lambda:2.39281538539868, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.39425254157397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.39425353351621, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39425353351668, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.39425353351621"
[1] "Starting iterative with newton 2.39425353351621"
[1] "Starting newton at: 2.5912355825921"
[1] "Newton iter: 1, lambda:2.58137983449235, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.58143598155162, diff to last: 0"
[1] "Newton iter: 3, lambda:2.58143598336348, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.58143598336348"
[1] "Starting iterative with newton 2.58143598336348"
[1] "Starting newton at: 2.66359513050423"
[1] "Newton iter: 1, lambda:2.67587198593158, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.67596424563429, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67596425086846, diff to last: 0"
[1] "Final threshold is: 0.178026996925569"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.835634144974815"
[1] "Starting iterative with newton 0.835634144974815"
[1] "Starting newton at: 1.25195546377337"
[1] "Newton iter: 1, lambda:1.24138377650205, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.24125653001136, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24125651143904, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24125651143904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24125653001136"
[1] "Starting iterative with newton 1.24125653001136"
[1] "Starting newton at: 1.64146176442091"
[1] "Newton iter: 1, lambda:1.72562270649349, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.72300011964352, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.72299826000819, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72299826000724, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72299826000819"
[1] "Starting iterative with newton 1.72299826000819"
[1] "Starting newton at: 2.1286348103401"
[1] "Newton iter: 1, lambda:2.05753427514467, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.05833694354702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05833700351141, diff to last: 0"
[1] "Newton iter: 4, lambda:2.05833700351141, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.05833700351141"
[1] "Starting iterative with newton 2.05833700351141"
[1] "Starting newton at: 2.17971937071186"
[1] "Newton iter: 1, lambda:2.23952679265149, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24015029340357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24015038012507, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24015038012507, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.24015038012507"
[1] "Starting iterative with newton 2.24015038012507"
[1] "Starting newton at: 2.36148997153179"
[1] "Newton iter: 1, lambda:2.32786103750565, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.32819391959314, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32819394980311, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32819394980311, diff to last: 0"
[1] "Final threshold is: 0.154890476515124"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.09051134065982"
[1] "Newton iter: 1, lambda:1.91002507739635, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.91914967916021, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.91915855563628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91915855564549, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.91915855564549"
[1] "Starting iterative with newton 1.91915855564549"
[1] "Starting newton at: 2.56867757143614"
[1] "Newton iter: 1, lambda:2.64467151824681, diff to last: 0.076"
[1] "Newton iter: 2, lambda:2.64964301556293, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.64966469448177, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64966469489409, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.64966469448177"
[1] "Starting iterative with newton 2.64966469448177"
[1] "Starting newton at: 2.97469672791291"
[1] "Newton iter: 1, lambda:3.00916237522422, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.01036295456047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.01036439118421, diff to last: 0"
[1] "Newton iter: 4, lambda:3.01036439118626, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.01036439118626"
[1] "Starting iterative with newton 3.01036439118626"
[1] "Starting newton at: 3.15620790489616"
[1] "Newton iter: 1, lambda:3.19680269176434, diff to last: 0.041"
[1] "Newton iter: 2, lambda:3.19856649786517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.1985697423865, diff to last: 0"
[1] "Newton iter: 4, lambda:3.19856974239747, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.1985697423865"
[1] "Starting iterative with newton 3.1985697423865"
[1] "Starting newton at: 3.26402128548316"
[1] "Newton iter: 1, lambda:3.2836590643968, diff to last: 0.02"
[1] "Newton iter: 2, lambda:3.28407414811999, diff to last: 0"
[1] "Newton iter: 3, lambda:3.28407433069235, diff to last: 0"
[1] "Newton iter: 4, lambda:3.28407433069238, diff to last: 0"
[1] "Final threshold is: 0.218483446379132"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.06840884558188579, 'dd': 0.1285585919853421}, {'ad': 0.17802699692556923, 'da': 0.1548904765151236, 'dd': 0.21848344637913225}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402707246215285. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025001047802963527
0.025001047802963527
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 53.5151230168388"
[1] "Starting iterative with newton 53.5151230168388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.4329038756607"
[1] "Starting iterative with newton 25.4329038756607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.1892410943432"
[1] "Starting iterative with newton 13.1892410943432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9509167317309"
[1] "Starting iterative with newton 12.9509167317309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.59681126492284"
[1] "Starting iterative with newton 8.59681126492284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.62794578779132"
[1] "Starting iterative with newton 6.62794578779132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.27381618113945"
[1] "Starting iterative with newton 5.27381618113945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.6452326547035"
[1] "Starting iterative with newton 4.6452326547035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66026842503779"
[1] "Starting iterative with newton 3.66026842503779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07747118963841"
[1] "Starting iterative with newton 3.07747118963841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.08829819048853"
[1] "Starting iterative with newton 3.08829819048853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54726277162669"
[1] "Starting iterative with newton 2.54726277162669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0626073497832"
[1] "Starting iterative with newton 2.0626073497832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22363512947073"
[1] "Starting iterative with newton 2.22363512947073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79482745173026"
[1] "Starting iterative with newton 1.79482745173026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402707246215285. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025001047802963527
0.025001047802963527
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503144876211517, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503823617074048, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503823618308415, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0503823617074048"
[1] "Starting iterative with newton 0.0503823617074048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165742322177932, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165798297069554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165798297075938, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0165798297069554"
[1] "Starting iterative with newton 0.0165798297069554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0159687212671314, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0159738276474529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0159738276479751, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0159738276479751"
[1] "Starting iterative with newton 0.0159738276479751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0159579484368638, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0159630463127402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0159630463132605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0159630463127402"
[1] "Starting iterative with newton 0.0159630463127402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0159577568051907, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0159628545298599, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0159628545303801, diff to last: 0"
[1] "Final threshold is: 0.00039908808917278"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114078328409561, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.11505889129961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115058963487668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115058963487669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115058963487669"
[1] "Starting iterative with newton 0.115058963487669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405812930438969, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.040640305958273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406403060830623, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0406403060830623"
[1] "Starting iterative with newton 0.0406403060830623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0385134503469753, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0385653714310672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385653715254287, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0385653714310672"
[1] "Starting iterative with newton 0.0385653714310672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384551577807605, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385068883506203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03850688844423, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.03850688844423"
[1] "Starting iterative with newton 0.03850688844423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384535143314454, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385052395372704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038505239630859, diff to last: 0"
[1] "Final threshold is: 0.000962671336675671"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173860145384746, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.177064461180157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.177065540897149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177065540897272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.177065540897149"
[1] "Starting iterative with newton 0.177065540897149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.069608724485413, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0699765090833982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699765193440123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0699765193440123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0699765090833982"
[1] "Starting iterative with newton 0.0699765090833982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.062356820375075, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626416179697238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626416239083333, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0626416239083333"
[1] "Starting iterative with newton 0.0626416239083333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0618675096323658, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0621470972449914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0621471029529359, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0621471029529359"
[1] "Starting iterative with newton 0.0621471029529359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0618345605091811, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.062113799072845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0621138047655065, diff to last: 0"
[1] "Final threshold is: 0.00155291005984387"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17863290611125, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.182421232754379, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182422924483823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18242292448416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.182422924483823"
[1] "Starting iterative with newton 0.182422924483823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469108645252007, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470148809398263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470148814512636, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0470148814512636"
[1] "Starting iterative with newton 0.0470148814512636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420810047833193, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421597038462364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421597041215203, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0421597038462364"
[1] "Starting iterative with newton 0.0421597038462364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.041910193573831, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419880773548783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419880776238747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0419880776238747"
[1] "Starting iterative with newton 0.0419880776238747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419041588287563, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419820139030156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.041982014171792, diff to last: 0"
[1] "Final threshold is: 0.00104959434317366"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.200010503860492, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.205642505434301, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.205646942640874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205646942643628, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205646942640874"
[1] "Starting iterative with newton 0.205646942640874"
[1] "Starting newton at: 0.0769442372903893"
[1] "Newton iter: 1, lambda:0.074235557692568, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.07423602109114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0742360210911535, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.07423602109114"
[1] "Starting iterative with newton 0.07423602109114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0683016066645017, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068583985165297, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0685839899904915, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0685839899904915"
[1] "Starting iterative with newton 0.0685839899904915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068054602607619, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068334427614242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.068334432343885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.068334427614242"
[1] "Starting iterative with newton 0.068334427614242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068043684244888, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0683233967723727, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0683234014978317, diff to last: 0"
[1] "Final threshold is: 0.00170815650876694"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.351829825722848"
[1] "Newton iter: 1, lambda:0.316011341002313, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.316265869705683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316265882625611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316265882625611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.316265869705683"
[1] "Starting iterative with newton 0.316265869705683"
[1] "Starting newton at: 0.230372836492798"
[1] "Newton iter: 1, lambda:0.117335535949434, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.118631995136312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118632166109616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118632166109619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118632166109616"
[1] "Starting iterative with newton 0.118632166109616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104156521808986, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105186467255661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105186567926245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105186567926246, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105186567926245"
[1] "Starting iterative with newton 0.105186567926245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103254844388664, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104262138445516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104262234273212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104262234273213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104262234273212"
[1] "Starting iterative with newton 0.104262234273212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103192786086506, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.10419853396936, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104198629471368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104198629471368, diff to last: 0"
[1] "Final threshold is: 0.00260507491641694"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.327695070466568"
[1] "Newton iter: 1, lambda:0.41377064362643, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.415703304406906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.415704264542784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415704264543021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.415704264542784"
[1] "Starting iterative with newton 0.415704264542784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140187668798401, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142602012494709, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.14260272788522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142602727885283, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14260272788522"
[1] "Starting iterative with newton 0.14260272788522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117953445780549, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119507829260708, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119508099078436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119508099078444, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.119508099078444"
[1] "Starting iterative with newton 0.119508099078444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116054522318576, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117546670612082, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117546917186697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117546917186704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117546917186704"
[1] "Starting iterative with newton 0.117546917186704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115893084979929, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117380019160179, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11738026384011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117380263840117, diff to last: 0"
[1] "Final threshold is: 0.00293462958739107"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.433442294187095"
[1] "Newton iter: 1, lambda:0.462700330128167, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.462948039622244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.462948057266751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462948057266751, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.462948057266751"
[1] "Starting iterative with newton 0.462948057266751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161382558974463, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.165030910525926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165032772906533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165032772907018, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.165032772906533"
[1] "Starting iterative with newton 0.165032772906533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135184740905485, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137484688335038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137485353821467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137485353821523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137485353821467"
[1] "Starting iterative with newton 0.137485353821467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132704834461502, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.13489886287528, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13489946241426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134899462414304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13489946241426"
[1] "Starting iterative with newton 0.13489946241426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132471568853448, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134655810083478, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134656403722917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134656403722961, diff to last: 0"
[1] "Final threshold is: 0.00336655118645181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.66026842503779"
[1] "Starting iterative with newton 3.66026842503779"
[1] "Starting newton at: 0.639457014412771"
[1] "Newton iter: 1, lambda:0.582978254557732, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.584123623062797, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.584124102260368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584124102260452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.584124102260368"
[1] "Starting iterative with newton 0.584124102260368"
[1] "Starting newton at: 0.399176930379811"
[1] "Newton iter: 1, lambda:0.215558531392572, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.221777010945751, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.221784232090507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221784232100242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221784232090507"
[1] "Starting iterative with newton 0.221784232090507"
[1] "Starting newton at: 0.329119224435054"
[1] "Newton iter: 1, lambda:0.174002735493522, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.177930774186909, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177933306891036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177933306892089, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177933306892089"
[1] "Starting iterative with newton 0.177933306892089"
[1] "Starting newton at: 0.330379097573107"
[1] "Newton iter: 1, lambda:0.168433580781938, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.172644739073817, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.172647601593748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172647601595071, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172647601593748"
[1] "Starting iterative with newton 0.172647601593748"
[1] "Starting newton at: 0.335431999394663"
[1] "Newton iter: 1, lambda:0.167488374247238, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.172007096521552, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172010385739858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1720103857416, diff to last: 0"
[1] "Final threshold is: 0.00430043987648837"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.07747118963841"
[1] "Starting iterative with newton 3.07747118963841"
[1] "Starting newton at: 0.635659941857871"
[1] "Newton iter: 1, lambda:0.625935882722097, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.625974620493217, diff to last: 0"
[1] "Newton iter: 3, lambda:0.625974621109801, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625974621109801"
[1] "Starting iterative with newton 0.625974621109801"
[1] "Starting newton at: 0.370527821285964"
[1] "Newton iter: 1, lambda:0.26425535438872, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.266770730428416, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.266772151098134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266772151098587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.266772151098134"
[1] "Starting iterative with newton 0.266772151098134"
[1] "Starting newton at: 0.394467275961963"
[1] "Newton iter: 1, lambda:0.207796341377805, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.214600033315644, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.214609159441938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214609159458355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.214609159441938"
[1] "Starting iterative with newton 0.214609159441938"
[1] "Starting newton at: 0.3988585147514"
[1] "Newton iter: 1, lambda:0.199503406319033, diff to last: 0.199"
[1] "Newton iter: 2, lambda:0.207107232727683, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.20711840159973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207118401623822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.20711840159973"
[1] "Starting iterative with newton 0.20711840159973"
[1] "Starting newton at: 0.403513782832065"
[1] "Newton iter: 1, lambda:0.197975385422017, diff to last: 0.206"
[1] "Newton iter: 2, lambda:0.206032126241283, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.206044628295008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206044628325106, diff to last: 0"
[1] "Final threshold is: 0.00515133160154735"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.08829819048853"
[1] "Starting iterative with newton 3.08829819048853"
[1] "Starting newton at: 0.677617761481883"
[1] "Newton iter: 1, lambda:0.598988835970232, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.601304865697547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601306926661362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601306926662993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601306926661362"
[1] "Starting iterative with newton 0.601306926661362"
[1] "Starting newton at: 0.338939680077046"
[1] "Newton iter: 1, lambda:0.268643446121027, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.269743271972286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269743542749016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269743542749033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.269743542749016"
[1] "Starting iterative with newton 0.269743542749016"
[1] "Starting newton at: 0.351971178618788"
[1] "Newton iter: 1, lambda:0.217102845135809, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.22072412945049, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.220726760867428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220726760868818, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220726760867428"
[1] "Starting iterative with newton 0.220726760867428"
[1] "Starting newton at: 0.361613178955174"
[1] "Newton iter: 1, lambda:0.208877834729297, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.213438339142119, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.213442439801965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21344243980528, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213442439801965"
[1] "Starting iterative with newton 0.213442439801965"
[1] "Starting newton at: 0.364357357437128"
[1] "Newton iter: 1, lambda:0.207562352926452, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.212354922220261, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.21235943886902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212359438873031, diff to last: 0"
[1] "Final threshold is: 0.00530920848257489"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54726277162669"
[1] "Starting iterative with newton 2.54726277162669"
[1] "Starting newton at: 0.523726587016156"
[1] "Newton iter: 1, lambda:0.654019438467775, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.661761799466087, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.661788264236298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.661788264544762, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.661788264544762"
[1] "Starting iterative with newton 0.661788264544762"
[1] "Starting newton at: 0.366474594438124"
[1] "Newton iter: 1, lambda:0.33097321882978, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.331320680926174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.331320714324882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331320714324882, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331320714324882"
[1] "Starting iterative with newton 0.331320714324882"
[1] "Starting newton at: 0.357854462946937"
[1] "Newton iter: 1, lambda:0.270758924993552, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.272611727605696, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.272612571038394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272612571038569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272612571038569"
[1] "Starting iterative with newton 0.272612571038569"
[1] "Starting newton at: 0.370873728342413"
[1] "Newton iter: 1, lambda:0.259352565551799, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.262318053588282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.262320165651761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262320165652832, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262320165651761"
[1] "Starting iterative with newton 0.262320165651761"
[1] "Starting newton at: 0.370253753258476"
[1] "Newton iter: 1, lambda:0.257498616235924, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.260517950850804, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.260520131463438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260520131464575, diff to last: 0"
[1] "Final threshold is: 0.00651327626035176"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.0626073497832"
[1] "Starting iterative with newton 2.0626073497832"
[1] "Starting newton at: 0.794067483563626"
[1] "Newton iter: 1, lambda:0.73976474088976, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.741278860234714, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.74128006293079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741280062931548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.741280062931548"
[1] "Starting iterative with newton 0.741280062931548"
[1] "Starting newton at: 0.308805525042941"
[1] "Newton iter: 1, lambda:0.426658224551908, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.431686610342382, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.431695664491282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431695664520617, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.431695664491282"
[1] "Starting iterative with newton 0.431695664491282"
[1] "Starting newton at: 0.318682414898867"
[1] "Newton iter: 1, lambda:0.360899570108667, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.361470256676777, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.36147036061519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361470360615193, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36147036061519"
[1] "Starting iterative with newton 0.36147036061519"
[1] "Starting newton at: 0.320202302668113"
[1] "Newton iter: 1, lambda:0.345501892252319, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.345700987490612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.345700999797279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345700999797279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345700999797279"
[1] "Starting iterative with newton 0.345700999797279"
[1] "Starting newton at: 0.320301833819137"
[1] "Newton iter: 1, lambda:0.342021906876526, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.342167691251029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.342167697808261, diff to last: 0"
[1] "Final threshold is: 0.00855455080559665"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22363512947073"
[1] "Starting iterative with newton 2.22363512947073"
[1] "Starting newton at: 0.535748070935627"
[1] "Newton iter: 1, lambda:0.678557793715883, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.688504726834345, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.68855128473005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.688551285746737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68855128473005"
[1] "Starting iterative with newton 0.68855128473005"
[1] "Starting newton at: 0.322580196964353"
[1] "Newton iter: 1, lambda:0.38527077412676, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.386523922993226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.386524420564013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386524420564092, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386524420564013"
[1] "Starting iterative with newton 0.386524420564013"
[1] "Starting newton at: 0.320240253049058"
[1] "Newton iter: 1, lambda:0.325530257417661, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.325538256101421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.3255382561197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.3255382561197"
[1] "Starting iterative with newton 0.3255382561197"
[1] "Starting newton at: 0.323572450216458"
[1] "Newton iter: 1, lambda:0.313212621079662, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.313242584120791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313242584371628, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313242584120791"
[1] "Starting iterative with newton 0.313242584120791"
[1] "Starting newton at: 0.324626237608155"
[1] "Newton iter: 1, lambda:0.310710366306339, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.310764169248963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310764170054059, diff to last: 0"
[1] "Final threshold is: 0.00776942985084157"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.79482745173026"
[1] "Starting iterative with newton 1.79482745173026"
[1] "Starting newton at: 0.750210668446779"
[1] "Newton iter: 1, lambda:0.787328646142927, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.788137997227759, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.788138376974072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788138376974155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.788138376974072"
[1] "Starting iterative with newton 0.788138376974072"
[1] "Starting newton at: 0.555789413705717"
[1] "Newton iter: 1, lambda:0.510599693930189, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.511452521363966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.511452827892708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.511452827892748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.511452827892708"
[1] "Starting iterative with newton 0.511452827892708"
[1] "Starting newton at: 0.590079772762172"
[1] "Newton iter: 1, lambda:0.428092400055236, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.437778615856207, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.437814331209242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437814331694205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437814331694205"
[1] "Starting iterative with newton 0.437814331694205"
[1] "Starting newton at: 0.294704344813027"
[1] "Newton iter: 1, lambda:0.41315752462867, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.418391772070136, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.418401899228383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418401899266269, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418401899266269"
[1] "Starting iterative with newton 0.418401899266269"
[1] "Starting newton at: 0.295261501961547"
[1] "Newton iter: 1, lambda:0.408542228342559, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.413290081404717, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.413298349468977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413298349494037, diff to last: 0"
[1] "Final threshold is: 0.0103328917919598"
threshold is:
[{'ad': 0.00039908808917278, 'da': 0.0009626713366756705, 'dd': 0.0015529100598438688}, {'ad': 0.0010495943431736649, 'da': 0.001708156508766935, 'dd': 0.0026050749164169443}, {'ad': 0.0029346295873910696, 'da': 0.0033665511864518116, 'dd': 0.004300439876488375}, {'ad': 0.005151331601547353, 'da': 0.005309208482574891, 'dd': 0.006513276260351761}, {'ad': 0.008554550805596648, 'da': 0.00776942985084157, 'dd': 0.010332891791959824}]
Number of points in noise estimation: 128
Estimated noise: 0.06652816726382355
0.06652816726382355
threshold is:
[{'ad': 0.018766494647372234, 'da': 0.017761588630610413, 'dd': 0.015132543773293428}, {'ad': 0.005951946785565099, 'da': 0.007817848168802165, 'dd': 0.017845941779196323}, {'ad': 0.024062487646640207, 'da': 0.025253163491768038, 'dd': 0.027930045981798112}, {'ad': 0.04410636556767766, 'da': 0.0453363463901397, 'dd': 0.05156136393242697}, {'ad': 0.07889690108971183, 'da': 0.068502119358702, 'dd': 0.29308750627477465}]
['baboon256', 0.05, 0, 0.0024751384281039806, 0.00240831686819039, 0.002252284006660685, 0.008226503098875588, 0.002889731391476708, 0.0030149954859552213, 0.0021253877141737083, 0.002475138428103982, 26.06400507081714, 26.182863724586205, 26.47376847058409, 20.847847343619375, 25.391425242403386, 25.207133337481107, 26.725618341938613, 26.06400507081713]
baboon256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.0664688818953858
0.0664688818953858
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0338246550405485"
[1] "Newton iter: 1, lambda:0.124139974759289, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.124721228422821, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124721252391358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124721252391358, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124721252391358"
[1] "Starting iterative with newton 0.124721252391358"
[1] "Starting newton at: 0.0690952818992117"
[1] "Newton iter: 1, lambda:0.0438775605324253, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0439002794953691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0439002795138016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0439002795138016"
[1] "Starting iterative with newton 0.0439002795138016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425695521441904, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426312481733039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042631248302939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.042631248302939"
[1] "Starting iterative with newton 0.042631248302939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425494963997396, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426110898019804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426110899310912, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0426110899310912"
[1] "Starting iterative with newton 0.0426110899310912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425491777550031, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426107695283733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426107696574758, diff to last: 0"
[1] "Final threshold is: 0.00283229020725295"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0647087264928534"
[1] "Newton iter: 1, lambda:0.271256195232857, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.278038525697199, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.27804569465651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278045694664512, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.27804569465651"
[1] "Starting iterative with newton 0.27804569465651"
[1] "Starting newton at: 0.144994565453511"
[1] "Newton iter: 1, lambda:0.11563230809726, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.115727983239655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.115727984255932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115727983239655"
[1] "Starting iterative with newton 0.115727983239655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101240991665999, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102306132309354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102306250205729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10230625020573, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102306250205729"
[1] "Starting iterative with newton 0.102306250205729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100160651800927, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101197184034307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101197295044497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101197295044498, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101197295044498"
[1] "Starting iterative with newton 0.101197295044498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100071404597908, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101105595524656, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101105705981388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101105705981389, diff to last: 0"
[1] "Final threshold is: 0.00672038322982655"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.517279616985261"
[1] "Newton iter: 1, lambda:0.347557246550604, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.354192557533874, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.354202925910916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354202925936217, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354202925910916"
[1] "Starting iterative with newton 0.354202925910916"
[1] "Starting newton at: 0.0970740346366626"
[1] "Newton iter: 1, lambda:0.159772132395254, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.160284488515112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.160284522688055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160284522688055, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.160284522688055"
[1] "Starting iterative with newton 0.160284522688055"
[1] "Starting newton at: 0.148073361474812"
[1] "Newton iter: 1, lambda:0.144137358506781, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.14413925342369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144139253424129, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14413925342369"
[1] "Starting iterative with newton 0.14413925342369"
[1] "Starting newton at: 0.164218630739177"
[1] "Newton iter: 1, lambda:0.142685766162584, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.142742172814521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.142742173201753, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.142742172814521"
[1] "Starting iterative with newton 0.142742172814521"
[1] "Starting newton at: 0.165615711348346"
[1] "Newton iter: 1, lambda:0.142556252092157, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.142620909908826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14262091041741, diff to last: 0"
[1] "Final threshold is: 0.0094798524165422"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.523269341558424"
[1] "Newton iter: 1, lambda:0.405180704874234, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.409009897126389, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.409014014406888, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409014014411646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.409014014406888"
[1] "Starting iterative with newton 0.409014014406888"
[1] "Starting newton at: 0.261767515284249"
[1] "Newton iter: 1, lambda:0.164891866609253, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.166199707487469, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.166199947175198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166199947175206, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.166199947175198"
[1] "Starting iterative with newton 0.166199947175198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139049781688846, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141590168125837, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141591014454781, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141591014454875, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141591014454875"
[1] "Starting iterative with newton 0.141591014454875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136648327680957, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139082913876766, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139083685332743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13908368533282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139083685332743"
[1] "Starting iterative with newton 0.139083685332743"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136403457466837, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138827402464136, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138828166595935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138828166596011, diff to last: 0"
[1] "Final threshold is: 0.00922775300921812"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.529578420837078"
[1] "Newton iter: 1, lambda:0.557571395686419, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.557838121751716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.55783814577816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55783814577816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.55783814577816"
[1] "Starting iterative with newton 0.55783814577816"
[1] "Starting newton at: 0.252136151513704"
[1] "Newton iter: 1, lambda:0.243861282000894, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.243874938064518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243874938101729, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.243874938064518"
[1] "Starting iterative with newton 0.243874938064518"
[1] "Starting newton at: 0.241077746861002"
[1] "Newton iter: 1, lambda:0.203457024536127, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.203711972900148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.203711984626943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203711984626943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.203711984626943"
[1] "Starting iterative with newton 0.203711984626943"
[1] "Starting newton at: 0.257411250377786"
[1] "Newton iter: 1, lambda:0.197853414033826, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.198483133563499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198483204134481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198483204134481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.198483204134481"
[1] "Starting iterative with newton 0.198483204134481"
[1] "Starting newton at: 0.237662944990079"
[1] "Newton iter: 1, lambda:0.197514858509112, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.197800753893045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.197800768412846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197800768412846, diff to last: 0"
[1] "Final threshold is: 0.01314759591445"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41548649554304"
[1] "Starting iterative with newton 2.41548649554304"
[1] "Starting newton at: 0.702146552711414"
[1] "Newton iter: 1, lambda:0.709152074463398, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.709175551002042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.709175551265026, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709175551265026"
[1] "Starting iterative with newton 0.709175551265026"
[1] "Starting newton at: 0.395128758118718"
[1] "Newton iter: 1, lambda:0.351310168407758, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.351888712399267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351888813671415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351888813671418, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351888813671418"
[1] "Starting iterative with newton 0.351888813671418"
[1] "Starting newton at: 0.294063385588077"
[1] "Newton iter: 1, lambda:0.285603391633172, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.285621996638667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285621996728678, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.285621996638667"
[1] "Starting iterative with newton 0.285621996638667"
[1] "Starting newton at: 0.289218768358852"
[1] "Newton iter: 1, lambda:0.27370817331446, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.273768872623051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273768873553147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273768872623051"
[1] "Starting iterative with newton 0.273768872623051"
[1] "Starting newton at: 0.271670418141549"
[1] "Newton iter: 1, lambda:0.271656519508305, diff to last: 0"
[1] "Newton iter: 2, lambda:0.27165651955681, diff to last: 0"
[1] "Final threshold is: 0.0180567051145332"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.02476268577166"
[1] "Starting iterative with newton 2.02476268577166"
[1] "Starting newton at: 0.842268886446342"
[1] "Newton iter: 1, lambda:0.678953103396249, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.690781427701088, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.690847706680057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.690847708753189, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.690847708753189"
[1] "Starting iterative with newton 0.690847708753189"
[1] "Starting newton at: 0.446913217377978"
[1] "Newton iter: 1, lambda:0.426882577357995, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.427018132880626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427018139108113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427018132880626"
[1] "Starting iterative with newton 0.427018132880626"
[1] "Starting newton at: 0.337153631332164"
[1] "Newton iter: 1, lambda:0.370165851290385, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.370507936479617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.370507973086705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370507973086706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.370507973086705"
[1] "Starting iterative with newton 0.370507973086705"
[1] "Starting newton at: 0.321004057600921"
[1] "Newton iter: 1, lambda:0.357813475626693, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.358231150950422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.358231204538979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35823120453898, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.358231204538979"
[1] "Starting iterative with newton 0.358231204538979"
[1] "Starting newton at: 0.32649817459401"
[1] "Newton iter: 1, lambda:0.355303409442396, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.355557970046784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.355557989872421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.355557989872421, diff to last: 0"
[1] "Final threshold is: 0.0236335420357907"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.7773234141207"
[1] "Starting iterative with newton 1.7773234141207"
[1] "Starting newton at: 0.677627687975787"
[1] "Newton iter: 1, lambda:0.717961598918671, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.718768778512366, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.718769097528729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.718769097528779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.718769097528729"
[1] "Starting iterative with newton 0.718769097528729"
[1] "Starting newton at: 0.464923358335929"
[1] "Newton iter: 1, lambda:0.488758485356485, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.488977465888898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.488977484291205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.488977484291205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.488977484291205"
[1] "Starting iterative with newton 0.488977484291205"
[1] "Starting newton at: 0.513498113283243"
[1] "Newton iter: 1, lambda:0.431753264885944, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.434118047269436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.434120056214176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434120056215625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.434120056214176"
[1] "Starting iterative with newton 0.434120056214176"
[1] "Starting newton at: 0.523561979978524"
[1] "Newton iter: 1, lambda:0.416922760121704, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.420862976990991, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.420868461353097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420868461363717, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.420868461353097"
[1] "Starting iterative with newton 0.420868461353097"
[1] "Starting newton at: 0.524707666857045"
[1] "Newton iter: 1, lambda:0.413381413913292, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.417654692309069, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.41766111633912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417661116353629, diff to last: 0"
[1] "Final threshold is: 0.0277614674142399"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.38731518942649"
[1] "Starting iterative with newton 1.38731518942649"
[1] "Starting newton at: 0.83086297974097"
[1] "Newton iter: 1, lambda:0.853302470042109, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.853623323577051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.853623388564439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853623388564441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853623388564439"
[1] "Starting iterative with newton 0.853623388564439"
[1] "Starting newton at: 0.612138043192851"
[1] "Newton iter: 1, lambda:0.679076082801362, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.681538134599825, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.681541406912087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681541406917863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.681541406912087"
[1] "Starting iterative with newton 0.681541406912087"
[1] "Starting newton at: 0.644830077700163"
[1] "Newton iter: 1, lambda:0.624490044868142, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.624699839128543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.62469986157611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624699861576111, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.62469986157611"
[1] "Starting iterative with newton 0.62469986157611"
[1] "Starting newton at: 0.64786343925143"
[1] "Newton iter: 1, lambda:0.604918951418125, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.605830665208493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.60583108112381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605831081123897, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.60583108112381"
[1] "Starting iterative with newton 0.60583108112381"
[1] "Starting newton at: 0.656918468862812"
[1] "Newton iter: 1, lambda:0.597849263207475, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.599555185471159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.599556632492142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599556632493183, diff to last: 0"
[1] "Final threshold is: 0.0398518589947154"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1825934769908"
[1] "Starting iterative with newton 1.1825934769908"
[1] "Starting newton at: 1.03596387714168"
[1] "Newton iter: 1, lambda:0.911653362534987, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.921623271717279, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.921692382033605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921692385338429, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.921692382033605"
[1] "Starting iterative with newton 0.921692382033605"
[1] "Starting newton at: 0.755813770520631"
[1] "Newton iter: 1, lambda:0.821088087089573, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.823892798664848, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.82389785591454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823897855930963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.82389785591454"
[1] "Starting iterative with newton 0.82389785591454"
[1] "Starting newton at: 0.787598081859888"
[1] "Newton iter: 1, lambda:0.78643389093878, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.786434735126273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786434735126717, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.786434735126717"
[1] "Starting iterative with newton 0.786434735126717"
[1] "Starting newton at: 0.787382777281021"
[1] "Newton iter: 1, lambda:0.771833955556246, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.771981936999106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.771981950485477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771981950485477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.771981950485477"
[1] "Starting iterative with newton 0.771981950485477"
[1] "Starting newton at: 0.79223797006055"
[1] "Newton iter: 1, lambda:0.765974246868083, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.766392732548737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.766392839918965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.766392839918972, diff to last: 0"
[1] "Final threshold is: 0.050941275162043"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1257581821305"
[1] "Starting iterative with newton 1.1257581821305"
[1] "Starting newton at: 0.848449732287806"
[1] "Newton iter: 1, lambda:0.867412843738064, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.867647849228032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.867647885026337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.867647885026338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.867647885026338"
[1] "Starting iterative with newton 0.867647885026338"
[1] "Starting newton at: 0.826606246076868"
[1] "Newton iter: 1, lambda:0.778919464573191, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.780260769097391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.780261851659424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780261851660129, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.780261851659424"
[1] "Starting iterative with newton 0.780261851659424"
[1] "Starting newton at: 0.828110849560261"
[1] "Newton iter: 1, lambda:0.746458844386964, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.750237033818509, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.750245404165487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750245404206515, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.750245404206515"
[1] "Starting iterative with newton 0.750245404206515"
[1] "Starting newton at: 0.824515842567796"
[1] "Newton iter: 1, lambda:0.735417892411153, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.739863237534121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.739874719702875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.739874719779361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.739874719702875"
[1] "Starting iterative with newton 0.739874719702875"
[1] "Starting newton at: 0.82887852891663"
[1] "Newton iter: 1, lambda:0.730931870253011, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.736267182321634, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.736283673538826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.736283673696092, diff to last: 0"
[1] "Final threshold is: 0.048939952537953"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.967828862724363"
[1] "Starting iterative with newton 0.967828862724363"
[1] "Starting newton at: 1.18284022784275"
[1] "Newton iter: 1, lambda:1.01110751689165, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.03239628836191, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03276921360399, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03276932670607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03276932670608, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03276932670608"
[1] "Starting iterative with newton 1.03276932670608"
[1] "Starting newton at: 1.18031443074449"
[1] "Newton iter: 1, lambda:1.05072125143007, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.06347731720783, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.06361356232195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06361357774918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06361357774918, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06361357774918"
[1] "Starting iterative with newton 1.06361357774918"
[1] "Starting newton at: 1.18048587406384"
[1] "Newton iter: 1, lambda:1.06838448305293, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.07814416860362, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.07822461086735, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07822461630033, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07822461630033"
[1] "Starting iterative with newton 1.07822461630033"
[1] "Starting newton at: 1.17632150050101"
[1] "Newton iter: 1, lambda:1.07737477535567, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.08508736090857, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.08513777889746, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08513778104193, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08513777889746"
[1] "Starting iterative with newton 1.08513777889746"
[1] "Starting newton at: 1.17299935232128"
[1] "Newton iter: 1, lambda:1.08176047846701, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.08836979585342, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.0884068809757, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08840688213857, diff to last: 0"
[1] "Final threshold is: 0.0723451884256992"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.771275881858069"
[1] "Starting iterative with newton 0.771275881858069"
[1] "Starting newton at: 1.25119948296251"
[1] "Newton iter: 1, lambda:1.23650041270161, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.23671984317483, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23671989264829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23671989264829, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23671989264829"
[1] "Starting iterative with newton 1.23671989264829"
[1] "Starting newton at: 1.66088186293636"
[1] "Newton iter: 1, lambda:1.5386437035798, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.55460886942707, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.55492750154408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55492762650073, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55492762650075, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55492762650073"
[1] "Starting iterative with newton 1.55492762650073"
[1] "Starting newton at: 1.63316977179439"
[1] "Newton iter: 1, lambda:1.75110682038476, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.77249492748388, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.77313779394077, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.77313836096941, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77313836096985, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77313836096941"
[1] "Starting iterative with newton 1.77313836096941"
[1] "Starting newton at: 1.61105892182726"
[1] "Newton iter: 1, lambda:1.82891901593606, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.9118041242551, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.92289849510838, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.92308179453557, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92308184387246, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92308184387246, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92308184387246"
[1] "Starting iterative with newton 1.92308184387246"
[1] "Starting newton at: 1.57280535221582"
[1] "Newton iter: 1, lambda:1.84921276627434, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.98915126655173, diff to last: 0.14"
[1] "Newton iter: 3, lambda:2.02410561352741, diff to last: 0.035"
[1] "Newton iter: 4, lambda:2.02607034441766, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.02607628738707, diff to last: 0"
[1] "Newton iter: 6, lambda:2.0260762874413, diff to last: 0"
[1] "Final threshold is: 0.134671025460977"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.84115492761252"
[1] "Starting iterative with newton 0.84115492761252"
[1] "Starting newton at: 1.0717027022827"
[1] "Newton iter: 1, lambda:1.090736215286, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.0910508305367, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09105091550753, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09105091550754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09105091550753"
[1] "Starting iterative with newton 1.09105091550753"
[1] "Starting newton at: 1.04872623447681"
[1] "Newton iter: 1, lambda:1.19544496124756, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.2171242770155, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.21756611661867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21756629740372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21756629740375, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21756629740372"
[1] "Starting iterative with newton 1.21756629740372"
[1] "Starting newton at: 1.46279094345141"
[1] "Newton iter: 1, lambda:1.23915537169767, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.27816407889855, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.27966681092429, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2796689802772, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27966898028171, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2796689802772"
[1] "Starting iterative with newton 1.2796689802772"
[1] "Starting newton at: 1.46113023809773"
[1] "Newton iter: 1, lambda:1.28267516928725, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.30902250819485, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.30971401847112, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30971448548442, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30971448548464, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30971448548442"
[1] "Starting iterative with newton 1.30971448548442"
[1] "Starting newton at: 1.46709424908652"
[1] "Newton iter: 1, lambda:1.30011624306808, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.32360331367007, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.32415629432668, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32415659538964, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32415659538973, diff to last: 0"
[1] "Final threshold is: 0.0880152083499504"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.44227484747305"
[1] "Newton iter: 1, lambda:1.40987370047994, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.41110657803298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.41110842331867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4111084233228, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41110842331867"
[1] "Starting iterative with newton 1.41110842331867"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.292826326664564"
threshold is:
[{'ad': 0.0028322902072529478, 'da': 0.006720383229826554, 'dd': 0.0094798524165422}, {'ad': 0.00922775300921812, 'da': 0.013147595914449993, 'dd': 0.018056705114533163}, {'ad': 0.023633542035790746, 'da': 0.027761467414239942, 'dd': 0.039851858994715446}, {'ad': 0.050941275162042984, 'da': 0.048939952537953024, 'dd': 0.07234518842569916}, {'ad': 0.13467102546097728, 'da': 0.0880152083499504, 'dd': 0.29282632666456393}]
Number of points in noise estimation: 128
Estimated noise: 0.0664688818953858
0.0664688818953858
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.925196336162"
[1] "Starting iterative with newton 19.925196336162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.76996080411937"
[1] "Starting iterative with newton 9.76996080411937"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.28936519186173"
[1] "Starting iterative with newton 5.28936519186173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.9112120462956"
[1] "Starting iterative with newton 4.9112120462956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49509577276303"
[1] "Starting iterative with newton 3.49509577276303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41548649554304"
[1] "Starting iterative with newton 2.41548649554304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02476268577166"
[1] "Starting iterative with newton 2.02476268577166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7773234141207"
[1] "Starting iterative with newton 1.7773234141207"
[1] "Starting newton at: 2.01841049086369"
[1] "Newton iter: 1, lambda:1.54625482782026, diff to last: 0.472"
[1] "Newton iter: 2, lambda:1.48449037022402, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.48143833448007, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.48143038427251, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48143038421842, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48143038421842"
[1] "Starting iterative with newton 1.48143038421842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38731518942649"
[1] "Starting iterative with newton 1.38731518942649"
[1] "Starting newton at: 1.55970724494501"
[1] "Newton iter: 1, lambda:1.27262633431379, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.20428113715863, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.19828470898219, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.19823664849035, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19823664539809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19823664539809"
[1] "Starting iterative with newton 1.19823664539809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1825934769908"
[1] "Starting iterative with newton 1.1825934769908"
[1] "Starting newton at: 1.34850134918085"
[1] "Newton iter: 1, lambda:1.15057130099578, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.10393435057862, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.1006413103704, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.10062462102783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10062462059905, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10062462059905"
[1] "Starting iterative with newton 1.10062462059905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1257581821305"
[1] "Starting iterative with newton 1.1257581821305"
[1] "Starting newton at: 1.33615360674291"
[1] "Newton iter: 1, lambda:1.19285532356501, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.16828339524798, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.16745268214375, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16745172469887, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1674517246976, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1674517246976"
[1] "Starting iterative with newton 1.1674517246976"
[1] "Starting newton at: 1.36888607389775"
[1] "Newton iter: 1, lambda:1.23468016304797, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.21477003086497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.21426824506496, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.21426792348004, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21426792347991, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21426792348004"
[1] "Starting iterative with newton 1.21426792348004"
[1] "Starting newton at: 1.40007144563818"
[1] "Newton iter: 1, lambda:1.27849033850364, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.2634075473071, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.26314377107647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26314368970283, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26314368970282, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26314368970282"
[1] "Starting iterative with newton 1.26314368970282"
[1] "Starting newton at: 1.44995838220318"
[1] "Newton iter: 1, lambda:1.33029207096068, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.31723852796901, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.31705986099983, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31705982720896, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31705982720896, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31705982720896"
[1] "Starting iterative with newton 1.31705982720896"
[1] "Starting newton at: 1.49641774223407"
[1] "Newton iter: 1, lambda:1.37378378776207, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.36143190730593, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.36128498875229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36128496774348, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36128496774348, diff to last: 0"
[1] "Final threshold is: 0.0904830897469056"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.967828862724363"
[1] "Starting iterative with newton 0.967828862724363"
[1] "Starting newton at: 1.10196350027262"
[1] "Newton iter: 1, lambda:1.08730478378252, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.08697253244137, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08697236131753, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08697236131748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08697236131748"
[1] "Starting iterative with newton 1.08697236131748"
[1] "Starting newton at: 1.36934396960023"
[1] "Newton iter: 1, lambda:1.29776424346215, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.29281407070095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.29278843780292, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29278843711283, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29278843780292"
[1] "Starting iterative with newton 1.29278843780292"
[1] "Starting newton at: 1.58920730926635"
[1] "Newton iter: 1, lambda:1.55570061322845, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.55510665007428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.55510644934267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55510644934265, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55510644934267"
[1] "Starting iterative with newton 1.55510644934267"
[1] "Starting newton at: 1.83738582086242"
[1] "Newton iter: 1, lambda:1.7634181780138, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.76234273413598, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76234240793218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76234240793215, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76234240793215"
[1] "Starting iterative with newton 1.76234240793215"
[1] "Starting newton at: 1.89973125103655"
[1] "Newton iter: 1, lambda:1.90968264810685, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.9096694316599, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90966943163845, diff to last: 0"
[1] "Final threshold is: 0.126933591910805"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.771275881858069"
[1] "Starting iterative with newton 0.771275881858069"
[1] "Starting newton at: 1.44389764709427"
[1] "Newton iter: 1, lambda:1.37958104679494, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.37651430283972, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.37650655876338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37650655871379, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37650655876338"
[1] "Starting iterative with newton 1.37650655876338"
[1] "Starting newton at: 2.0534402057377"
[1] "Newton iter: 1, lambda:2.006373014082, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.00685276860246, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00685280710344, diff to last: 0"
[1] "Newton iter: 4, lambda:2.00685280710344, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.00685280710344"
[1] "Starting iterative with newton 2.00685280710344"
[1] "Starting newton at: 2.31672791391649"
[1] "Newton iter: 1, lambda:2.35603824793698, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.35670505002693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35670525413138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35670525413139, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35670525413139"
[1] "Starting iterative with newton 2.35670525413139"
[1] "Starting newton at: 2.51572426224104"
[1] "Newton iter: 1, lambda:2.54832751616906, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.54891428313404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54891447804309, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54891447804311, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54891447804311"
[1] "Starting iterative with newton 2.54891447804311"
[1] "Starting newton at: 2.63848713607998"
[1] "Newton iter: 1, lambda:2.66601661896985, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.66648031361493, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66648044672338, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66648044672339, diff to last: 0"
[1] "Final threshold is: 0.177237973889612"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.84115492761252"
[1] "Starting iterative with newton 0.84115492761252"
[1] "Starting newton at: 1.25067623424766"
[1] "Newton iter: 1, lambda:1.22369885822277, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.22285272655017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22285187768147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22285187768061, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22285187768147"
[1] "Starting iterative with newton 1.22285187768147"
[1] "Starting newton at: 1.61491213720265"
[1] "Newton iter: 1, lambda:1.70233884211246, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.69924522189529, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.69924234458057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69924234457805, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69924234458057"
[1] "Starting iterative with newton 1.69924234458057"
[1] "Starting newton at: 2.09335502217499"
[1] "Newton iter: 1, lambda:2.03649738963028, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.03693041628033, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03693043114036, diff to last: 0"
[1] "Newton iter: 4, lambda:2.03693043114036, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.03693043114036"
[1] "Starting iterative with newton 2.03693043114036"
[1] "Starting newton at: 2.29482297482958"
[1] "Newton iter: 1, lambda:2.22567517296416, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.22697024663231, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22697061497273, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22697061497276, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22697061497276"
[1] "Starting iterative with newton 2.22697061497276"
[1] "Starting newton at: 2.35751669495719"
[1] "Newton iter: 1, lambda:2.32566754603097, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.32596988256003, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32596990790655, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32596990790655, diff to last: 0"
[1] "Final threshold is: 0.154604619100862"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.68569842676461"
[1] "Newton iter: 1, lambda:1.90613272533527, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.89741292047287, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.89741991904913, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89741991905314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.89741991904913"
[1] "Starting iterative with newton 1.89741991904913"
[1] "Starting newton at: 2.55031541815764"
[1] "Newton iter: 1, lambda:2.61542096939953, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.61901128901603, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.61902241194786, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61902241205465, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.61902241205465"
[1] "Starting iterative with newton 2.61902241205465"
[1] "Starting newton at: 3.06712726819678"
[1] "Newton iter: 1, lambda:2.99465709451366, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.99970692628711, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.9997326115354, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99973261219832, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.9997326115354"
[1] "Starting iterative with newton 2.9997326115354"
[1] "Starting newton at: 3.2526368567123"
[1] "Newton iter: 1, lambda:3.20336224102326, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.20581848191985, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.20582484535132, diff to last: 0"
[1] "Newton iter: 4, lambda:3.20582484539395, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.20582484539395"
[1] "Starting iterative with newton 3.20582484539395"
[1] "Starting newton at: 3.29138435126292"
[1] "Newton iter: 1, lambda:3.30110185259415, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.30120393234977, diff to last: 0"
[1] "Newton iter: 3, lambda:3.30120394352239, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30120394352239, diff to last: 0"
[1] "Final threshold is: 0.219427335034571"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09048308974690555, 'dd': 0.12693359191080475}, {'ad': 0.1772379738896116, 'da': 0.1546046191008621, 'dd': 0.21942733503457135}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402634868388731. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02516734220844577
0.02516734220844577
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.6239724100177"
[1] "Starting iterative with newton 52.6239724100177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.8032161454709"
[1] "Starting iterative with newton 25.8032161454709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.9696193315732"
[1] "Starting iterative with newton 13.9696193315732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9708878579507"
[1] "Starting iterative with newton 12.9708878579507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.23081611910879"
[1] "Starting iterative with newton 9.23081611910879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.37948517814766"
[1] "Starting iterative with newton 6.37948517814766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.34755361579565"
[1] "Starting iterative with newton 5.34755361579565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.69404751302853"
[1] "Starting iterative with newton 4.69404751302853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66400586577309"
[1] "Starting iterative with newton 3.66400586577309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.12332011466734"
[1] "Starting iterative with newton 3.12332011466734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97321373989524"
[1] "Starting iterative with newton 2.97321373989524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55611028922168"
[1] "Starting iterative with newton 2.55611028922168"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.03699878498809"
[1] "Starting iterative with newton 2.03699878498809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22155470673561"
[1] "Starting iterative with newton 2.22155470673561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7813791847431"
[1] "Starting iterative with newton 1.7813791847431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402634868388731. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02516734220844577
0.02516734220844577
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396866782333538, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397263161116609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397263161511966, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0397263161116609"
[1] "Starting iterative with newton 0.0397263161116609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340052447071297, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340285672140269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340285672249918, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0340285672140269"
[1] "Starting iterative with newton 0.0340285672140269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339392313566136, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339624898626646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339624898735818, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0339624898626646"
[1] "Starting iterative with newton 0.0339624898626646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339384629107375, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339617206702271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339617206811437, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0339617206702271"
[1] "Starting iterative with newton 0.0339617206702271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339384539650344, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339617117158328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339617117267495, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000854726021011689"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114272904806979, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.1153515714306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115351667321115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115351667321116, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115351667321115"
[1] "Starting iterative with newton 0.115351667321115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351542554576673, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351990052224473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351990052949531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0351990052949531"
[1] "Starting iterative with newton 0.0351990052949531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325687684615766, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0326062361706179, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0326062362202013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0326062361706179"
[1] "Starting iterative with newton 0.0326062361706179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324855903461092, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325228354016111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325228354505656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0325228354016111"
[1] "Starting iterative with newton 0.0325228354016111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324829153872788, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325201532942713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325201533432056, diff to last: 0"
[1] "Final threshold is: 0.00081844582662804"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153891682227855, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156052039561906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156052462845182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156052462845198, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156052462845182"
[1] "Starting iterative with newton 0.156052462845182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640108312043129, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0642554429077043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642554464783886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0642554429077043"
[1] "Starting iterative with newton 0.0642554429077043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596309813839734, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598375950831165, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598375975628416, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0598375975628416"
[1] "Starting iterative with newton 0.0598375975628416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594189962916153, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.059623867197445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596238696322396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0596238696322396"
[1] "Starting iterative with newton 0.0596238696322396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594087389987658, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0596135257962666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596135282289039, diff to last: 0"
[1] "Final threshold is: 0.00150031400396665"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.13521393965038"
[1] "Newton iter: 1, lambda:0.18134007481017, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.18157556245952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.181575568576631, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.181575568576631"
[1] "Starting iterative with newton 0.181575568576631"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0501179649466474, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0502396281484493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502396288654851, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0502396281484493"
[1] "Starting iterative with newton 0.0502396281484493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0456329074619211, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0457277857537121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457277861639207, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0457277857537121"
[1] "Starting iterative with newton 0.0457277857537121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454801997498213, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455742431627431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455742435649052, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0455742435649052"
[1] "Starting iterative with newton 0.0455742435649052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454750039222622, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.045569019016861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455690194187517, diff to last: 0"
[1] "Final threshold is: 0.00114685109570051"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.290841772604139"
[1] "Newton iter: 1, lambda:0.235502844289096, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.235954863853198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235954894189639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235954894189639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.235954894189639"
[1] "Starting iterative with newton 0.235954894189639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0809384201249806, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0814266463171699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0814266640701929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.081426664070193, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0814266640701929"
[1] "Starting iterative with newton 0.0814266640701929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0719700054105401, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0723383517023326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0723383613471297, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0723383613471297"
[1] "Starting iterative with newton 0.0723383613471297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714422015405282, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718040946646745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718041039471682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718040946646745"
[1] "Starting iterative with newton 0.0718040946646745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714111830670396, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0717726989566783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0717727082182223, diff to last: 0"
[1] "Final threshold is: 0.00180632830895493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.426103430893196"
[1] "Newton iter: 1, lambda:0.296256257156352, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.299496015013883, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.299498066021671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299498066022493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299498066021671"
[1] "Starting iterative with newton 0.299498066021671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113179978191927, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114433214383437, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1144333678013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114433367801302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1144333678013"
[1] "Starting iterative with newton 0.1144333678013"
[1] "Starting newton at: 0.186891366882058"
[1] "Newton iter: 1, lambda:0.101456607672312, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.102129135037724, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102129176798923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102129176798923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102129176798923"
[1] "Starting iterative with newton 0.102129176798923"
[1] "Starting newton at: 0.189669709792619"
[1] "Newton iter: 1, lambda:0.100582465388203, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.101310750484608, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101310799260972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101310799260972, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101310799260972"
[1] "Starting iterative with newton 0.101310799260972"
[1] "Starting newton at: 0.19048808733057"
[1] "Newton iter: 1, lambda:0.10051365627104, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.101256302151346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101256352856666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101256352856666, diff to last: 0"
[1] "Final threshold is: 0.00254835328312285"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.305395755671681"
[1] "Newton iter: 1, lambda:0.412487131015389, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.415482051815309, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.415484353482152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41548435348351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.415484353482152"
[1] "Starting iterative with newton 0.415484353482152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138773582714204, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141158433424285, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141159137387889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14115913738795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141159137387889"
[1] "Starting iterative with newton 0.141159137387889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11713788594799, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118662276531587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118662534722645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118662534722653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118662534722645"
[1] "Starting iterative with newton 0.118662534722645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115357453876469, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116822374088982, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116822610360714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11682261036072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11682261036072"
[1] "Starting iterative with newton 0.11682261036072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115211709964539, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.11667183437606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116672068927775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116672068927781, diff to last: 0"
[1] "Final threshold is: 0.00293632588487284"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.362263401545706"
[1] "Newton iter: 1, lambda:0.467917214549763, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.471252658081991, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.471255914313958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.47125591431706, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.471255914313958"
[1] "Starting iterative with newton 0.471255914313958"
[1] "Starting newton at: 0.336808840105986"
[1] "Newton iter: 1, lambda:0.166959987532329, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.171074498644967, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.171076931447816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171076931448666, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.171076931448666"
[1] "Starting iterative with newton 0.171076931448666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139411189724015, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141940980501329, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141941812884347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141941812884437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141941812884347"
[1] "Starting iterative with newton 0.141941812884347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136651425390076, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139057545783286, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139058291241814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139058291241885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139058291241814"
[1] "Starting iterative with newton 0.139058291241814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136377640578395, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138771716345176, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138772453621848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138772453621917, diff to last: 0"
[1] "Final threshold is: 0.00349253382940671"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.66400586577309"
[1] "Starting iterative with newton 3.66400586577309"
[1] "Starting newton at: 0.562617634856394"
[1] "Newton iter: 1, lambda:0.600978773718615, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.601541916687739, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.601542036732097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601542036732102, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601542036732102"
[1] "Starting iterative with newton 0.601542036732102"
[1] "Starting newton at: 0.39384909845833"
[1] "Newton iter: 1, lambda:0.216925840873163, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.222775040584024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.222781512007658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222781512015577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.222781512007658"
[1] "Starting iterative with newton 0.222781512007658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170018953313473, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.174807957497777, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.174811754715445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174811754717832, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.174811754717832"
[1] "Starting iterative with newton 0.174811754717832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164392317850174, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168786169007179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168789306593071, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168789306594671, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.168789306593071"
[1] "Starting iterative with newton 0.168789306593071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163685906745457, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168031669616473, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168034731650657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168034731652177, diff to last: 0"
[1] "Final threshold is: 0.00422898759435643"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.12332011466734"
[1] "Starting iterative with newton 3.12332011466734"
[1] "Starting newton at: 0.613891943672551"
[1] "Newton iter: 1, lambda:0.627886279738673, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.62796646632464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627966468946107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627966468946107"
[1] "Starting iterative with newton 0.627966468946107"
[1] "Starting newton at: 0.399330082170064"
[1] "Newton iter: 1, lambda:0.262823881134851, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.266914633125144, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.266918347675405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266918347678467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.266918347675405"
[1] "Starting iterative with newton 0.266918347675405"
[1] "Starting newton at: 0.366734872790633"
[1] "Newton iter: 1, lambda:0.211408677906126, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.216082081139128, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.216086345079196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216086345082745, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216086345079196"
[1] "Starting iterative with newton 0.216086345079196"
[1] "Starting newton at: 0.347388257900823"
[1] "Newton iter: 1, lambda:0.205116212250521, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.208967764479933, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.208970605119711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208970605121256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.208970605119711"
[1] "Starting iterative with newton 0.208970605119711"
[1] "Starting newton at: 0.342625287571182"
[1] "Newton iter: 1, lambda:0.204342139551294, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.207971982437278, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.207974498564703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207974498565912, diff to last: 0"
[1] "Final threshold is: 0.00523416537600779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.97321373989524"
[1] "Starting iterative with newton 2.97321373989524"
[1] "Starting newton at: 0.668738595896814"
[1] "Newton iter: 1, lambda:0.598559719106941, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.600406448474182, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.600407756458992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600407756459648, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600407756459648"
[1] "Starting iterative with newton 0.600407756459648"
[1] "Starting newton at: 0.336997948485546"
[1] "Newton iter: 1, lambda:0.281289262291072, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.281997480483847, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.281997595485039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.281997595485042, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.281997595485039"
[1] "Starting iterative with newton 0.281997595485039"
[1] "Starting newton at: 0.300570182891676"
[1] "Newton iter: 1, lambda:0.234920578446753, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.23580862356425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235808786660614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235808786660619, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235808786660614"
[1] "Starting iterative with newton 0.235808786660614"
[1] "Starting newton at: 0.293886713202415"
[1] "Newton iter: 1, lambda:0.228174755051366, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.229050613620743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229050769755751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229050769755756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.229050769755751"
[1] "Starting iterative with newton 0.229050769755751"
[1] "Starting newton at: 0.287809672088"
[1] "Newton iter: 1, lambda:0.227319087821787, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.228059795235407, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228059906638818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22805990663882, diff to last: 0"
[1] "Final threshold is: 0.00573966171440538"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.55611028922168"
[1] "Starting iterative with newton 2.55611028922168"
[1] "Starting newton at: 0.544838567484691"
[1] "Newton iter: 1, lambda:0.661544909366229, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.667809931690108, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.667827440370719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66782744050719, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.66782744050719"
[1] "Starting iterative with newton 0.66782744050719"
[1] "Starting newton at: 0.339913148495875"
[1] "Newton iter: 1, lambda:0.328800956188159, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.328835087271322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32883508759363, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.328835087271322"
[1] "Starting iterative with newton 0.328835087271322"
[1] "Starting newton at: 0.360770498167477"
[1] "Newton iter: 1, lambda:0.265918950017804, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.268102895217051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.268104060067973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268104060068305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.268104060067973"
[1] "Starting iterative with newton 0.268104060067973"
[1] "Starting newton at: 0.361230047184101"
[1] "Newton iter: 1, lambda:0.254659095646268, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.257350057239966, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.257351783757281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257351783757992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.257351783757281"
[1] "Starting iterative with newton 0.257351783757281"
[1] "Starting newton at: 0.360584750229588"
[1] "Newton iter: 1, lambda:0.252704274437175, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.255450008901758, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.25545179869121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255451798691971, diff to last: 0"
[1] "Final threshold is: 0.00642904283544383"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.03699878498809"
[1] "Starting iterative with newton 2.03699878498809"
[1] "Starting newton at: 0.793639934523454"
[1] "Newton iter: 1, lambda:0.739154690533709, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.740668176316007, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.740669369586559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.7406693695873, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.740669369586559"
[1] "Starting iterative with newton 0.740669369586559"
[1] "Starting newton at: 0.307769301274832"
[1] "Newton iter: 1, lambda:0.43293727527104, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.438683480141173, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.438695444919619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438695444971451, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.438695444971451"
[1] "Starting iterative with newton 0.438695444971451"
[1] "Starting newton at: 0.324765114575607"
[1] "Newton iter: 1, lambda:0.368590264357294, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.369216143931375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.369216271110841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369216271110846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.369216271110841"
[1] "Starting iterative with newton 0.369216271110841"
[1] "Starting newton at: 0.315497792514286"
[1] "Newton iter: 1, lambda:0.352953804939799, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.353398530322192, diff to last: 0"
[1] "Newton iter: 3, lambda:0.353398592836539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35339859283654, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.353398592836539"
[1] "Starting iterative with newton 0.353398592836539"
[1] "Starting newton at: 0.3104366793456"
[1] "Newton iter: 1, lambda:0.349329514785136, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.349806063171849, diff to last: 0"
[1] "Newton iter: 3, lambda:0.349806134510204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349806134510205, diff to last: 0"
[1] "Final threshold is: 0.00880369069383191"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22155470673561"
[1] "Starting iterative with newton 2.22155470673561"
[1] "Starting newton at: 0.554737247440096"
[1] "Newton iter: 1, lambda:0.683241562267258, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.69133332449513, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.691364344893652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691364345348314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691364344893652"
[1] "Starting iterative with newton 0.691364344893652"
[1] "Starting newton at: 0.298426699020845"
[1] "Newton iter: 1, lambda:0.38721882767225, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.38974216942905, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.389744190569847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389744190571143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.389744190569847"
[1] "Starting iterative with newton 0.389744190569847"
[1] "Starting newton at: 0.319375151020558"
[1] "Newton iter: 1, lambda:0.328969524296364, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.328995928302777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.328995928502598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.328995928302777"
[1] "Starting iterative with newton 0.328995928302777"
[1] "Starting newton at: 0.328889466407379"
[1] "Newton iter: 1, lambda:0.316665624677854, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.316707490177862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316707490669414, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.316707490669414"
[1] "Starting iterative with newton 0.316707490669414"
[1] "Starting newton at: 0.323821088949277"
[1] "Newton iter: 1, lambda:0.314194372327078, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.314220228164656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31422022835131, diff to last: 0"
[1] "Final threshold is: 0.0079080880110358"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.7813791847431"
[1] "Starting iterative with newton 1.7813791847431"
[1] "Starting newton at: 0.745844375512472"
[1] "Newton iter: 1, lambda:0.788473750531332, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.789545876209174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.789546544176213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789546544176472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789546544176472"
[1] "Starting iterative with newton 0.789546544176472"
[1] "Starting newton at: 0.556987466012302"
[1] "Newton iter: 1, lambda:0.514285709672374, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.515053029709632, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.515053279638582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515053279638609, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.515053279638582"
[1] "Starting iterative with newton 0.515053279638582"
[1] "Starting newton at: 0.573698729131091"
[1] "Newton iter: 1, lambda:0.434108833038546, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.441392308398393, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.441412658002995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.441412658161692, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.441412658002995"
[1] "Starting iterative with newton 0.441412658002995"
[1] "Starting newton at: 0.290829797980316"
[1] "Newton iter: 1, lambda:0.415938665860216, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.421827048558772, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.421839968627485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.421839968689642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421839968689642"
[1] "Starting iterative with newton 0.421839968689642"
[1] "Starting newton at: 0.291876653494512"
[1] "Newton iter: 1, lambda:0.411317927528697, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.416640410339722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.416650883980019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416650884020551, diff to last: 0"
[1] "Final threshold is: 0.0104859953785766"
threshold is:
[{'ad': 0.0008547260210116893, 'da': 0.0008184458266280399, 'dd': 0.0015003140039666501}, {'ad': 0.0011468510957005132, 'da': 0.0018063283089549292, 'dd': 0.0025483532831228526}, {'ad': 0.0029363258848728434, 'da': 0.003492533829406706, 'dd': 0.00422898759435643}, {'ad': 0.0052341653760077855, 'da': 0.0057396617144053795, 'dd': 0.006429042835443829}, {'ad': 0.008803690693831906, 'da': 0.0079080880110358, 'dd': 0.010485995378576583}]
Number of points in noise estimation: 128
Estimated noise: 0.0664688818953858
0.0664688818953858
threshold is:
[{'ad': 0.016208821529778206, 'da': 0.01564507435913519, 'dd': 0.004960615105102234}, {'ad': 0.009739316522320074, 'da': 0.017588065934849694, 'dd': 0.008242490293321705}, {'ad': 0.019187173845220507, 'da': 0.028537750759957667, 'dd': 0.03993016586049812}, {'ad': 0.04085609726781514, 'da': 0.03851047721736089, 'dd': 0.061191030739786566}, {'ad': 0.08420433280320816, 'da': 0.06277003589619945, 'dd': 0.29282632666456393}]
['baboon256', 0.05, 1, 0.002502747453143722, 0.002418918230812639, 0.0022681813001954906, 0.00822454160182909, 0.002931462562644558, 0.0030635813149899127, 0.002148561065580551, 0.002502747453143724, 26.015829719018406, 26.163788122942083, 26.443222343789735, 20.848882982830258, 25.329156477663084, 25.13770587934364, 26.67852298453065, 26.0158297190184]
baboon256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.06583142422368003
0.06583142422368003
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.122566220282334"
[1] "Newton iter: 1, lambda:0.126000705488458, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.126001572861258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.126001572861313, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126001572861313"
[1] "Starting iterative with newton 0.126001572861313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0332160522403644, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0332570925920962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332570926547532, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332570925920962"
[1] "Starting iterative with newton 0.0332570925920962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301762426984717, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030208751221064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0302087512587943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0302087512587943"
[1] "Starting iterative with newton 0.0302087512587943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300777761881512, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301100278710728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301100279081575, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0301100279081575"
[1] "Starting iterative with newton 0.0301100279081575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300745889617298, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301068323510895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301068323881534, diff to last: 0"
[1] "Final threshold is: 0.00198197565253578"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.267155990765687"
[1] "Newton iter: 1, lambda:0.288665429771179, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.288741898811258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288741899774513, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.288741899774513"
[1] "Starting iterative with newton 0.288741899774513"
[1] "Starting newton at: 0.151656647340479"
[1] "Newton iter: 1, lambda:0.131364671188889, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.131409599069953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.131409599290319, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131409599069953"
[1] "Starting iterative with newton 0.131409599069953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117222983225496, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118665958630593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118666176997303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118666176997308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118666176997308"
[1] "Starting iterative with newton 0.118666176997308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11618510808618, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117597986600221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11759819527111, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117598195271115, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11759819527111"
[1] "Starting iterative with newton 0.11759819527111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11609791800549, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117508287093426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117508494966825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11750849496683, diff to last: 0"
[1] "Final threshold is: 0.00773575158204755"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.488599589617638"
[1] "Newton iter: 1, lambda:0.378715330443188, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.381620966939362, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.381623034208116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381623034209162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.381623034208116"
[1] "Starting iterative with newton 0.381623034208116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165269983368201, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169140740393015, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16914285777439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169142857775023, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.16914285777439"
[1] "Starting iterative with newton 0.16914285777439"
[1] "Starting newton at: 0.133345303899058"
[1] "Newton iter: 1, lambda:0.148047108264963, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.148075861830016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.148075861939958, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.148075861830016"
[1] "Starting iterative with newton 0.148075861830016"
[1] "Starting newton at: 0.154412299843432"
[1] "Newton iter: 1, lambda:0.145938536399396, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.145948022350897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145948022362788, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145948022362788"
[1] "Starting iterative with newton 0.145948022362788"
[1] "Starting newton at: 0.156540139310659"
[1] "Newton iter: 1, lambda:0.145717251504706, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.145732714947291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145732714978868, diff to last: 0"
[1] "Final threshold is: 0.00959379218096377"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.304722514489353"
[1] "Newton iter: 1, lambda:0.44471118356584, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.450584856802353, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.450594975659777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450594975689773, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.450594975659777"
[1] "Starting iterative with newton 0.450594975659777"
[1] "Starting newton at: 0.294117028142893"
[1] "Newton iter: 1, lambda:0.16005374823158, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.162583603088195, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.162584507130304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16258450713042, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162584507130304"
[1] "Starting iterative with newton 0.162584507130304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133403614361297, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135652078084448, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135652716875225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135652716875277, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135652716875225"
[1] "Starting iterative with newton 0.135652716875225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130990938545454, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133135594785357, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133136169755094, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133136169755135, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.133136169755094"
[1] "Starting iterative with newton 0.133136169755094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130765450310724, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132900573477003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132901142773926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132901142773966, diff to last: 0"
[1] "Final threshold is: 0.00874907150976217"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.521050979832377"
[1] "Newton iter: 1, lambda:0.564756860063788, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.565417238602491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.565417387505139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565417387505146, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565417387505139"
[1] "Starting iterative with newton 0.565417387505139"
[1] "Starting newton at: 0.306894382694536"
[1] "Newton iter: 1, lambda:0.232028974495106, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.233137920756446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.233138165112341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233138165112353, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.233138165112341"
[1] "Starting iterative with newton 0.233138165112341"
[1] "Starting newton at: 0.270074438044211"
[1] "Newton iter: 1, lambda:0.188129308856864, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.189309082739722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189309327891464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189309327891475, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189309327891464"
[1] "Starting iterative with newton 0.189309327891464"
[1] "Starting newton at: 0.313903275265088"
[1] "Newton iter: 1, lambda:0.180406884085571, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.183480316897997, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.183481952938985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183481952939448, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183481952939448"
[1] "Starting iterative with newton 0.183481952939448"
[1] "Starting newton at: 0.319730650217104"
[1] "Newton iter: 1, lambda:0.179313015210832, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.18270491748556, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.182706905668264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182706905668947, diff to last: 0"
[1] "Final threshold is: 0.0120278558156883"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.33981852806849"
[1] "Starting iterative with newton 2.33981852806849"
[1] "Starting newton at: 0.863266733022177"
[1] "Newton iter: 1, lambda:0.661018828837733, diff to last: 0.202"
[1] "Newton iter: 2, lambda:0.678631933928907, diff to last: 0.018"
[1] "Newton iter: 3, lambda:0.678777102887227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.678777112694856, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678777102887227"
[1] "Starting iterative with newton 0.678777102887227"
[1] "Starting newton at: 0.446289321347265"
[1] "Newton iter: 1, lambda:0.368655062985414, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.370447782462932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370448748214504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370448748214784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370448748214504"
[1] "Starting iterative with newton 0.370448748214504"
[1] "Starting newton at: 0.330344475306903"
[1] "Newton iter: 1, lambda:0.311344056589193, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.311441868176266, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311441870772271, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311441870772271"
[1] "Starting iterative with newton 0.311441870772271"
[1] "Starting newton at: 0.303889418715167"
[1] "Newton iter: 1, lambda:0.300024303865203, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.30002827366421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300028273668399, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.30002827366421"
[1] "Starting iterative with newton 0.30002827366421"
[1] "Starting newton at: 0.276828936915664"
[1] "Newton iter: 1, lambda:0.297702620722704, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.297818121548383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297818125080053, diff to last: 0"
[1] "Final threshold is: 0.0196057911011511"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.12357920551638"
[1] "Starting iterative with newton 2.12357920551638"
[1] "Starting newton at: 0.706646381539331"
[1] "Newton iter: 1, lambda:0.704324003099128, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.704326565393229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.704326565396351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.704326565393229"
[1] "Starting iterative with newton 0.704326565393229"
[1] "Starting newton at: 0.562427982312634"
[1] "Newton iter: 1, lambda:0.408142072306967, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.415953915878268, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.415974525179992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415974525323282, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.415974525179992"
[1] "Starting iterative with newton 0.415974525179992"
[1] "Starting newton at: 0.276922398395029"
[1] "Newton iter: 1, lambda:0.352746670295771, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.354519388772296, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354520352160082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354520352160366, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.354520352160082"
[1] "Starting iterative with newton 0.354520352160082"
[1] "Starting newton at: 0.253121360760227"
[1] "Newton iter: 1, lambda:0.339197073083673, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.341431696409658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341433194029281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341433194029953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.341433194029281"
[1] "Starting iterative with newton 0.341433194029281"
[1] "Starting newton at: 0.246079911625193"
[1] "Newton iter: 1, lambda:0.336204971664294, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.338643283363697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.338645058026089, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338645058027028, diff to last: 0"
[1] "Final threshold is: 0.0222934864761682"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.81916409419845"
[1] "Starting iterative with newton 1.81916409419845"
[1] "Starting newton at: 0.65589092771838"
[1] "Newton iter: 1, lambda:0.711633077019278, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.713162578637646, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.713163710277343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713163710277962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713163710277343"
[1] "Starting iterative with newton 0.713163710277343"
[1] "Starting newton at: 0.526596100563143"
[1] "Newton iter: 1, lambda:0.470958566373532, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.47211383174809, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.472114335702151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472114335702247, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472114335702151"
[1] "Starting iterative with newton 0.472114335702151"
[1] "Starting newton at: 0.287841928467795"
[1] "Newton iter: 1, lambda:0.407713086571178, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.412836091786195, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.412845335962186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412845335992263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.412845335962186"
[1] "Starting iterative with newton 0.412845335962186"
[1] "Starting newton at: 0.281185612504273"
[1] "Newton iter: 1, lambda:0.393731047461565, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.398154593106183, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.398161354367453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39816135438324, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39816135438324"
[1] "Starting iterative with newton 0.39816135438324"
[1] "Starting newton at: 0.293984624967727"
[1] "Newton iter: 1, lambda:0.391236308982276, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.39451912433969, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.394522829517174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394522829521892, diff to last: 0"
[1] "Final threshold is: 0.0259719997558717"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.43963842499604"
[1] "Starting iterative with newton 1.43963842499604"
[1] "Starting newton at: 0.877331823888876"
[1] "Newton iter: 1, lambda:0.863360253220135, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.863485138415412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.863485148458812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863485148458812, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863485148458812"
[1] "Starting iterative with newton 0.863485148458812"
[1] "Starting newton at: 0.669628233665846"
[1] "Newton iter: 1, lambda:0.667550437358242, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.667552775249666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.667552775252628, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.667552775249666"
[1] "Starting iterative with newton 0.667552775249666"
[1] "Starting newton at: 0.690002734527174"
[1] "Newton iter: 1, lambda:0.597408146097381, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.601623474035185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.601632455150456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601632455191183, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601632455150456"
[1] "Starting iterative with newton 0.601632455150456"
[1] "Starting newton at: 0.685672657858886"
[1] "Newton iter: 1, lambda:0.573574717789138, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.579573096235197, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.579590838476228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579590838631241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.579590838631241"
[1] "Starting iterative with newton 0.579590838631241"
[1] "Starting newton at: 0.682993050658982"
[1] "Newton iter: 1, lambda:0.565710772706675, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.572214806041622, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.572235490581884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572235490790789, diff to last: 0"
[1] "Final threshold is: 0.0376710773363416"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.21393972139064"
[1] "Starting iterative with newton 1.21393972139064"
[1] "Starting newton at: 1.01805675078539"
[1] "Newton iter: 1, lambda:0.917247241147707, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.923965527285486, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.923997200913048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.923997201614719, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.923997200913048"
[1] "Starting iterative with newton 0.923997200913048"
[1] "Starting newton at: 0.77826298657789"
[1] "Newton iter: 1, lambda:0.81186676526724, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.812601664213026, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.812602011212239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.812602011212316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.812602011212239"
[1] "Starting iterative with newton 0.812602011212239"
[1] "Starting newton at: 0.814083663029615"
[1] "Newton iter: 1, lambda:0.767954102422002, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.76924789819975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.769248935607431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769248935608098, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.769248935607431"
[1] "Starting iterative with newton 0.769248935607431"
[1] "Starting newton at: 0.812056108673848"
[1] "Newton iter: 1, lambda:0.750036275876769, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.752326932694026, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.752330138491997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.75233013849827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.75233013849827"
[1] "Starting iterative with newton 0.75233013849827"
[1] "Starting newton at: 0.818297427498577"
[1] "Newton iter: 1, lambda:0.742313568082052, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.745712497444565, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.745719517719565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745719517749477, diff to last: 0"
[1] "Final threshold is: 0.0490917779228747"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.19193048534307"
[1] "Starting iterative with newton 1.19193048534307"
[1] "Starting newton at: 0.832968938163069"
[1] "Newton iter: 1, lambda:0.870080483568928, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.870986558803307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.870987090564653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.870987090564836, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.870987090564836"
[1] "Starting iterative with newton 0.870987090564836"
[1] "Starting newton at: 0.84905684091351"
[1] "Newton iter: 1, lambda:0.75769450639095, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.762442543556411, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.762455889144747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762455889249997, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.762455889144747"
[1] "Starting iterative with newton 0.762455889144747"
[1] "Starting newton at: 0.861747784690602"
[1] "Newton iter: 1, lambda:0.7130251579163, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.724915622985983, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.724996777325189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724996781090499, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.724996777325189"
[1] "Starting iterative with newton 0.724996777325189"
[1] "Starting newton at: 0.57900468772729"
[1] "Newton iter: 1, lambda:0.702950839143344, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.711921551495604, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.71196715708456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.711967158259778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.71196715708456"
[1] "Starting iterative with newton 0.71196715708456"
[1] "Starting newton at: 0.58068385914701"
[1] "Newton iter: 1, lambda:0.699225356507819, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.707385644763286, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.707423216601999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707423217396363, diff to last: 0"
[1] "Final threshold is: 0.0465706779301006"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.943623881390042"
[1] "Starting iterative with newton 0.943623881390042"
[1] "Starting newton at: 0.899991073150229"
[1] "Newton iter: 1, lambda:1.00558992049572, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.01491589905676, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.01498542172955, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01498542557312, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01498542557312"
[1] "Starting iterative with newton 1.01498542557312"
[1] "Starting newton at: 1.17815908208253"
[1] "Newton iter: 1, lambda:1.03217603062924, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.04784386899161, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.04804536369516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04804539672191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04804539672191, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04804539672191"
[1] "Starting iterative with newton 1.04804539672191"
[1] "Starting newton at: 1.17836367281703"
[1] "Newton iter: 1, lambda:1.05096752242111, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.06317585851465, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.06329922848004, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06329924098796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06329924098796, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06329924098796"
[1] "Starting iterative with newton 1.06329924098796"
[1] "Starting newton at: 1.17058841733414"
[1] "Newton iter: 1, lambda:1.06107114432178, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.07025379210467, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.07032379406807, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07032379811386, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07032379811386"
[1] "Starting iterative with newton 1.07032379811386"
[1] "Starting newton at: 1.16871759267391"
[1] "Newton iter: 1, lambda:1.06525002636113, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.07349904614796, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.07355562784018, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07355563048906, diff to last: 0"
[1] "Final threshold is: 0.0706736959640663"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.782743395169627"
[1] "Starting iterative with newton 0.782743395169627"
[1] "Starting newton at: 1.22241774459133"
[1] "Newton iter: 1, lambda:1.23151620492025, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.23160082139391, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23160082866301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23160082866301"
[1] "Starting iterative with newton 1.23160082866301"
[1] "Starting newton at: 1.71194858818294"
[1] "Newton iter: 1, lambda:1.47637267699388, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.52636878427194, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.52949568886396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.52950740496113, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52950740512511, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52950740496113"
[1] "Starting iterative with newton 1.52950740496113"
[1] "Starting newton at: 1.6964190945362"
[1] "Newton iter: 1, lambda:1.72105086668369, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.7218705625987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7218714468203, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72187144682133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7218714468203"
[1] "Starting iterative with newton 1.7218714468203"
[1] "Starting newton at: 1.70669760915835"
[1] "Newton iter: 1, lambda:1.82280789739348, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.8439511062895, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.84458959416235, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.8445901622395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84459016223995, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84459016223995"
[1] "Starting iterative with newton 1.84459016223995"
[1] "Starting newton at: 1.67902899458317"
[1] "Newton iter: 1, lambda:1.86109068152843, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.91750154051475, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.92241002274755, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.92244497288268, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92244497464353, diff to last: 0"
[1] "Final threshold is: 0.126557290556521"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.852625869211995"
[1] "Starting iterative with newton 0.852625869211995"
[1] "Starting newton at: 1.04809410812744"
[1] "Newton iter: 1, lambda:1.09126351869465, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.09289790654242, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.09290019180676, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09290019181122, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09290019180676"
[1] "Starting iterative with newton 1.09290019180676"
[1] "Starting newton at: 1.0541521282819"
[1] "Newton iter: 1, lambda:1.19310350072581, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.21231313777837, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.21265645813321, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21265656634493, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21265656634494, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21265656634493"
[1] "Starting iterative with newton 1.21265656634493"
[1] "Starting newton at: 1.4619333391145"
[1] "Newton iter: 1, lambda:1.22614304671222, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26862050354621, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.27038684161137, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2703898071704, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27038980717875, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27038980717875"
[1] "Starting iterative with newton 1.27038980717875"
[1] "Starting newton at: 1.4728979898793"
[1] "Newton iter: 1, lambda:1.26099168555808, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.29654733573227, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.29779955165317, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29780106533847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29780106534068, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.29780106533847"
[1] "Starting iterative with newton 1.29780106533847"
[1] "Starting newton at: 1.46840048938787"
[1] "Newton iter: 1, lambda:1.28133258814319, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.30991485290565, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.3107262064894, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31072684649261, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31072684649301, diff to last: 0"
[1] "Final threshold is: 0.0862870150728477"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4651570790564"
[1] "Newton iter: 1, lambda:1.38868986709604, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.3951361592769, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.39518598462297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39518598758228, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39518598758228"
[1] "Starting iterative with newton 1.39518598758228"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.290018029261524"
threshold is:
[{'ad': 0.001981975652535784, 'da': 0.0077357515820475455, 'dd': 0.00959379218096377}, {'ad': 0.008749071509762174, 'da': 0.012027855815688332, 'dd': 0.019605791101151133}, {'ad': 0.022293486476168176, 'da': 0.025971999755871677, 'dd': 0.03767107733634164}, {'ad': 0.049091777922874745, 'da': 0.046570677930100626, 'dd': 0.07067369596406628}, {'ad': 0.12655729055652057, 'da': 0.08628701507284767, 'dd': 0.2900180292615245}]
Number of points in noise estimation: 128
Estimated noise: 0.06583142422368003
0.06583142422368003
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.8576570513165"
[1] "Starting iterative with newton 19.8576570513165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.5163974707901"
[1] "Starting iterative with newton 9.5163974707901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00748673864289"
[1] "Starting iterative with newton 5.00748673864289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.44834350633263"
[1] "Starting iterative with newton 4.44834350633263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35875640273891"
[1] "Starting iterative with newton 3.35875640273891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.33981852806849"
[1] "Starting iterative with newton 2.33981852806849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.12357920551638"
[1] "Starting iterative with newton 2.12357920551638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81916409419845"
[1] "Starting iterative with newton 1.81916409419845"
[1] "Starting newton at: 2.08360564588838"
[1] "Newton iter: 1, lambda:1.56468132419736, diff to last: 0.519"
[1] "Newton iter: 2, lambda:1.50412308924163, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.50129012229561, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.50128350357756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50128350354134, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50128350354134"
[1] "Starting iterative with newton 1.50128350354134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.43963842499604"
[1] "Starting iterative with newton 1.43963842499604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.21393972139064"
[1] "Starting iterative with newton 1.21393972139064"
[1] "Starting newton at: 1.36932012342794"
[1] "Newton iter: 1, lambda:1.14942843344456, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.09334249005522, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.08848353512468, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.08844629051788, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0884462883292, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0884462883292"
[1] "Starting iterative with newton 1.0884462883292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.19193048534307"
[1] "Starting iterative with newton 1.19193048534307"
[1] "Starting newton at: 1.37825990107284"
[1] "Newton iter: 1, lambda:1.19660152565759, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.15943084423463, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.15751273752834, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.15750755464569, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15750755460783, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15750755460783"
[1] "Starting iterative with newton 1.15750755460783"
[1] "Starting newton at: 1.34098855471966"
[1] "Newton iter: 1, lambda:1.15662752867546, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.1150303407286, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.11242811264018, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.11241779840821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11241779824615, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11241779840821"
[1] "Starting iterative with newton 1.11241779840821"
[1] "Starting newton at: 1.29209170578078"
[1] "Newton iter: 1, lambda:1.0935370406227, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.03944906430113, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.03441241343061, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.03436823343087, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03436823003421, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03436823343087"
[1] "Starting iterative with newton 1.03436823343087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.943623881390042"
[1] "Starting iterative with newton 0.943623881390042"
[1] "Starting newton at: 1.09487485286636"
[1] "Newton iter: 1, lambda:1.10201978822148, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.10194268086758, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10194267189278, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10194268086758"
[1] "Starting iterative with newton 1.10194268086758"
[1] "Starting newton at: 1.38284920893586"
[1] "Newton iter: 1, lambda:1.3352944428005, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.3332331061905, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.33322901420559, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33322901418944, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33322901418944"
[1] "Starting iterative with newton 1.33322901418944"
[1] "Starting newton at: 1.62533012280684"
[1] "Newton iter: 1, lambda:1.59340145925766, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.59292292628518, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59292280999977, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59292280999976, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59292280999976"
[1] "Starting iterative with newton 1.59292280999976"
[1] "Starting newton at: 1.73666850985586"
[1] "Newton iter: 1, lambda:1.79739167019294, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.79626229703623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.79626199404293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79626199404291, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79626199404291"
[1] "Starting iterative with newton 1.79626199404291"
[1] "Starting newton at: 1.92418085638522"
[1] "Newton iter: 1, lambda:1.93309693630007, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.93308864746392, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9330886474574, diff to last: 0"
[1] "Final threshold is: 0.127257978813177"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.782743395169627"
[1] "Starting iterative with newton 0.782743395169627"
[1] "Starting newton at: 1.29327961213451"
[1] "Newton iter: 1, lambda:1.32819046521224, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.32704048412606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32703928104332, diff to last: 0"
[1] "Newton iter: 4, lambda:1.327039281042, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32703928104332"
[1] "Starting iterative with newton 1.32703928104332"
[1] "Starting newton at: 1.96425213681591"
[1] "Newton iter: 1, lambda:1.95434786076027, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.95435954468034, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95435954469508, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95435954469508"
[1] "Starting iterative with newton 1.95435954469508"
[1] "Starting newton at: 2.40794432948858"
[1] "Newton iter: 1, lambda:2.34333478159003, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.34532726890201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.34532901345549, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34532901345683, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34532901345549"
[1] "Starting iterative with newton 2.34532901345549"
[1] "Starting newton at: 2.54733451497314"
[1] "Newton iter: 1, lambda:2.55190666208801, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.55191807995722, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55191808002866, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55191807995722"
[1] "Starting iterative with newton 2.55191807995722"
[1] "Starting newton at: 2.63577759449666"
[1] "Newton iter: 1, lambda:2.65214009900698, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.65229677171515, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65229678618895, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65229678618895, diff to last: 0"
[1] "Final threshold is: 0.174604474898708"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.852625869211995"
[1] "Starting iterative with newton 0.852625869211995"
[1] "Starting newton at: 1.26384375177285"
[1] "Newton iter: 1, lambda:1.22173782016905, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.21969692205967, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21969196411723, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21969196408794, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21969196408794"
[1] "Starting iterative with newton 1.21969196408794"
[1] "Starting newton at: 1.60481250117436"
[1] "Newton iter: 1, lambda:1.69672639648434, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.69318426481047, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.69318036405362, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69318036404882, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69318036404882"
[1] "Starting iterative with newton 1.69318036404882"
[1] "Starting newton at: 2.09940692995436"
[1] "Newton iter: 1, lambda:2.04033510554284, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.04080216309344, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04080218005967, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04080218005967, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.04080218005967"
[1] "Starting iterative with newton 2.04080218005967"
[1] "Starting newton at: 2.28669801921747"
[1] "Newton iter: 1, lambda:2.22674404108319, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.22767401495459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22767420018457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22767420018457, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22767420018457"
[1] "Starting iterative with newton 2.22767420018457"
[1] "Starting newton at: 2.33997585967194"
[1] "Newton iter: 1, lambda:2.32582743514339, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.3258834131323, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32588341397921, diff to last: 0"
[1] "Final threshold is: 0.153116217664733"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.7066482459057"
[1] "Newton iter: 1, lambda:1.89331556551108, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.88696102373303, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.88696270886654, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88696270886664, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88696270886654"
[1] "Starting iterative with newton 1.88696270886654"
[1] "Starting newton at: 2.55063902647026"
[1] "Newton iter: 1, lambda:2.59033363187287, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.59160250265996, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59160381509143, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59160381509284, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.59160381509284"
[1] "Starting iterative with newton 2.59160381509284"
[1] "Starting newton at: 2.93482530522326"
[1] "Newton iter: 1, lambda:2.94740684469991, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.94755842195176, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94755844385779, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94755844385779, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.94755844385779"
[1] "Starting iterative with newton 2.94755844385779"
[1] "Starting newton at: 3.11080667388428"
[1] "Newton iter: 1, lambda:3.1380288972559, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.13879258876937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.13879318042023, diff to last: 0"
[1] "Newton iter: 4, lambda:3.13879318042059, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.13879318042023"
[1] "Starting iterative with newton 3.13879318042023"
[1] "Starting newton at: 3.19456184452205"
[1] "Newton iter: 1, lambda:3.22442233279753, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.22536723055667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.22536815747631, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22536815747721, diff to last: 0"
[1] "Final threshold is: 0.212330579452372"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.12725797881317705}, {'ad': 0.17460447489870778, 'da': 0.1531162176647333, 'dd': 0.21233057945237244}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.40733514245681. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0248342240256108
0.0248342240256108
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.6393675149839"
[1] "Starting iterative with newton 52.6393675149839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.2263971821576"
[1] "Starting iterative with newton 25.2263971821576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.2740198947265"
[1] "Starting iterative with newton 13.2740198947265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.7918235800739"
[1] "Starting iterative with newton 11.7918235800739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.90350821449789"
[1] "Starting iterative with newton 8.90350821449789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.20247228054532"
[1] "Starting iterative with newton 6.20247228054532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.62925756837678"
[1] "Starting iterative with newton 5.62925756837678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82230341057412"
[1] "Starting iterative with newton 4.82230341057412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.81624357527288"
[1] "Starting iterative with newton 3.81624357527288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.21795360702348"
[1] "Starting iterative with newton 3.21795360702348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.15961075912162"
[1] "Starting iterative with newton 3.15961075912162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.50139098283565"
[1] "Starting iterative with newton 2.50139098283565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.07492339815228"
[1] "Starting iterative with newton 2.07492339815228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26017028928683"
[1] "Starting iterative with newton 2.26017028928683"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78796087342577"
[1] "Starting iterative with newton 1.78796087342577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.40733514245681. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0248342240256108
0.0248342240256108
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0411455164063743, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0411885570326841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0411885570797607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0411885570326841"
[1] "Starting iterative with newton 0.0411885570326841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00240857730708007, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0024086201263813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00240862012638131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0024086201263813"
[1] "Starting iterative with newton 0.0024086201263813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00220529958722441, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00220533335511552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00220533335511553, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00220533335511552"
[1] "Starting iterative with newton 0.00220533335511552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00220427215521918, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00220430588069253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00220430588069253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00220430588069253"
[1] "Starting iterative with newton 0.00220430588069253"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00220426696325344, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00220430068851251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00220430068851252, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.47420971183279e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137245807805271, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.138780545709991, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138780736560223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138780736560226, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.138780736560223"
[1] "Starting iterative with newton 0.138780736560223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405379506884997, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0406170926563476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406170929579828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0406170926563476"
[1] "Starting iterative with newton 0.0406170926563476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363297567112644, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363906140154557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363906141862292, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0363906140154557"
[1] "Starting iterative with newton 0.0363906140154557"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0361524458415342, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362125901092502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362125902757124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0362125901092502"
[1] "Starting iterative with newton 0.0362125901092502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0361449849071794, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362050992725712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362050994388539, diff to last: 0"
[1] "Final threshold is: 0.000899125546204512"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162110517127505, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165000799331091, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165001711552172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165001711552263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165001711552172"
[1] "Starting iterative with newton 0.165001711552172"
[1] "Starting newton at: 0.105262325769107"
[1] "Newton iter: 1, lambda:0.054802312562844, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0549374967815342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549374977515017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549374977515017"
[1] "Starting iterative with newton 0.0549374977515017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0505265385982332, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0506552387615171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0506552395967085, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0506552387615171"
[1] "Starting iterative with newton 0.0506552387615171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503606710957661, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504882722643784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504882730837275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0504882722643784"
[1] "Starting iterative with newton 0.0504882722643784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503542036326521, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504817620838236, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504817629025603, diff to last: 0"
[1] "Final threshold is: 0.00125367538879726"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158262382266687, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160858685165837, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16085938006038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16085938006043, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.16085938006038"
[1] "Starting iterative with newton 0.16085938006038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0532359746432873, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0533776189079851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0533776199106201, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0533776199106201"
[1] "Starting iterative with newton 0.0533776199106201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0493911640238392, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0495080601190037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049508060773768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0495080601190037"
[1] "Starting iterative with newton 0.0495080601190037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492531563330919, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0493692193287043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0493692199731667, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0493692193287043"
[1] "Starting iterative with newton 0.0493692193287043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492482053959888, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0493642385740072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0493642392181025, diff to last: 0"
[1] "Final threshold is: 0.00122592255960059"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.302383558130279"
[1] "Newton iter: 1, lambda:0.216924609166059, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.217957389566459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.217957541583251, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217957541583254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217957541583254"
[1] "Starting iterative with newton 0.217957541583254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657926874533038, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0660793879209328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0660793933648017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0660793933648017"
[1] "Starting iterative with newton 0.0660793933648017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580551807978063, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582645102047603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.058264512926461, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0582645102047603"
[1] "Starting iterative with newton 0.0582645102047603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576614280378977, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578672120062844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578672146274694, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0578672120062844"
[1] "Starting iterative with newton 0.0578672120062844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576414223570785, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578470271794659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578470297956269, diff to last: 0"
[1] "Final threshold is: 0.00143658603219045"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246766580342098"
[1] "Newton iter: 1, lambda:0.32911597114565, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.330561290793904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33056173167871, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330561731678751, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33056173167871"
[1] "Starting iterative with newton 0.33056173167871"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110739127882029, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112021702573255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112021874587396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112021874587399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112021874587396"
[1] "Starting iterative with newton 0.112021874587396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945715361468557, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954261935493084, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954262633639827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954262633639831, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0954262633639827"
[1] "Starting iterative with newton 0.0954262633639827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.093345869537963, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941726055354818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941726704004879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941726704004883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0941726704004883"
[1] "Starting iterative with newton 0.0941726704004883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932533486158274, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0940780010715138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0940780655752343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0940780655752347, diff to last: 0"
[1] "Final threshold is: 0.00233635575639147"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.292510099819271"
[1] "Newton iter: 1, lambda:0.394250504365116, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.396865938818231, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.396867641817105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396867641817827, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.396867641817105"
[1] "Starting iterative with newton 0.396867641817105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133653611359439, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135744009911801, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135744520761329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13574452076136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13574452076136"
[1] "Starting iterative with newton 0.13574452076136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113536958635097, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.114913643014297, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114913845340625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114913845340629, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.114913845340625"
[1] "Starting iterative with newton 0.114913845340625"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111929188683333, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113256928768796, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113257115533243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113257115533247, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.113257115533243"
[1] "Starting iterative with newton 0.113257115533243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111801271981798, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.1131251671513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113125352722438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113125352722441, diff to last: 0"
[1] "Final threshold is: 0.00280938035248525"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.610045951354914"
[1] "Newton iter: 1, lambda:0.449784911393342, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.456900378824969, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.456915002272834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456915002334505, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456915002334505"
[1] "Starting iterative with newton 0.456915002334505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149425526166495, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152333693365212, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152334793816588, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152334793816745, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152334793816588"
[1] "Starting iterative with newton 0.152334793816588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12441352305916, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.126217180196134, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126217559171154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126217559171171, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126217559171154"
[1] "Starting iterative with newton 0.126217559171154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122238350461032, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123962385437038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123962728306138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123962728306152, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123962728306138"
[1] "Starting iterative with newton 0.123962728306138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122050301898598, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123767567588334, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123767907480887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1237679074809, diff to last: 0"
[1] "Final threshold is: 0.00307367994156142"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.723748442368847"
[1] "Newton iter: 1, lambda:0.57101581936329, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.579243443988192, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.579268543557666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579268543790732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579268543557666"
[1] "Starting iterative with newton 0.579268543557666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.203067280423485, diff to last: 0.203"
[1] "Newton iter: 2, lambda:0.210535256638844, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.210545331226765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210545331245094, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210545331226765"
[1] "Starting iterative with newton 0.210545331226765"
[1] "Starting newton at: 0.32128636502157"
[1] "Newton iter: 1, lambda:0.162751112647909, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.166697075376103, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.166699531319707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166699531320659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.166699531319707"
[1] "Starting iterative with newton 0.166699531319707"
[1] "Starting newton at: 0.314173955751281"
[1] "Newton iter: 1, lambda:0.157785249259455, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.161560249194684, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161562457530917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161562457531673, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161562457530917"
[1] "Starting iterative with newton 0.161562457530917"
[1] "Starting newton at: 0.315214471514046"
[1] "Newton iter: 1, lambda:0.157108636986174, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160958939255604, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16096123177195, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160961231772762, diff to last: 0"
[1] "Final threshold is: 0.00399734728926286"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.21795360702348"
[1] "Starting iterative with newton 3.21795360702348"
[1] "Starting newton at: 0.586056727731932"
[1] "Newton iter: 1, lambda:0.621780050554418, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.622298383213984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.62229849122883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622298491228835, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.62229849122883"
[1] "Starting iterative with newton 0.62229849122883"
[1] "Starting newton at: 0.330224830102277"
[1] "Newton iter: 1, lambda:0.261008983509341, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.26203424983548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262034475842353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262034475842364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.262034475842353"
[1] "Starting iterative with newton 0.262034475842353"
[1] "Starting newton at: 0.374205582869416"
[1] "Newton iter: 1, lambda:0.207884957324457, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.213094859955624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.213100016781889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21310001678694, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213100016781889"
[1] "Starting iterative with newton 0.213100016781889"
[1] "Starting newton at: 0.352256330365246"
[1] "Newton iter: 1, lambda:0.202230710665971, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.206402408631729, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.206405656965586, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206405656967555, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.206405656965586"
[1] "Starting iterative with newton 0.206405656965586"
[1] "Starting newton at: 0.351407853180721"
[1] "Newton iter: 1, lambda:0.201320160414054, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.205485454380113, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.205488684871235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205488684873178, diff to last: 0"
[1] "Final threshold is: 0.00510315203486865"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.15961075912162"
[1] "Starting iterative with newton 3.15961075912162"
[1] "Starting newton at: 0.641374190381644"
[1] "Newton iter: 1, lambda:0.601405206952977, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.602013456804413, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.6020135994102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.602013599410208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6020135994102"
[1] "Starting iterative with newton 0.6020135994102"
[1] "Starting newton at: 0.343265998134528"
[1] "Newton iter: 1, lambda:0.26125710252799, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.262717049834301, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262717515439813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26271751543986, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.262717515439813"
[1] "Starting iterative with newton 0.262717515439813"
[1] "Starting newton at: 0.36292812137705"
[1] "Newton iter: 1, lambda:0.209903644680746, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.214423053782878, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.214427028597353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214427028600427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.214427028597353"
[1] "Starting iterative with newton 0.214427028597353"
[1] "Starting newton at: 0.366071914379116"
[1] "Newton iter: 1, lambda:0.202456559988373, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.207532326208025, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.207537251832103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207537251836741, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207537251832103"
[1] "Starting iterative with newton 0.207537251832103"
[1] "Starting newton at: 0.368123083318242"
[1] "Newton iter: 1, lambda:0.201285141477628, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.206548759533401, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.20655404299004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206554042995363, diff to last: 0"
[1] "Final threshold is: 0.00512960937714249"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.50139098283565"
[1] "Starting iterative with newton 2.50139098283565"
[1] "Starting newton at: 0.590303458638541"
[1] "Newton iter: 1, lambda:0.65374923452673, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.655542101302197, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.655543507435611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655543507436475, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.655543507435611"
[1] "Starting iterative with newton 0.655543507435611"
[1] "Starting newton at: 0.329005376965323"
[1] "Newton iter: 1, lambda:0.340158852858146, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.34019348764215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.340193487975774, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34019348764215"
[1] "Starting iterative with newton 0.34019348764215"
[1] "Starting newton at: 0.314462610655612"
[1] "Newton iter: 1, lambda:0.283728546291222, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283964625211818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283964639171106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283964639171106, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.283964639171106"
[1] "Starting iterative with newton 0.283964639171106"
[1] "Starting newton at: 0.31076574167819"
[1] "Newton iter: 1, lambda:0.273574626790822, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.273913372049641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273913400219842, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273913400219842, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273913400219842"
[1] "Starting iterative with newton 0.273913400219842"
[1] "Starting newton at: 0.305260969756585"
[1] "Newton iter: 1, lambda:0.271842391515376, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.272114990898674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272115009075374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272115009075374, diff to last: 0"
[1] "Final threshold is: 0.00675776509610896"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.07492339815228"
[1] "Starting iterative with newton 2.07492339815228"
[1] "Starting newton at: 0.8263622789971"
[1] "Newton iter: 1, lambda:0.728583086122832, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.7333511174357, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.733362919205714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733362919277897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.733362919205714"
[1] "Starting iterative with newton 0.733362919205714"
[1] "Starting newton at: 0.303903376077051"
[1] "Newton iter: 1, lambda:0.421864010727199, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.426820007820121, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426828661437845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426828661464211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426828661464211"
[1] "Starting iterative with newton 0.426828661464211"
[1] "Starting newton at: 0.320135967417484"
[1] "Newton iter: 1, lambda:0.357794275751338, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.35824254407911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.358242607404423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358242607404425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.358242607404423"
[1] "Starting iterative with newton 0.358242607404423"
[1] "Starting newton at: 0.328213351317945"
[1] "Newton iter: 1, lambda:0.342913008913376, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.34297941485563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.342979416209285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.342979416209285"
[1] "Starting iterative with newton 0.342979416209285"
[1] "Starting newton at: 0.328366847443162"
[1] "Newton iter: 1, lambda:0.339549364061101, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.33958755652898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.339587556974103, diff to last: 0"
[1] "Final threshold is: 0.00843339345515046"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.26017028928683"
[1] "Starting iterative with newton 2.26017028928683"
[1] "Starting newton at: 0.849090025516777"
[1] "Newton iter: 1, lambda:0.681851949316964, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.69429195930345, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.694365771651238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.694365774239162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.694365771651238"
[1] "Starting iterative with newton 0.694365771651238"
[1] "Starting newton at: 0.312379928080757"
[1] "Newton iter: 1, lambda:0.382348798036891, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.38389832039755, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.383899075360322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383899075360501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383899075360501"
[1] "Starting iterative with newton 0.383899075360501"
[1] "Starting newton at: 0.332925722002228"
[1] "Newton iter: 1, lambda:0.321649393290553, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.321685281365471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.321685281729308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.321685281729308"
[1] "Starting iterative with newton 0.321685281729308"
[1] "Starting newton at: 0.331434796998568"
[1] "Newton iter: 1, lambda:0.309057802822951, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.309195843932354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30919584919436, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.309195843932354"
[1] "Starting iterative with newton 0.309195843932354"
[1] "Starting newton at: 0.334510000440706"
[1] "Newton iter: 1, lambda:0.306472583939456, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.306688206244067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306688219023641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306688219023641, diff to last: 0"
[1] "Final threshold is: 0.00761636393724868"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.78796087342577"
[1] "Starting iterative with newton 1.78796087342577"
[1] "Starting newton at: 0.741416521211817"
[1] "Newton iter: 1, lambda:0.787174872360082, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.788400938220554, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.788401804267389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788401804267821, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.788401804267389"
[1] "Starting iterative with newton 0.788401804267389"
[1] "Starting newton at: 0.575363275157053"
[1] "Newton iter: 1, lambda:0.511398024148323, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.513106616928447, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513107852673506, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513107852674152, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513107852673506"
[1] "Starting iterative with newton 0.513107852673506"
[1] "Starting newton at: 0.575666528794113"
[1] "Newton iter: 1, lambda:0.432110484999291, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.439780671934372, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.43980315753465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439803157727697, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439803157727697"
[1] "Starting iterative with newton 0.439803157727697"
[1] "Starting newton at: 0.282059871606824"
[1] "Newton iter: 1, lambda:0.413946829521549, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.420466358625042, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.420482138578619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420482138670992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.420482138578619"
[1] "Starting iterative with newton 0.420482138578619"
[1] "Starting newton at: 0.285458040198984"
[1] "Newton iter: 1, lambda:0.409657298058926, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.415391020123488, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.41540313037976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415403130433748, diff to last: 0"
[1] "Final threshold is: 0.010316214400791"
threshold is:
[{'ad': 5.47420971183279e-05, 'da': 0.0008991255462045118, 'dd': 0.0012536753887972595}, {'ad': 0.0012259225596005935, 'da': 0.0014365860321904527, 'dd': 0.002336355756391472}, {'ad': 0.0028093803524852543, 'da': 0.0030736799415614227, 'dd': 0.003997347289262859}, {'ad': 0.005103152034868647, 'da': 0.005129609377142485, 'dd': 0.006757765096108961}, {'ad': 0.00843339345515046, 'da': 0.007616363937248683, 'dd': 0.010316214400790972}]
Number of points in noise estimation: 128
Estimated noise: 0.06583142422368003
0.06583142422368003
threshold is:
[{'ad': 0.05374861810207143, 'da': 0.017976575078207102, 'dd': 0.004222899851244875}, {'ad': 0.009793689971802522, 'da': 0.008937037317773414, 'dd': 0.023587667756336778}, {'ad': 0.021833470642384164, 'da': 0.023594817179762473, 'dd': 0.022471492271285212}, {'ad': 0.035956847374924335, 'da': 0.03603226191647284, 'dd': 0.05438132610782786}, {'ad': 0.07705200278165292, 'da': 0.06980160327812375, 'dd': 0.2900180292615245}]
['baboon256', 0.05, 2, 0.0025019007833656467, 0.0024028452396460493, 0.0022194127640793307, 0.00817063416360846, 0.00286309168206411, 0.00301679268798632, 0.002155571054734829, 0.0025019007833656484, 26.017299169012663, 26.192741999543788, 26.537619206199317, 20.877442344018093, 25.43164744756252, 25.204545332313945, 26.664376567949496, 26.01729916901266]
baboon256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.06632438353056103
0.06632438353056103
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118947362903578, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.119952624123025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11995269562884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119952695628841, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.11995269562884"
[1] "Starting iterative with newton 0.11995269562884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0501789327074486, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0502986753423501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502986760240161, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0502986753423501"
[1] "Starting iterative with newton 0.0502986753423501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473125124130678, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474170981020802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474170986130067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0474170981020802"
[1] "Starting iterative with newton 0.0474170981020802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471936265329471, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472976080468135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472976085514706, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0472976080468135"
[1] "Starting iterative with newton 0.0472976080468135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471886964407012, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472926529414781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472926534458765, diff to last: 0"
[1] "Final threshold is: 0.00313665608532222"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.326249754817243"
[1] "Newton iter: 1, lambda:0.271462023515601, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.271920648550725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271920680976695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271920680976696, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.271920680976695"
[1] "Starting iterative with newton 0.271920680976695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108650970690042, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109857632159376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109857780970083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109857780970085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109857780970083"
[1] "Starting iterative with newton 0.109857780970083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968338041208714, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0977301961412485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0977302729711348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0977302729711353, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0977302729711348"
[1] "Starting iterative with newton 0.0977302729711348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959414130567549, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968168967771382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096816969694232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968169696942326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0968169696942326"
[1] "Starting iterative with newton 0.0968169696942326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958741766981491, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096748098665941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096748171295355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967481712953555, diff to last: 0"
[1] "Final threshold is: 0.00641676281887358"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.328787350783036, diff to last: 0.329"
[1] "Newton iter: 2, lambda:0.355871701992222, diff to last: 0.027"
[1] "Newton iter: 3, lambda:0.356054130408321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356054138663179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356054138663179"
[1] "Starting iterative with newton 0.356054138663179"
[1] "Starting newton at: 0.0537604660931548"
[1] "Newton iter: 1, lambda:0.178310334564471, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.180690981412985, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.180691845275391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180691845275505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.180691845275505"
[1] "Starting iterative with newton 0.180691845275505"
[1] "Starting newton at: 0.229122759480829"
[1] "Newton iter: 1, lambda:0.158089677314943, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.158834443328636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.158834525637168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158834525637169, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158834525637168"
[1] "Starting iterative with newton 0.158834525637168"
[1] "Starting newton at: 0.250980079119166"
[1] "Newton iter: 1, lambda:0.154680788341833, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.15604110297249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.156041376411862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156041376411873, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156041376411862"
[1] "Starting iterative with newton 0.156041376411862"
[1] "Starting newton at: 0.253773228344471"
[1] "Newton iter: 1, lambda:0.154231234983619, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.15568351776692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.155683829257448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155683829257463, diff to last: 0"
[1] "Final threshold is: 0.0103256340011783"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561032381611281"
[1] "Newton iter: 1, lambda:0.447590643723026, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.451102702833734, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.451106154109564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451106154112895, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.451106154109564"
[1] "Starting iterative with newton 0.451106154109564"
[1] "Starting newton at: 0.294811233477301"
[1] "Newton iter: 1, lambda:0.167307808796858, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.169696783583866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169697626209804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169697626209909, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169697626209804"
[1] "Starting iterative with newton 0.169697626209804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137208244484514, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139737677475035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.13973853657562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139738536575719, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.13973853657562"
[1] "Starting iterative with newton 0.13973853657562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134169653562239, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136561959190127, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136562719364701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136562719364778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136562719364778"
[1] "Starting iterative with newton 0.136562719364778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133847612174155, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136225660186545, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136226410454613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136226410454687, diff to last: 0"
[1] "Final threshold is: 0.00903513269398832"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.691616148054043"
[1] "Newton iter: 1, lambda:0.54491839977929, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.551693255853699, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.551708395176917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551708395252377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.551708395252377"
[1] "Starting iterative with newton 0.551708395252377"
[1] "Starting newton at: 0.36403552860355"
[1] "Newton iter: 1, lambda:0.221456417075028, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.225418419138658, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.225421504875437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225421504877308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.225421504875437"
[1] "Starting iterative with newton 0.225421504875437"
[1] "Starting newton at: 0.321756701527935"
[1] "Newton iter: 1, lambda:0.179754989313735, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.183229906178341, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.183231995329375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18323199533013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183231995329375"
[1] "Starting iterative with newton 0.183231995329375"
[1] "Starting newton at: 0.331289881479668"
[1] "Newton iter: 1, lambda:0.173672375979784, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.177878051441951, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177881057833626, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177881057835162, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177881057835162"
[1] "Starting iterative with newton 0.177881057835162"
[1] "Starting newton at: 0.33664081897388"
[1] "Newton iter: 1, lambda:0.172658711189654, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.177199827552051, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.17720332470939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177203324711464, diff to last: 0"
[1] "Final threshold is: 0.0117529012709161"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.24261773182228"
[1] "Starting iterative with newton 2.24261773182228"
[1] "Starting newton at: 0.791415872675639"
[1] "Newton iter: 1, lambda:0.680109060240719, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.685712563552228, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.685727359189826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685727359292798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685727359189826"
[1] "Starting iterative with newton 0.685727359189826"
[1] "Starting newton at: 0.324938314432088"
[1] "Newton iter: 1, lambda:0.378743480353697, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.379658982260076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.379659245865961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379659245865983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379659245865961"
[1] "Starting iterative with newton 0.379659245865961"
[1] "Starting newton at: 0.179229824423186"
[1] "Newton iter: 1, lambda:0.313944903983613, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.319091998328352, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.319099470699042, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319099470714785, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.319099470699042"
[1] "Starting iterative with newton 0.319099470699042"
[1] "Starting newton at: 0.204340364253988"
[1] "Newton iter: 1, lambda:0.304421853984031, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.307193333616081, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.307195449831863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.307195449833097, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307195449831863"
[1] "Starting iterative with newton 0.307195449831863"
[1] "Starting newton at: 0.216244385121167"
[1] "Newton iter: 1, lambda:0.302792725842522, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.30485480062655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.304855966658686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304855966659059, diff to last: 0"
[1] "Final threshold is: 0.0202193840542506"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01565616802299"
[1] "Starting iterative with newton 2.01565616802299"
[1] "Starting newton at: 0.668924337790925"
[1] "Newton iter: 1, lambda:0.708362455945881, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.709114095153924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.709114364671223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.709114364671257, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709114364671223"
[1] "Starting iterative with newton 0.709114364671223"
[1] "Starting newton at: 0.491060869420503"
[1] "Newton iter: 1, lambda:0.437987361334778, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.438966548044767, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.43896688436756, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438966884367599, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.43896688436756"
[1] "Starting iterative with newton 0.43896688436756"
[1] "Starting newton at: 0.505161259369049"
[1] "Newton iter: 1, lambda:0.37612040476609, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.38136610832861, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.381374942441178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381374942466218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.381374942441178"
[1] "Starting iterative with newton 0.381374942441178"
[1] "Starting newton at: 0.242093630819007"
[1] "Newton iter: 1, lambda:0.364250418519669, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.368983849939098, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.368990899733688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368990899749318, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.368990899733688"
[1] "Starting iterative with newton 0.368990899733688"
[1] "Starting newton at: 0.23568491686169"
[1] "Newton iter: 1, lambda:0.361327160220602, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.366312540563916, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.366320327040819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366320327059804, diff to last: 0"
[1] "Final threshold is: 0.0242959698656958"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78261652899656"
[1] "Starting iterative with newton 1.78261652899656"
[1] "Starting newton at: 0.727750954782676"
[1] "Newton iter: 1, lambda:0.722282567477286, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.722297328519025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.722297328626795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.722297328519025"
[1] "Starting iterative with newton 0.722297328519025"
[1] "Starting newton at: 0.427797265454198"
[1] "Newton iter: 1, lambda:0.486319327560038, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.487648173800905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.48764885244889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.487648852449067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.48764885244889"
[1] "Starting iterative with newton 0.48764885244889"
[1] "Starting newton at: 0.464411037625231"
[1] "Newton iter: 1, lambda:0.431278316614738, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.431669261717065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.431669316436266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431669316436268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431669316436266"
[1] "Starting iterative with newton 0.431669316436266"
[1] "Starting newton at: 0.468315792111678"
[1] "Newton iter: 1, lambda:0.417143413784192, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.418057111183836, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.418057404831242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418057404831272, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418057404831242"
[1] "Starting iterative with newton 0.418057404831242"
[1] "Starting newton at: 0.479977455897123"
[1] "Newton iter: 1, lambda:0.413186734453753, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.414732535708192, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.414733372590295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41473337259054, diff to last: 0"
[1] "Final threshold is: 0.0275069352666018"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.33105700568313"
[1] "Starting iterative with newton 1.33105700568313"
[1] "Starting newton at: 0.92113969650657"
[1] "Newton iter: 1, lambda:0.8271909944504, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.832415339534833, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.832432255629324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.832432255806291, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.832432255806291"
[1] "Starting iterative with newton 0.832432255806291"
[1] "Starting newton at: 0.650013489192747"
[1] "Newton iter: 1, lambda:0.675676481439639, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.676029893761638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.676029960294595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.676029960294597, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.676029960294595"
[1] "Starting iterative with newton 0.676029960294595"
[1] "Starting newton at: 0.632034569575987"
[1] "Newton iter: 1, lambda:0.626575569100166, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.626590621086659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626590621201262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.626590621201262"
[1] "Starting iterative with newton 0.626590621201262"
[1] "Starting newton at: 0.641109678792512"
[1] "Newton iter: 1, lambda:0.610408291994755, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.610873267072328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610873374623399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610873374623405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.610873374623399"
[1] "Starting iterative with newton 0.610873374623399"
[1] "Starting newton at: 0.641039639262234"
[1] "Newton iter: 1, lambda:0.605239462043437, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.605867472009884, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605867667156802, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605867667156821, diff to last: 0"
[1] "Final threshold is: 0.0401837995252753"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.16599085523377"
[1] "Starting iterative with newton 1.16599085523377"
[1] "Starting newton at: 1.02168991170934"
[1] "Newton iter: 1, lambda:0.9033545376695, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.912322307705804, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.912377531778383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912377533863575, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.912377531778383"
[1] "Starting iterative with newton 0.912377531778383"
[1] "Starting newton at: 0.772934291850416"
[1] "Newton iter: 1, lambda:0.81762233759595, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.818915894452086, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.818916960119438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818916960120161, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.818916960119438"
[1] "Starting iterative with newton 0.818916960119438"
[1] "Starting newton at: 0.79942880110197"
[1] "Newton iter: 1, lambda:0.783668647081901, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.783821359595566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.783821374025689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783821374025689, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.783821374025689"
[1] "Starting iterative with newton 0.783821374025689"
[1] "Starting newton at: 0.814184943167893"
[1] "Newton iter: 1, lambda:0.769369930322779, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.77057684295099, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.770577734786605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770577734787092, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.770577734786605"
[1] "Starting iterative with newton 0.770577734786605"
[1] "Starting newton at: 0.809901083071347"
[1] "Newton iter: 1, lambda:0.764329156511507, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.765571786106427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.765572727570655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765572727571195, diff to last: 0"
[1] "Final threshold is: 0.0507761392039338"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15760020948986"
[1] "Starting iterative with newton 1.15760020948986"
[1] "Starting newton at: 0.83771708648057"
[1] "Newton iter: 1, lambda:0.867142466315221, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.867710163328267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.867710372042067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.867710372042095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.867710372042067"
[1] "Starting iterative with newton 0.867710372042067"
[1] "Starting newton at: 0.841719952785387"
[1] "Newton iter: 1, lambda:0.766707973089629, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.769952754037999, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.769959024166331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769959024189716, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.769959024166331"
[1] "Starting iterative with newton 0.769959024166331"
[1] "Starting newton at: 0.865397409611664"
[1] "Newton iter: 1, lambda:0.725747873004441, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.736369077856316, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.736434437237917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.736434439703908, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.736434437237917"
[1] "Starting iterative with newton 0.736434437237917"
[1] "Starting newton at: 0.597978850299965"
[1] "Newton iter: 1, lambda:0.716529112642193, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.72482424184312, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.724863659051749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724863659939307, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724863659051749"
[1] "Starting iterative with newton 0.724863659051749"
[1] "Starting newton at: 0.59202818836132"
[1] "Newton iter: 1, lambda:0.712310885843223, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.720819506040789, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.720860829700188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720860830672136, diff to last: 0"
[1] "Final threshold is: 0.0478106501411937"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.96670522544162"
[1] "Starting iterative with newton 0.96670522544162"
[1] "Starting newton at: 0.898997462616453"
[1] "Newton iter: 1, lambda:1.00571201735263, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.01521760399895, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01528967684711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01528968096872, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01528968096872"
[1] "Starting iterative with newton 1.01528968096872"
[1] "Starting newton at: 0.88978951695893"
[1] "Newton iter: 1, lambda:1.02233128636361, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.03738975725774, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03757407841538, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03757410579785, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03757410579785, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03757410579785"
[1] "Starting iterative with newton 1.03757410579785"
[1] "Starting newton at: 1.20487643698542"
[1] "Newton iter: 1, lambda:1.02393738672086, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.04731677872931, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.04776637561547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04776653971471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04776653971474, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04776653971471"
[1] "Starting iterative with newton 1.04776653971471"
[1] "Starting newton at: 1.2032283137515"
[1] "Newton iter: 1, lambda:1.03055366436569, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.05204191167932, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.05242256704713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05242268505284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05242268505285, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05242268505284"
[1] "Starting iterative with newton 1.05242268505284"
[1] "Starting newton at: 1.20168913496781"
[1] "Newton iter: 1, lambda:1.0337861417086, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.05420447488875, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.054548476439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05454857295225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05454857295226, diff to last: 0"
[1] "Final threshold is: 0.0699422840040908"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.771032328265103"
[1] "Starting iterative with newton 0.771032328265103"
[1] "Starting newton at: 1.24367246886276"
[1] "Newton iter: 1, lambda:1.22474671846453, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.22510548984376, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2251056207214, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22510562072141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22510562072141"
[1] "Starting iterative with newton 1.22510562072141"
[1] "Starting newton at: 1.72747469236267"
[1] "Newton iter: 1, lambda:1.46847961571332, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.5274296705574, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.53184987389835, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.53187352665017, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53187352732449, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53187352665017"
[1] "Starting iterative with newton 1.53187352665017"
[1] "Starting newton at: 1.6624109641975"
[1] "Newton iter: 1, lambda:1.72962504154469, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.73608320416025, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.73613918038533, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7361391845598, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73613918038533"
[1] "Starting iterative with newton 1.73613918038533"
[1] "Starting newton at: 1.60669952541259"
[1] "Newton iter: 1, lambda:1.80117940641285, diff to last: 0.194"
[1] "Newton iter: 2, lambda:1.86433842022447, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.87040980185888, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.87046235895005, diff to last: 0"
[1] "Newton iter: 5, lambda:1.87046236285885, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87046236285885"
[1] "Starting iterative with newton 1.87046236285885"
[1] "Starting newton at: 1.6069106123263"
[1] "Newton iter: 1, lambda:1.84322394373163, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.94164592861219, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.95756285300712, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.95794262417816, diff to last: 0"
[1] "Newton iter: 5, lambda:1.95794283604006, diff to last: 0"
[1] "Newton iter: 6, lambda:1.95794283604013, diff to last: 0"
[1] "Final threshold is: 0.12985935158844"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.843600879847967"
[1] "Starting iterative with newton 0.843600879847967"
[1] "Starting newton at: 1.08788416894164"
[1] "Newton iter: 1, lambda:1.08217870247994, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.08220630555258, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08220630620101, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08220630620101"
[1] "Starting iterative with newton 1.08220630620101"
[1] "Starting newton at: 1.07934153638"
[1] "Newton iter: 1, lambda:1.18974062452279, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.20167117648955, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.20180261264333, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20180262846355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20180262846355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20180262846355"
[1] "Starting iterative with newton 1.20180262846355"
[1] "Starting newton at: 1.473186117734"
[1] "Newton iter: 1, lambda:1.20389261787883, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.25741767855249, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.26023819587976, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26024575325719, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26024575331133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26024575331133"
[1] "Starting iterative with newton 1.26024575331133"
[1] "Starting newton at: 1.49184408793333"
[1] "Newton iter: 1, lambda:1.23673905688445, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.2860199792965, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.28844641053933, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28845209536814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28845209539929, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28845209539929"
[1] "Starting iterative with newton 1.28845209539929"
[1] "Starting newton at: 1.49201558408234"
[1] "Newton iter: 1, lambda:1.25728800696178, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.30014244216143, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.3019844426435, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30198774327453, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30198774328511, diff to last: 0"
[1] "Final threshold is: 0.0863535344377313"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43473115573925"
[1] "Newton iter: 1, lambda:1.40878634496287, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.40957814462531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40957890159058, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40957890159128, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40957890159128"
[1] "Starting iterative with newton 1.40957890159128"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.292189744189064"
threshold is:
[{'ad': 0.0031366560853222187, 'da': 0.006416762818873576, 'dd': 0.010325634001178322}, {'ad': 0.00903513269398832, 'da': 0.011752901270916126, 'dd': 0.020219384054250618}, {'ad': 0.02429596986569582, 'da': 0.0275069352666018, 'dd': 0.04018379952527531}, {'ad': 0.05077613920393381, 'da': 0.04781065014119368, 'dd': 0.0699422840040908}, {'ad': 0.12985935158843975, 'da': 0.08635353443773135, 'dd': 0.292189744189064}]
Number of points in noise estimation: 128
Estimated noise: 0.06632438353056103
0.06632438353056103
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.6013199551474"
[1] "Starting iterative with newton 19.6013199551474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.82016949419402"
[1] "Starting iterative with newton 9.82016949419402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8598970338635"
[1] "Starting iterative with newton 4.8598970338635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.46810280607603"
[1] "Starting iterative with newton 4.46810280607603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.40890705537069"
[1] "Starting iterative with newton 3.40890705537069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.24261773182228"
[1] "Starting iterative with newton 2.24261773182228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01565616802299"
[1] "Starting iterative with newton 2.01565616802299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78261652899656"
[1] "Starting iterative with newton 1.78261652899656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33105700568313"
[1] "Starting iterative with newton 1.33105700568313"
[1] "Starting newton at: 1.54140591733756"
[1] "Newton iter: 1, lambda:1.27215714572455, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.2099136517214, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.20497088571237, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.20493858399072, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20493858260925, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20493858399072"
[1] "Starting iterative with newton 1.20493858399072"
[1] "Starting newton at: 1.42705154387276"
[1] "Newton iter: 1, lambda:1.15681675332654, diff to last: 0.27"
[1] "Newton iter: 2, lambda:1.07566151444416, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.06498260131865, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.0647913474979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06479128620575, diff to last: 0"
[1] "Newton iter: 6, lambda:1.06479128620574, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06479128620574"
[1] "Starting iterative with newton 1.06479128620574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16599085523377"
[1] "Starting iterative with newton 1.16599085523377"
[1] "Starting newton at: 1.33019547216451"
[1] "Newton iter: 1, lambda:1.15318995054116, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.11496269240854, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.11278652961908, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.11277938876256, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11277938868566, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11277938868566"
[1] "Starting iterative with newton 1.11277938868566"
[1] "Starting newton at: 1.28572716757036"
[1] "Newton iter: 1, lambda:1.08174191860721, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.02471965556773, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.01902653868423, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.01896901812515, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01896901225886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.01896901225886"
[1] "Starting iterative with newton 1.01896901225886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15760020948986"
[1] "Starting iterative with newton 1.15760020948986"
[1] "Starting newton at: 1.34974406442002"
[1] "Newton iter: 1, lambda:1.19413817803493, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.16567279617212, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.16455490580103, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16455316416937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16455316416514, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16455316416937"
[1] "Starting iterative with newton 1.16455316416937"
[1] "Starting newton at: 1.35509083178584"
[1] "Newton iter: 1, lambda:1.20205669164607, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.17490315635381, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.17390243103481, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17390105795188, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1739010579493, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1739010579493"
[1] "Starting iterative with newton 1.1739010579493"
[1] "Starting newton at: 1.36577957758983"
[1] "Newton iter: 1, lambda:1.21415928268202, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.18814528876621, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.18724837488481, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18724729742064, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18724729741908, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18724729741908"
[1] "Starting iterative with newton 1.18724729741908"
[1] "Starting newton at: 1.37260525025289"
[1] "Newton iter: 1, lambda:1.22601206003831, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.20216209574442, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.20142663618834, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20142592958203, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20142592958138, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20142592958138"
[1] "Starting iterative with newton 1.20142592958138"
[1] "Starting newton at: 1.38341188664386"
[1] "Newton iter: 1, lambda:1.23802806321592, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.21513838406731, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.21447662996236, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.21447607094838, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21447607094798, diff to last: 0"
[1] "Final threshold is: 0.0805493767182425"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.96670522544162"
[1] "Starting iterative with newton 0.96670522544162"
[1] "Starting newton at: 1.10067194036517"
[1] "Newton iter: 1, lambda:1.09541257739559, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.09537032924369, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09537032651553, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09537032924369"
[1] "Starting iterative with newton 1.09537032924369"
[1] "Starting newton at: 1.23788492617519"
[1] "Newton iter: 1, lambda:1.32413729313367, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.31637179637524, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.31631179965202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31631179604519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31631179604519"
[1] "Starting iterative with newton 1.31631179604519"
[1] "Starting newton at: 1.60546564393095"
[1] "Newton iter: 1, lambda:1.55928105108348, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.55819314124886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.55819247194948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55819247194923, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55819247194923"
[1] "Starting iterative with newton 1.55819247194923"
[1] "Starting newton at: 1.68516017625012"
[1] "Newton iter: 1, lambda:1.75821845043521, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.75622302514662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.75622186268298, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75622186268258, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75622186268258"
[1] "Starting iterative with newton 1.75622186268258"
[1] "Starting newton at: 1.87817532565522"
[1] "Newton iter: 1, lambda:1.89667813644172, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.89662337017429, diff to last: 0"
[1] "Newton iter: 3, lambda:1.896623369754, diff to last: 0"
[1] "Final threshold is: 0.125792375788589"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.771032328265103"
[1] "Starting iterative with newton 0.771032328265103"
[1] "Starting newton at: 1.29492521319065"
[1] "Newton iter: 1, lambda:1.34143863161591, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.33942256641201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.33941895855452, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33941895854294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33941895855452"
[1] "Starting iterative with newton 1.33941895855452"
[1] "Starting newton at: 1.9800048385654"
[1] "Newton iter: 1, lambda:1.95117359583867, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.95128869810903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9512886995157, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95128869810903"
[1] "Starting iterative with newton 1.95128869810903"
[1] "Starting newton at: 2.38893206210192"
[1] "Newton iter: 1, lambda:2.3319165995643, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.33344829391759, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.33344931699199, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33344931699244, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33344931699199"
[1] "Starting iterative with newton 2.33344931699199"
[1] "Starting newton at: 2.5260391283441"
[1] "Newton iter: 1, lambda:2.54353147368515, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.54369785455946, diff to last: 0"
[1] "Newton iter: 3, lambda:2.54369786981768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54369786981768, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54369786981768"
[1] "Starting iterative with newton 2.54369786981768"
[1] "Starting newton at: 2.63603534460779"
[1] "Newton iter: 1, lambda:2.65616571064544, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.65640704951915, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65640708452907, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65640708452907, diff to last: 0"
[1] "Final threshold is: 0.176184562287605"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.843600879847967"
[1] "Starting iterative with newton 0.843600879847967"
[1] "Starting newton at: 1.26457614429413"
[1] "Newton iter: 1, lambda:1.22158737109505, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.21945159784405, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21944614490328, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21944614486769, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21944614490328"
[1] "Starting iterative with newton 1.21944614490328"
[1] "Starting newton at: 1.61921982719034"
[1] "Newton iter: 1, lambda:1.67987922591865, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.67837274447794, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.67837197992039, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67837197992019, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67837197992039"
[1] "Starting iterative with newton 1.67837197992039"
[1] "Starting newton at: 2.07944997354133"
[1] "Newton iter: 1, lambda:2.01257304124153, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.01308342218899, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.01308343491481, diff to last: 0"
[1] "Newton iter: 4, lambda:2.01308343491481, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.01308342218899"
[1] "Starting iterative with newton 2.01308342218899"
[1] "Starting newton at: 2.27135515465535"
[1] "Newton iter: 1, lambda:2.20451818613738, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.20561800365585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.20561823954758, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20561823954759, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.20561823954758"
[1] "Starting iterative with newton 2.20561823954758"
[1] "Starting newton at: 2.32004927981333"
[1] "Newton iter: 1, lambda:2.30624651885203, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.30629693074558, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30629693139392, diff to last: 0"
[1] "Final threshold is: 0.152963722170126"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.11030192458951"
[1] "Newton iter: 1, lambda:1.90660109607573, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.91821224945253, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.91822358461609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91822358462858, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.91822358461609"
[1] "Starting iterative with newton 1.91822358461609"
[1] "Starting newton at: 2.54126849346541"
[1] "Newton iter: 1, lambda:2.61842190747439, diff to last: 0.077"
[1] "Newton iter: 2, lambda:2.62339381037624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.62341496306868, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62341496345175, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.62341496345175"
[1] "Starting iterative with newton 2.62341496345175"
[1] "Starting newton at: 2.97984428491936"
[1] "Newton iter: 1, lambda:2.99436733935137, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.99457642500654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99457646807683, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99457646807684, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.99457646807683"
[1] "Starting iterative with newton 2.99457646807683"
[1] "Starting newton at: 3.13813960448303"
[1] "Newton iter: 1, lambda:3.17319287961836, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.17448851791693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.17449025033179, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17449025033489, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.17449025033489"
[1] "Starting iterative with newton 3.17449025033489"
[1] "Starting newton at: 3.25712810304539"
[1] "Newton iter: 1, lambda:3.26223814630621, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.26226575027705, diff to last: 0"
[1] "Newton iter: 3, lambda:3.26226575107929, diff to last: 0"
[1] "Final threshold is: 0.216367764853196"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.08054937671824247, 'dd': 0.12579237578858943}, {'ad': 0.17618456228760537, 'da': 0.15296372217012563, 'dd': 0.21636776485319628}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.406550778063252. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02487478853191325
0.02487478853191325
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.2635784719348"
[1] "Starting iterative with newton 52.2635784719348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.1838080364956"
[1] "Starting iterative with newton 26.1838080364956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9580870357738"
[1] "Starting iterative with newton 12.9580870357738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9134345115725"
[1] "Starting iterative with newton 11.9134345115725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.08926958998558"
[1] "Starting iterative with newton 9.08926958998558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.97955791129604"
[1] "Starting iterative with newton 5.97955791129604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.37440358868512"
[1] "Starting iterative with newton 5.37440358868512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.75304311453342"
[1] "Starting iterative with newton 4.75304311453342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.54903661724427"
[1] "Starting iterative with newton 3.54903661724427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10891586380466"
[1] "Starting iterative with newton 3.10891586380466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.08654363717551"
[1] "Starting iterative with newton 3.08654363717551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57755470165824"
[1] "Starting iterative with newton 2.57755470165824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05582627521468"
[1] "Starting iterative with newton 2.05582627521468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.24931794816958"
[1] "Starting iterative with newton 2.24931794816958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79841194718275"
[1] "Starting iterative with newton 1.79841194718275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.406550778063252. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02487478853191325
0.02487478853191325
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0559291506112811, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0560444828287896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0560444833189967, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0560444833189967"
[1] "Starting iterative with newton 0.0560444833189967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00895472011393003, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00895622768102469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00895622768106741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00895622768106741"
[1] "Starting iterative with newton 0.00895622768106741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822722905182144, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822844320043695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822844320046339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00822844320043695"
[1] "Starting iterative with newton 0.00822844320043695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00821632453813773, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00821753456702448, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00821753456705073, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00821753456702448"
[1] "Starting iterative with newton 0.00821753456702448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00821616117049328, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00821737113772163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00821737113774787, diff to last: 0"
[1] "Final threshold is: 0.000204405369339073"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101985512138407, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102732764543428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102732804616822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102732804616822, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.102732804616822"
[1] "Starting iterative with newton 0.102732804616822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328370569993948, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328797868407789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328797869131297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0328797869131297"
[1] "Starting iterative with newton 0.0328797869131297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304209373491011, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0304564448060772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0304564448544509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0304564448544509"
[1] "Starting iterative with newton 0.0304564448544509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030338429958019, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303737034588626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303737035065447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0303737034588626"
[1] "Starting iterative with newton 0.0303737034588626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030335614501141, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303708800333141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303708800809728, diff to last: 0"
[1] "Final threshold is: 0.000755469218356796"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.204457153338416"
[1] "Newton iter: 1, lambda:0.190063588205022, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.190090465789034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190090465882877, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.190090465789034"
[1] "Starting iterative with newton 0.190090465789034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0395104328517729, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0395873814678605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03958738175978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.03958738175978"
[1] "Starting iterative with newton 0.03958738175978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0330643816806485, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0331139851867792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033113985298437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0331139851867792"
[1] "Starting iterative with newton 0.0331139851867792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032798709760619, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328473342324764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328473343393631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0328473343393631"
[1] "Starting iterative with newton 0.0328473343393631"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327877882474832, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.03283637271485, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328363728215441, diff to last: 0"
[1] "Final threshold is: 0.00081679782743698"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.118906488301373"
[1] "Newton iter: 1, lambda:0.176245811179425, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.176597640996731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17659765419653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17659765419653, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.17659765419653"
[1] "Starting iterative with newton 0.17659765419653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442820332978629, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443701171054189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443701174540218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0443701171054189"
[1] "Starting iterative with newton 0.0443701171054189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399600861591521, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0400270289643976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400270291523084, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0400270289643976"
[1] "Starting iterative with newton 0.0400270289643976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398193405052005, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398856610477137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398856612317268, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0398856610477137"
[1] "Starting iterative with newton 0.0398856610477137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398147603956352, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398810607561702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398810609400576, diff to last: 0"
[1] "Final threshold is: 0.000992032952738117"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.203761761530628, diff to last: 0.204"
[1] "Newton iter: 2, lambda:0.20955408028558, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.209558726350561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209558726353549, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.209558726350561"
[1] "Starting iterative with newton 0.209558726350561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0691656752178693, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0694652167323947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0694652223490786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0694652167323947"
[1] "Starting iterative with newton 0.0694652167323947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0626153205006112, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0628495641133553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0628495673911063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0628495641133553"
[1] "Starting iterative with newton 0.0628495641133553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0623042946618414, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0625356899884411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625356931797112, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0625356899884411"
[1] "Starting iterative with newton 0.0625356899884411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0622895313645561, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.062520792055541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625207952427548, diff to last: 0"
[1] "Final threshold is: 0.00155519156051057"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.537739226380671"
[1] "Newton iter: 1, lambda:0.321484213313089, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.331214188757701, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.331234649617577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331234649707941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331234649617577"
[1] "Starting iterative with newton 0.331234649617577"
[1] "Starting newton at: 0.224868228277367"
[1] "Newton iter: 1, lambda:0.121237771940443, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.12238086169087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122381001241463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122381001241465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122381001241463"
[1] "Starting iterative with newton 0.122381001241463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105536688892633, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106649173025545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106649296551881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106649296551883, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106649296551881"
[1] "Starting iterative with newton 0.106649296551881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104370515838946, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105452621289774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105452737530488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105452737530489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105452737530489"
[1] "Starting iterative with newton 0.105452737530489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104281732823631, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105361547217362, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105361662918479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10536166291848, diff to last: 0"
[1] "Final threshold is: 0.00262084908446793"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.437692867502632"
[1] "Newton iter: 1, lambda:0.411607963579897, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.411782472837172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.411782480685739, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.411782480685739"
[1] "Starting iterative with newton 0.411782480685739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14768994417636, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150554544986119, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150555620925984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150555620926136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150555620925984"
[1] "Starting iterative with newton 0.150555620925984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124830377235581, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.12669781420657, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126698231899407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126698231899428, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126698231899407"
[1] "Starting iterative with newton 0.126698231899407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122718826858329, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124507682446636, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124508062370258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124508062370275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124508062370275"
[1] "Starting iterative with newton 0.124508062370275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122524800554485, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124306544416557, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124306921019415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124306921019432, diff to last: 0"
[1] "Final threshold is: 0.00309210837341118"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.252687563897789"
[1] "Newton iter: 1, lambda:0.450627421134228, diff to last: 0.198"
[1] "Newton iter: 2, lambda:0.462232399866445, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.462271091306873, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462271091735877, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.462271091735877"
[1] "Starting iterative with newton 0.462271091735877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157619038435872, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161159928712466, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161161713633165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161161713633619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.161161713633619"
[1] "Starting iterative with newton 0.161161713633619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129427411711655, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.131555782642847, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.1315563581661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131556358166143, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1315563581661"
[1] "Starting iterative with newton 0.1315563581661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126654980907361, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128668798846304, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128669307969202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128669307969235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128669307969235"
[1] "Starting iterative with newton 0.128669307969235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126384702257731, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128387570740824, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128388073752367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128388073752398, diff to last: 0"
[1] "Final threshold is: 0.0031936261846098"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.54903661724427"
[1] "Starting iterative with newton 3.54903661724427"
[1] "Starting newton at: 0.684725001909044"
[1] "Newton iter: 1, lambda:0.575397535801815, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.579609362226831, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.579615835247648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579615835262919, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579615835247648"
[1] "Starting iterative with newton 0.579615835247648"
[1] "Starting newton at: 0.293583065581628"
[1] "Newton iter: 1, lambda:0.231899339336561, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.232641924801626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.232642032824818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232642032824821, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.232642032824818"
[1] "Starting iterative with newton 0.232642032824818"
[1] "Starting newton at: 0.371272213017104"
[1] "Newton iter: 1, lambda:0.181226130537363, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.187450165678944, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.187456899074149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187456899082028, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187456899074149"
[1] "Starting iterative with newton 0.187456899074149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176256297334172, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.181568840144041, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181573663317581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181573663321556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181573663321556"
[1] "Starting iterative with newton 0.181573663321556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17554535656666, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180803235157361, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180807949060705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180807949064493, diff to last: 0"
[1] "Final threshold is: 0.00449755949777397"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.10891586380466"
[1] "Starting iterative with newton 3.10891586380466"
[1] "Starting newton at: 0.565057964321279"
[1] "Newton iter: 1, lambda:0.618801150451373, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.619970830536916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.61997137640587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.619971376405989, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.61997137640587"
[1] "Starting iterative with newton 0.61997137640587"
[1] "Starting newton at: 0.343711100542873"
[1] "Newton iter: 1, lambda:0.270238878929621, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.271444763686108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.271445090438208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271445090438232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.271445090438208"
[1] "Starting iterative with newton 0.271445090438208"
[1] "Starting newton at: 0.373985997569387"
[1] "Newton iter: 1, lambda:0.215117320348718, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.220119590416899, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.220124597198449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220124597203464, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220124597198449"
[1] "Starting iterative with newton 0.220124597198449"
[1] "Starting newton at: 0.383545713169815"
[1] "Newton iter: 1, lambda:0.206445925074382, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.212544286708978, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.212551591228851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212551591239328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.212551591239328"
[1] "Starting iterative with newton 0.212551591239328"
[1] "Starting newton at: 0.379426057222282"
[1] "Newton iter: 1, lambda:0.205563921444818, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.21142723577036, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.211433969272126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211433969281005, diff to last: 0"
[1] "Final threshold is: 0.00525937527410718"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.08654363717551"
[1] "Starting iterative with newton 3.08654363717551"
[1] "Starting newton at: 0.641368031942735"
[1] "Newton iter: 1, lambda:0.59832938275324, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.599028074710425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.599028261301819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599028261301832, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599028261301819"
[1] "Starting iterative with newton 0.599028261301819"
[1] "Starting newton at: 0.342307632189472"
[1] "Newton iter: 1, lambda:0.268747978494934, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.269945338568467, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.26994565771702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269945657717043, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26994565771702"
[1] "Starting iterative with newton 0.26994565771702"
[1] "Starting newton at: 0.341737009260379"
[1] "Newton iter: 1, lambda:0.219189344497612, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.222168706690667, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.222170480075398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222170480076026, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.222170480075398"
[1] "Starting iterative with newton 0.222170480075398"
[1] "Starting newton at: 0.331034606153424"
[1] "Newton iter: 1, lambda:0.212441282307445, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.215186800475338, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.215188281077496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215188281077926, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215188281077496"
[1] "Starting iterative with newton 0.215188281077496"
[1] "Starting newton at: 0.33580715614631"
[1] "Newton iter: 1, lambda:0.211139288024876, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.214164708959755, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.214166502362579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214166502363209, diff to last: 0"
[1] "Final threshold is: 0.00532734645688865"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.57755470165824"
[1] "Starting iterative with newton 2.57755470165824"
[1] "Starting newton at: 0.553382228769413"
[1] "Newton iter: 1, lambda:0.653119151281743, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.65759380246983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657602571839048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657602571872681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.657602571872681"
[1] "Starting iterative with newton 0.657602571872681"
[1] "Starting newton at: 0.329891140998044"
[1] "Newton iter: 1, lambda:0.330569146781138, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.330569271730301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330569271730305, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.330569271730305"
[1] "Starting iterative with newton 0.330569271730305"
[1] "Starting newton at: 0.314922350014575"
[1] "Newton iter: 1, lambda:0.27376418749576, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.274174253975579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.274174294785886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274174294785887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.274174294785886"
[1] "Starting iterative with newton 0.274174294785886"
[1] "Starting newton at: 0.33362904066281"
[1] "Newton iter: 1, lambda:0.26323324381404, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.264406221214451, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.264406548305821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264406548305847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264406548305821"
[1] "Starting iterative with newton 0.264406548305821"
[1] "Starting newton at: 0.332150254029628"
[1] "Newton iter: 1, lambda:0.26153715044128, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.262713177875772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262713505481571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262713505481596, diff to last: 0"
[1] "Final threshold is: 0.00653494289333234"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05582627521468"
[1] "Starting iterative with newton 2.05582627521468"
[1] "Starting newton at: 0.821674501696741"
[1] "Newton iter: 1, lambda:0.721128363115058, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.726085461779341, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.726098008476485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726098008556725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.726098008556725"
[1] "Starting iterative with newton 0.726098008556725"
[1] "Starting newton at: 0.307485311045163"
[1] "Newton iter: 1, lambda:0.426157918436954, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.431175058169989, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.431183921441433, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431183921469075, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.431183921441433"
[1] "Starting iterative with newton 0.431183921441433"
[1] "Starting newton at: 0.307351231130679"
[1] "Newton iter: 1, lambda:0.364783368708393, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.365835894129341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.365836245963536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365836245963575, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.365836245963575"
[1] "Starting iterative with newton 0.365836245963575"
[1] "Starting newton at: 0.304491727487431"
[1] "Newton iter: 1, lambda:0.350737861987415, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.35140325063092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351403387885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351403387885006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.351403387885"
[1] "Starting iterative with newton 0.351403387885"
[1] "Starting newton at: 0.301055031293575"
[1] "Newton iter: 1, lambda:0.347548494379524, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.348217349753297, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34821748769402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348217487694026, diff to last: 0"
[1] "Final threshold is: 0.00866183636950286"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.24931794816958"
[1] "Starting iterative with newton 2.24931794816958"
[1] "Starting newton at: 0.546844353373535"
[1] "Newton iter: 1, lambda:0.676507949102676, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.684622244284466, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.68465297722757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.684652977667274, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68465297722757"
[1] "Starting iterative with newton 0.68465297722757"
[1] "Starting newton at: 0.326975858092037"
[1] "Newton iter: 1, lambda:0.381309062789504, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.382236563301568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.382236832091777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382236832091799, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.382236832091777"
[1] "Starting iterative with newton 0.382236832091777"
[1] "Starting newton at: 0.325983339112494"
[1] "Newton iter: 1, lambda:0.322340606331849, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.322344345684424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322344345688366, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322344345684424"
[1] "Starting iterative with newton 0.322344345684424"
[1] "Starting newton at: 0.320813573830738"
[1] "Newton iter: 1, lambda:0.310464240274993, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.310493758934783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310493759175108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.310493758934783"
[1] "Starting iterative with newton 0.310493758934783"
[1] "Starting newton at: 0.318516699925342"
[1] "Newton iter: 1, lambda:0.308119725810848, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.308149387289776, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308149387531375, diff to last: 0"
[1] "Final threshold is: 0.00766515084507183"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.79841194718275"
[1] "Starting iterative with newton 1.79841194718275"
[1] "Starting newton at: 0.737214505767732"
[1] "Newton iter: 1, lambda:0.789549359779743, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.791158902353856, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.791160396961011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791160396962298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791160396961011"
[1] "Starting iterative with newton 0.791160396961011"
[1] "Starting newton at: 0.580956795288955"
[1] "Newton iter: 1, lambda:0.51104176641714, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.513083158648154, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513084925536083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513084925537406, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513084925536083"
[1] "Starting iterative with newton 0.513084925536083"
[1] "Starting newton at: 0.587744582204617"
[1] "Newton iter: 1, lambda:0.429245910236986, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.43857085662937, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.438604119893312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43860412031605, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438604119893312"
[1] "Starting iterative with newton 0.438604119893312"
[1] "Starting newton at: 0.299006232035922"
[1] "Newton iter: 1, lambda:0.413964430138483, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.418914474462925, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.418923570119056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418923570149749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418923570119056"
[1] "Starting iterative with newton 0.418923570119056"
[1] "Starting newton at: 0.299454165255181"
[1] "Newton iter: 1, lambda:0.409259014764599, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.413737138228461, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.413744523162872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413744523182946, diff to last: 0"
[1] "Final threshold is: 0.0102918075204131"
threshold is:
[{'ad': 0.00020440536933907284, 'da': 0.0007554692183567958, 'dd': 0.00081679782743698}, {'ad': 0.0009920329527381175, 'da': 0.0015551915605105748, 'dd': 0.0026208490844679268}, {'ad': 0.003092108373411183, 'da': 0.0031936261846097994, 'dd': 0.004497559497773975}, {'ad': 0.005259375274107182, 'da': 0.005327346456888646, 'dd': 0.006534942893332341}, {'ad': 0.00866183636950286, 'da': 0.007665150845071827, 'dd': 0.010291807520413053}]
Number of points in noise estimation: 128
Estimated noise: 0.06632438353056103
0.06632438353056103
threshold is:
[{'ad': 0.042432007107755965, 'da': 0.013741165374868585, 'dd': 0.027643433842702514}, {'ad': 0.00980016331429745, 'da': 0.010881355274133015, 'dd': 0.015444803225627746}, {'ad': 0.020067592938294968, 'da': 0.024286155734717207, 'dd': 0.032023776604352516}, {'ad': 0.04936432816559311, 'da': 0.04005563040744409, 'dd': 0.054809707957471664}, {'ad': 0.07981186772687487, 'da': 0.06280351788529023, 'dd': 0.292189744189064}]
['baboon256', 0.05, 3, 0.0024855960562236708, 0.0023760819176434494, 0.0022223784030261816, 0.008215800777243761, 0.0028652749914049804, 0.003020312669617921, 0.002136374268866018, 0.0024855960562236725, 26.04569448826809, 26.2413859072483, 26.53181992040283, 20.85350100373864, 25.428336907930568, 25.199480955657634, 26.70322661444708, 26.045694488268087]
baboon256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.065677036501708
0.065677036501708
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.226686445204449"
[1] "Newton iter: 1, lambda:0.132812804558713, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.133472286232041, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.133472319076729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133472319076729, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133472319076729"
[1] "Starting iterative with newton 0.133472319076729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502373499242822, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503609036341021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503609043814256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0503609036341021"
[1] "Starting iterative with newton 0.0503609036341021"
[1] "Starting newton at: 0.0564058875886518"
[1] "Newton iter: 1, lambda:0.0477587118079903, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.047762223030487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0477622230310659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.047762223030487"
[1] "Starting iterative with newton 0.047762223030487"
[1] "Starting newton at: 0.0590045681922669"
[1] "Newton iter: 1, lambda:0.0476760552615429, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0476820736244469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0476820736261454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0476820736261454"
[1] "Starting iterative with newton 0.0476820736261454"
[1] "Starting newton at: 0.0590847175966084"
[1] "Newton iter: 1, lambda:0.0476734951471412, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0476796014606781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0476796014624266, diff to last: 0"
[1] "Final threshold is: 0.00313145492551985"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.208623963104098"
[1] "Newton iter: 1, lambda:0.264958253433016, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.265461498230077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265461538107974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265461538107974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265461538107974"
[1] "Starting iterative with newton 0.265461538107974"
[1] "Starting newton at: 0.108173050271003"
[1] "Newton iter: 1, lambda:0.120713430635922, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.12072844826251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12072844828404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.12072844828404"
[1] "Starting iterative with newton 0.12072844828404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109079001861015, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110187183177057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110187297377714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110187297377715, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110187297377714"
[1] "Starting iterative with newton 0.110187297377714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10829650019937, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109386803032154, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109386913372995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109386913372996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109386913372995"
[1] "Starting iterative with newton 0.109386913372995"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108236927965856, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109325877327985, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10932598737956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109325987379561, diff to last: 0"
[1] "Final threshold is: 0.00718020686371263"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.319063899921749, diff to last: 0.319"
[1] "Newton iter: 2, lambda:0.34403359446799, diff to last: 0.025"
[1] "Newton iter: 3, lambda:0.344185952993888, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344185958655896, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344185952993888"
[1] "Starting iterative with newton 0.344185952993888"
[1] "Starting newton at: 0.217650636591842"
[1] "Newton iter: 1, lambda:0.173833622559271, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.17409075731057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17409076619104, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17409076619104"
[1] "Starting iterative with newton 0.17409076619104"
[1] "Starting newton at: 0.151177893559136"
[1] "Newton iter: 1, lambda:0.158393500411546, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.158400273716239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.158400273722205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158400273722205"
[1] "Starting iterative with newton 0.158400273722205"
[1] "Starting newton at: 0.16686838602797"
[1] "Newton iter: 1, lambda:0.15687134203574, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.156884293063495, diff to last: 0"
[1] "Newton iter: 3, lambda:0.156884293085241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156884293063495"
[1] "Starting iterative with newton 0.156884293063495"
[1] "Starting newton at: 0.168384366686681"
[1] "Newton iter: 1, lambda:0.156719629509891, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.156737255175094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.15673725521536, diff to last: 0"
[1] "Final threshold is: 0.0102940384293122"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.405274034454685"
[1] "Newton iter: 1, lambda:0.434018603453317, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.434253465000371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434253480601767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434253480601767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.434253480601767"
[1] "Starting iterative with newton 0.434253480601767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163428879343952, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.167334261236826, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167336487610684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167336487611407, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.167336487610684"
[1] "Starting iterative with newton 0.167336487610684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137726363040723, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140247779058016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.140248623688552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140248623688647, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.140248623688552"
[1] "Starting iterative with newton 0.140248623688552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135092471703096, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137493610912702, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137494369136771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137494369136846, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.137494369136846"
[1] "Starting iterative with newton 0.137494369136846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134824530872579, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137213644940803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137214394808546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13721439480862, diff to last: 0"
[1] "Final threshold is: 0.00901183481640063"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.619541209362598"
[1] "Newton iter: 1, lambda:0.548965812999116, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.550580158786209, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.550581021843611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550581021843858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550581021843858"
[1] "Starting iterative with newton 0.550581021843858"
[1] "Starting newton at: 0.266579356455041"
[1] "Newton iter: 1, lambda:0.237145954572017, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.237314929311337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237314934888336, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237314929311337"
[1] "Starting iterative with newton 0.237314929311337"
[1] "Starting newton at: 0.302872769623369"
[1] "Newton iter: 1, lambda:0.1977702775177, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.199690972652865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.199691616461184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199691616461256, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199691616461184"
[1] "Starting iterative with newton 0.199691616461184"
[1] "Starting newton at: 0.325311506367505"
[1] "Newton iter: 1, lambda:0.19208254501533, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.195123355578248, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.19512494717743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195124947177866, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19512494717743"
[1] "Starting iterative with newton 0.19512494717743"
[1] "Starting newton at: 0.322985900051758"
[1] "Newton iter: 1, lambda:0.191616381082867, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.194568306120687, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.194569803512172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194569803512557, diff to last: 0"
[1] "Final threshold is: 0.0127787680874244"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41783095239906"
[1] "Starting iterative with newton 2.41783095239906"
[1] "Starting newton at: 0.789023265678332"
[1] "Newton iter: 1, lambda:0.693280956818929, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.697578345396499, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.697587330714119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.697587330753344, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.697587330714119"
[1] "Starting iterative with newton 0.697587330714119"
[1] "Starting newton at: 0.260151058604985"
[1] "Newton iter: 1, lambda:0.369252154803432, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.372840805180286, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.372844654439147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372844654443574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372844654439147"
[1] "Starting iterative with newton 0.372844654439147"
[1] "Starting newton at: 0.490061279460159"
[1] "Newton iter: 1, lambda:0.303799231779696, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.312926781090374, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.312949176974333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312949177109073, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312949176974333"
[1] "Starting iterative with newton 0.312949176974333"
[1] "Starting newton at: 0.175682156899563"
[1] "Newton iter: 1, lambda:0.297749541005372, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.301693478840188, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.301697573895095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301697573899509, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.301697573895095"
[1] "Starting iterative with newton 0.301697573895095"
[1] "Starting newton at: 0.186933759978801"
[1] "Newton iter: 1, lambda:0.296411750842973, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.299570617330141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.299573234036863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299573234038658, diff to last: 0"
[1] "Final threshold is: 0.0196750822268917"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.08808304598231"
[1] "Starting iterative with newton 2.08808304598231"
[1] "Starting newton at: 0.535212266776286"
[1] "Newton iter: 1, lambda:0.675985160063987, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.685568257919303, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.685611150629557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685611151486209, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685611150629557"
[1] "Starting iterative with newton 0.685611150629557"
[1] "Starting newton at: 0.29576195747437"
[1] "Newton iter: 1, lambda:0.405741341904255, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.409795261471877, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.409800706841127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409800706850946, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.409800706841127"
[1] "Starting iterative with newton 0.409800706841127"
[1] "Starting newton at: 0.266871726720011"
[1] "Newton iter: 1, lambda:0.349511058678208, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.351596910818469, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.351598231094046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351598231094574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.351598231094046"
[1] "Starting iterative with newton 0.351598231094046"
[1] "Starting newton at: 0.284468941666956"
[1] "Newton iter: 1, lambda:0.338458416770406, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.339328957593728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339329182964993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339329182965009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.339329182964993"
[1] "Starting iterative with newton 0.339329182964993"
[1] "Starting newton at: 0.290367909416202"
[1] "Newton iter: 1, lambda:0.336121371844016, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.336743482110335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.336743596707403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336743596707407, diff to last: 0"
[1] "Final threshold is: 0.0221163214926685"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76061527690156"
[1] "Starting iterative with newton 1.76061527690156"
[1] "Starting newton at: 0.703563224352663"
[1] "Newton iter: 1, lambda:0.708022976840249, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.7080326705887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.70803267063443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.7080326705887"
[1] "Starting iterative with newton 0.7080326705887"
[1] "Starting newton at: 0.441014073085157"
[1] "Newton iter: 1, lambda:0.480444065306841, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.481036147756229, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.481036280353191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481036280353198, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.481036280353191"
[1] "Starting iterative with newton 0.481036280353191"
[1] "Starting newton at: 0.491843087179091"
[1] "Newton iter: 1, lambda:0.425210180912734, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.426766032691538, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.426766890889034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426766890889295, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.426766890889034"
[1] "Starting iterative with newton 0.426766890889034"
[1] "Starting newton at: 0.521725218958452"
[1] "Newton iter: 1, lambda:0.409204031972765, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.413532360183606, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.413538895688106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413538895702997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.413538895702997"
[1] "Starting iterative with newton 0.413538895702997"
[1] "Starting newton at: 0.532457596534475"
[1] "Newton iter: 1, lambda:0.404755947502672, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.410292348071302, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.410302998893053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410302998932441, diff to last: 0"
[1] "Final threshold is: 0.0269474850350593"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39628466855333"
[1] "Starting iterative with newton 1.39628466855333"
[1] "Starting newton at: 0.867365739870474"
[1] "Newton iter: 1, lambda:0.853126305672753, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.853253567350225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.853253577580615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853253577580615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853253567350225"
[1] "Starting iterative with newton 0.853253567350225"
[1] "Starting newton at: 0.603616924211486"
[1] "Newton iter: 1, lambda:0.672533578244064, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.675140764079216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.675144429146636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675144429153873, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.675144429153873"
[1] "Starting iterative with newton 0.675144429153873"
[1] "Starting newton at: 0.678485523945259"
[1] "Newton iter: 1, lambda:0.6129928102993, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.615130242258492, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.615132564366465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615132564369204, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615132564366465"
[1] "Starting iterative with newton 0.615132564366465"
[1] "Starting newton at: 0.4891065038085"
[1] "Newton iter: 1, lambda:0.589718874661166, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.594858332273538, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.59487149126395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594871491350105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59487149126395"
[1] "Starting iterative with newton 0.59487149126395"
[1] "Starting newton at: 0.499305886762716"
[1] "Newton iter: 1, lambda:0.584388798847567, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.588027704820629, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.58803425216411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588034252185287, diff to last: 0"
[1] "Final threshold is: 0.0386203470436368"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.18170011237931"
[1] "Starting iterative with newton 1.18170011237931"
[1] "Starting newton at: 1.0113774968689"
[1] "Newton iter: 1, lambda:0.910114980526469, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.916747224486613, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.916777396883464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916777397505918, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.916777396883464"
[1] "Starting iterative with newton 0.916777396883464"
[1] "Starting newton at: 0.780358993615677"
[1] "Newton iter: 1, lambda:0.818302619409112, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.819231630266398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.819232179055976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.819232179056167, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.819232179055976"
[1] "Starting iterative with newton 0.819232179055976"
[1] "Starting newton at: 0.796929015806883"
[1] "Newton iter: 1, lambda:0.782327181160636, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.782458056631171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.782458067207263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782458067207263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.782458067207263"
[1] "Starting iterative with newton 0.782458067207263"
[1] "Starting newton at: 0.798101140643318"
[1] "Newton iter: 1, lambda:0.767946356756536, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.768494851996738, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.768495035702522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768495035702543, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.768495035702543"
[1] "Starting iterative with newton 0.768495035702543"
[1] "Starting newton at: 0.801865547665786"
[1] "Newton iter: 1, lambda:0.762240722061027, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.763180128506732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.763180665124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.763180665124175, diff to last: 0"
[1] "Final threshold is: 0.0501234444007582"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.21163551140533"
[1] "Starting iterative with newton 1.21163551140533"
[1] "Starting newton at: 0.803029610490443"
[1] "Newton iter: 1, lambda:0.875440918299416, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.878965769852464, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.878973887964711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.878973888007703, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.878973887964711"
[1] "Starting iterative with newton 0.878973887964711"
[1] "Starting newton at: 0.822426131389019"
[1] "Newton iter: 1, lambda:0.76305158643251, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.765095922088942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765098406679052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765098406682719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.765098406679052"
[1] "Starting iterative with newton 0.765098406679052"
[1] "Starting newton at: 0.82689085436189"
[1] "Newton iter: 1, lambda:0.718710903373914, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.725143050293055, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.725166843192238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.725166843517082, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.725166843517082"
[1] "Starting iterative with newton 0.725166843517082"
[1] "Starting newton at: 0.60118544306271"
[1] "Newton iter: 1, lambda:0.704780271237112, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.711039595365135, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.711061844222221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.711061844502743, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.711061844222221"
[1] "Starting iterative with newton 0.711061844222221"
[1] "Starting newton at: 0.605613371068151"
[1] "Newton iter: 1, lambda:0.700802541719911, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.706052308219267, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.706067883711885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.706067883848751, diff to last: 0"
[1] "Final threshold is: 0.0463724461802182"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.972944126861046"
[1] "Starting iterative with newton 0.972944126861046"
[1] "Starting newton at: 1.18324920396028"
[1] "Newton iter: 1, lambda:1.00233492156474, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.02536333190799, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.02579161746126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02579176374264, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02579176374266, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02579176374264"
[1] "Starting iterative with newton 1.02579176374264"
[1] "Starting newton at: 1.1804455025767"
[1] "Newton iter: 1, lambda:1.03417069255819, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.04984134451596, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05004217849911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05004221118967, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05004221118967, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05004221118967"
[1] "Starting iterative with newton 1.05004221118967"
[1] "Starting newton at: 1.17481705043173"
[1] "Newton iter: 1, lambda:1.04918326108362, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.06100098685396, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0611158072784, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0611158180423, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0611158180423, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0611158180423"
[1] "Starting iterative with newton 1.0611158180423"
[1] "Starting newton at: 1.17581875992777"
[1] "Newton iter: 1, lambda:1.05507321359737, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.06606135385492, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.06616090850989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06616091662895, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06616090850989"
[1] "Starting iterative with newton 1.06616090850989"
[1] "Starting newton at: 1.18922202144763"
[1] "Newton iter: 1, lambda:1.05481653249233, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.06830672091122, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.06845722869642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06845724728195, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06845724728195, diff to last: 0"
[1] "Final threshold is: 0.0701731056302514"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.764190207584722"
[1] "Starting iterative with newton 0.764190207584722"
[1] "Starting newton at: 1.24118157204704"
[1] "Newton iter: 1, lambda:1.21815014124311, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.21867461904813, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2186748960515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21867489605158, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21867489605158"
[1] "Starting iterative with newton 1.21867489605158"
[1] "Starting newton at: 1.69626315088687"
[1] "Newton iter: 1, lambda:1.47010933298278, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.51657193657654, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.51924728536581, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.51925580641028, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5192558064965, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5192558064965"
[1] "Starting iterative with newton 1.5192558064965"
[1] "Starting newton at: 1.69661482475334"
[1] "Newton iter: 1, lambda:1.712726123851, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.71307157669205, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71307173275816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71307173275819, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71307173275819"
[1] "Starting iterative with newton 1.71307173275819"
[1] "Starting newton at: 1.68429804014783"
[1] "Newton iter: 1, lambda:1.81037180654361, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.83533160355529, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.83622033802139, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.83622143301104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8362214330127, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83622143301104"
[1] "Starting iterative with newton 1.83622143301104"
[1] "Starting newton at: 1.66526840838817"
[1] "Newton iter: 1, lambda:1.85053462027756, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.90867023981816, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.91386386829149, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.91390280652269, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91390280869699, diff to last: 0"
[1] "Final threshold is: 0.125699464627514"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.857686848996925"
[1] "Starting iterative with newton 0.857686848996925"
[1] "Starting newton at: 1.07759451177846"
[1] "Newton iter: 1, lambda:1.0886377130676, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.08874308121983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08874309074741, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08874309074741"
[1] "Starting iterative with newton 1.08874309074741"
[1] "Starting newton at: 1.06280245795069"
[1] "Newton iter: 1, lambda:1.18985328991865, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.20589590499341, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.20613601835311, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20613607154796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20613607154796, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20613607154796"
[1] "Starting iterative with newton 1.20613607154796"
[1] "Starting newton at: 1.47367075421266"
[1] "Newton iter: 1, lambda:1.2096092945068, diff to last: 0.264"
[1] "Newton iter: 2, lambda:1.26166706991226, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.26435319884306, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26436010491814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2643601049637, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26436010491814"
[1] "Starting iterative with newton 1.26436010491814"
[1] "Starting newton at: 1.47808575787604"
[1] "Newton iter: 1, lambda:1.25069856902145, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.29126690579508, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.29291462174357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29291726257301, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29291726257978, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.29291726257301"
[1] "Starting iterative with newton 1.29291726257301"
[1] "Starting newton at: 1.47735610312251"
[1] "Newton iter: 1, lambda:1.27145345231585, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.3056715031428, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30684848279905, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30684984083572, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30684984083752, diff to last: 0"
[1] "Final threshold is: 0.0858300246988186"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.44677614333394"
[1] "Newton iter: 1, lambda:1.3936516246825, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.39684051579371, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.39685266451017, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39685266468598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39685266451017"
[1] "Starting iterative with newton 1.39685266451017"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.28933787957015"
threshold is:
[{'ad': 0.0031314549255198458, 'da': 0.007180206863712626, 'dd': 0.010294038429312164}, {'ad': 0.009011834816400633, 'da': 0.012778768087424381, 'dd': 0.019675082226891658}, {'ad': 0.022116321492668543, 'da': 0.026947485035059306, 'dd': 0.0386203470436368}, {'ad': 0.05012344440075821, 'da': 0.04637244618021817, 'dd': 0.07017310563025135}, {'ad': 0.12569946462751364, 'da': 0.08583002469881858, 'dd': 0.2893378795701496}]
Number of points in noise estimation: 128
Estimated noise: 0.065677036501708
0.065677036501708
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.3074044739612"
[1] "Starting iterative with newton 20.3074044739612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.37874432044431"
[1] "Starting iterative with newton 9.37874432044431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.18454478147722"
[1] "Starting iterative with newton 5.18454478147722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74281101485228"
[1] "Starting iterative with newton 4.74281101485228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.3349872781983"
[1] "Starting iterative with newton 3.3349872781983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41783095239906"
[1] "Starting iterative with newton 2.41783095239906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.08808304598231"
[1] "Starting iterative with newton 2.08808304598231"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76061527690156"
[1] "Starting iterative with newton 1.76061527690156"
[1] "Starting newton at: 2.03816160008552"
[1] "Newton iter: 1, lambda:1.56145990562137, diff to last: 0.477"
[1] "Newton iter: 2, lambda:1.4979337672906, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.49474610124474, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49473752993793, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49473752987579, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49473752987579"
[1] "Starting iterative with newton 1.49473752987579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39628466855333"
[1] "Starting iterative with newton 1.39628466855333"
[1] "Starting newton at: 1.5897445949404"
[1] "Newton iter: 1, lambda:1.27899323225001, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.20380019241379, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.19656348964546, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.19649324782292, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19649324119239, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19649324782292"
[1] "Starting iterative with newton 1.19649324782292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.18170011237931"
[1] "Starting iterative with newton 1.18170011237931"
[1] "Starting newton at: 1.34462745068599"
[1] "Newton iter: 1, lambda:1.15317892250423, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.10955868711429, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.10671095862521, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.10669863237427, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10669863214327, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10669863237427"
[1] "Starting iterative with newton 1.10669863237427"
[1] "Starting newton at: 1.28275600141493"
[1] "Newton iter: 1, lambda:1.05532842493201, diff to last: 0.227"
[1] "Newton iter: 2, lambda:0.983334877470323, diff to last: 0.072"
[1] "Newton iter: 3, lambda:0.973598061482196, diff to last: 0.01"
[1] "Newton iter: 4, lambda:0.973416288857286, diff to last: 0"
[1] "Newton iter: 5, lambda:0.973416225668844, diff to last: 0"
[1] "Newton iter: 6, lambda:0.973416225668836, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.973416225668836"
[1] "Starting iterative with newton 0.973416225668836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.21163551140533"
[1] "Starting iterative with newton 1.21163551140533"
[1] "Starting newton at: 1.40154912378506"
[1] "Newton iter: 1, lambda:1.19851454821382, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.15377007304212, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.15097347936964, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.15096234535682, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15096234518025, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15096234535682"
[1] "Starting iterative with newton 1.15096234535682"
[1] "Starting newton at: 1.32932500942307"
[1] "Newton iter: 1, lambda:1.11485736525948, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.05597912913959, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.05020553984363, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.0501490806527, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05014907525678, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05014907525678"
[1] "Starting iterative with newton 1.05014907525678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.972944126861046"
[1] "Starting iterative with newton 0.972944126861046"
[1] "Starting newton at: 1.10591601953049"
[1] "Newton iter: 1, lambda:1.09272503889873, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.09245941524475, diff to last: 0"
[1] "Newton iter: 3, lambda:1.0924593072622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09245930726218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09245930726218"
[1] "Starting iterative with newton 1.09245930726218"
[1] "Starting newton at: 1.3714731293897"
[1] "Newton iter: 1, lambda:1.30831594431464, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.30453699446103, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.30452246444937, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30452246423385, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30452246423385"
[1] "Starting iterative with newton 1.30452246423385"
[1] "Starting newton at: 1.56810338059501"
[1] "Newton iter: 1, lambda:1.55127728380849, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.55112111804859, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55112110411268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55112110411268, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55112110411268"
[1] "Starting iterative with newton 1.55112110411268"
[1] "Starting newton at: 1.84230449895847"
[1] "Newton iter: 1, lambda:1.77714150174523, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.77634831295417, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77634814839624, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77634814839623, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.77634814839623"
[1] "Starting iterative with newton 1.77634814839623"
[1] "Starting newton at: 1.89894835570651"
[1] "Newton iter: 1, lambda:1.92218845590148, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.92211765299283, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92211765245929, diff to last: 0"
[1] "Final threshold is: 0.126238991221146"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.764190207584722"
[1] "Starting iterative with newton 0.764190207584722"
[1] "Starting newton at: 1.28642381066332"
[1] "Newton iter: 1, lambda:1.3556418224482, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.35121132439119, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.35119439891642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35119439866798, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35119439866798"
[1] "Starting iterative with newton 1.35119439866798"
[1] "Starting newton at: 1.99171402392386"
[1] "Newton iter: 1, lambda:1.97132513230241, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.97138722389394, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97138722438343, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.97138722438343"
[1] "Starting iterative with newton 1.97138722438343"
[1] "Starting newton at: 2.28164955673145"
[1] "Newton iter: 1, lambda:2.34759757714133, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.34931162069949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.34931291988726, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34931291988801, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34931291988726"
[1] "Starting iterative with newton 2.34931291988726"
[1] "Starting newton at: 2.53880123599392"
[1] "Newton iter: 1, lambda:2.5525277275773, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.55263011312758, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55263011888183, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55263011888183"
[1] "Starting iterative with newton 2.55263011888183"
[1] "Starting newton at: 2.65576238768059"
[1] "Newton iter: 1, lambda:2.65668360846251, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.656684110837, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65668411083715, diff to last: 0"
[1] "Final threshold is: 0.174483139320959"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.857686848996925"
[1] "Starting iterative with newton 0.857686848996925"
[1] "Starting newton at: 1.12321293798015"
[1] "Newton iter: 1, lambda:1.20201038946359, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.19417291756728, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.19409620494848, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19409619756826, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19409619756826"
[1] "Starting iterative with newton 1.19409619756826"
[1] "Starting newton at: 1.58926440613741"
[1] "Newton iter: 1, lambda:1.64166639702561, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.64041339866656, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.64041278055293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64041278055278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.64041278055278"
[1] "Starting iterative with newton 1.64041278055278"
[1] "Starting newton at: 2.03939237864215"
[1] "Newton iter: 1, lambda:1.98367404510034, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.9839131846005, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98391318577453, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.9839131846005"
[1] "Starting iterative with newton 1.9839131846005"
[1] "Starting newton at: 2.22749195178586"
[1] "Newton iter: 1, lambda:2.18152908082015, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.18198544401601, diff to last: 0"
[1] "Newton iter: 3, lambda:2.18198548124535, diff to last: 0"
[1] "Newton iter: 4, lambda:2.18198548124535, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.18198548124535"
[1] "Starting iterative with newton 2.18198548124535"
[1] "Starting newton at: 2.29284338714151"
[1] "Newton iter: 1, lambda:2.28759900516372, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.28760582612544, diff to last: 0"
[1] "Newton iter: 3, lambda:2.2876058261368, diff to last: 0"
[1] "Final threshold is: 0.150243171343961"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.7118014730582"
[1] "Newton iter: 1, lambda:1.91547870890489, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.90804200779866, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.90804540067653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90804540067714, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.90804540067653"
[1] "Starting iterative with newton 1.90804540067653"
[1] "Starting newton at: 2.58334018289546"
[1] "Newton iter: 1, lambda:2.60424982918486, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.60460553002434, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60460563345758, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60460563345759, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.60460563345758"
[1] "Starting iterative with newton 2.60460563345758"
[1] "Starting newton at: 2.97723221116568"
[1] "Newton iter: 1, lambda:2.94483516186242, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.945817132119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.94581804690969, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94581804691048, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.94581804691048"
[1] "Starting iterative with newton 2.94581804691048"
[1] "Starting newton at: 3.08801596576488"
[1] "Newton iter: 1, lambda:3.10922655571739, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.10968316613728, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10968337534194, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10968337534199, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10968337534199"
[1] "Starting iterative with newton 3.10968337534199"
[1] "Starting newton at: 3.16208076043713"
[1] "Newton iter: 1, lambda:3.19275033045029, diff to last: 0.031"
[1] "Newton iter: 2, lambda:3.19374085990568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.19374187327033, diff to last: 0"
[1] "Newton iter: 4, lambda:3.19374187327139, diff to last: 0"
[1] "Final threshold is: 0.209755501587879"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.1262389912211459}, {'ad': 0.1744831393209591, 'da': 0.1502431713439605, 'dd': 0.20975550158787856}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.407806377451786. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025022728407282376
0.025022728407282376
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 53.3007481511546"
[1] "Starting iterative with newton 53.3007481511546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.6163457097165"
[1] "Starting iterative with newton 24.6163457097165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6078500839549"
[1] "Starting iterative with newton 13.6078500839549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4484335630043"
[1] "Starting iterative with newton 12.4484335630043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.7533252824347"
[1] "Starting iterative with newton 8.7533252824347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.3460694266041"
[1] "Starting iterative with newton 6.3460694266041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.48058166149725"
[1] "Starting iterative with newton 5.48058166149725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.62107856203546"
[1] "Starting iterative with newton 4.62107856203546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66482174328616"
[1] "Starting iterative with newton 3.66482174328616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10160267703748"
[1] "Starting iterative with newton 3.10160267703748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.18017397679841"
[1] "Starting iterative with newton 3.18017397679841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55368183252864"
[1] "Starting iterative with newton 2.55368183252864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.00576641127523"
[1] "Starting iterative with newton 2.00576641127523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25116660228835"
[1] "Starting iterative with newton 2.25116660228835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77033004645344"
[1] "Starting iterative with newton 1.77033004645344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.407806377451786. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025022728407282376
0.025022728407282376
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504752459604864, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0505794318842057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505794323279973, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0505794318842057"
[1] "Starting iterative with newton 0.0505794318842057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026238475598265, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262501240212462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262501240235417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0262501240212462"
[1] "Starting iterative with newton 0.0262501240212462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260539318137103, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260653645555264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260653645577276, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0260653645555264"
[1] "Starting iterative with newton 0.0260653645555264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026052488413559, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260639195093007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260639195115011, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0260639195093007"
[1] "Starting iterative with newton 0.0260639195093007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260524771219126, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260639082047794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260639082069799, diff to last: 0"
[1] "Final threshold is: 0.000652190096240533"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0532700888963582"
[1] "Newton iter: 1, lambda:0.133016899154089, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.133473945062899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.133473960003006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133473960003006, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133473960003006"
[1] "Starting iterative with newton 0.133473960003006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358413536691764, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359015430157458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359015431855054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0359015431855054"
[1] "Starting iterative with newton 0.0359015431855054"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318906739324651, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319357092685848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319357093584079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0319357092685848"
[1] "Starting iterative with newton 0.0319357092685848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0317348668849963, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0317793555495593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0317793556370034, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0317793556370034"
[1] "Starting iterative with newton 0.0317793556370034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0317287320946714, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0317731993126115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0317731993999629, diff to last: 0"
[1] "Final threshold is: 0.000795052137029928"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169761721652929, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.172914515018067, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.172915594920785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172915594920911, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.172915594920911"
[1] "Starting iterative with newton 0.172915594920911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0629614539742139, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0632297076764022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.063229712545066, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0632297076764022"
[1] "Starting iterative with newton 0.0632297076764022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569677491946706, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571769440041317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571769468251045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0571769440041317"
[1] "Starting iterative with newton 0.0571769440041317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.056641302080797, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.05684752147109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568475242046591, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.05684752147109"
[1] "Starting iterative with newton 0.05684752147109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566235501300486, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568296084259052, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568296111547846, diff to last: 0"
[1] "Final threshold is: 0.00142203185713363"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171610275196346, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.174868814405576, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174869981009015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174869981009164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.174869981009015"
[1] "Starting iterative with newton 0.174869981009015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514944241999861, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0516237611413121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.051623761957261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0516237611413121"
[1] "Starting iterative with newton 0.0516237611413121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469644334112075, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470669062362642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470669067241401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0470669067241401"
[1] "Starting iterative with newton 0.0470669067241401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046797014480291, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0468985725825675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046898573060899, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0468985725825675"
[1] "Starting iterative with newton 0.0468985725825675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0467908306024354, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0468923550197236, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0468923554977056, diff to last: 0"
[1] "Final threshold is: 0.00117337466403641"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.393597368330738"
[1] "Newton iter: 1, lambda:0.219683376965244, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.223843170831371, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223845595618249, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223845595619072, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.223845595618249"
[1] "Starting iterative with newton 0.223845595618249"
[1] "Starting newton at: 0.16638128658733"
[1] "Newton iter: 1, lambda:0.0851909171828442, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0856932216109092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0856932408639759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0856932408639759, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0856932408639759"
[1] "Starting iterative with newton 0.0856932408639759"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776643123849628, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.078103562604635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781035766507528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781035766507528, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0781035766507528"
[1] "Starting iterative with newton 0.0781035766507528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772492442407091, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0776826535442708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0776826671830208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0776826671830208, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0776826671830208"
[1] "Starting iterative with newton 0.0776826671830208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772262120222168, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0776592987092867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0776593123257297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0776593123257297, diff to last: 0"
[1] "Final threshold is: 0.00194324788062305"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.423541499654259"
[1] "Newton iter: 1, lambda:0.3368597948929, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.338443674686879, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.338444212023144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338444212023206, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.338444212023206"
[1] "Starting iterative with newton 0.338444212023206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118319917963464, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119847735609743, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119847990065226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119847990065233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.119847990065226"
[1] "Starting iterative with newton 0.119847990065226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101568371801311, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.10260969361213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102609803021309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10260980302131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102609803021309"
[1] "Starting iterative with newton 0.102609803021309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10026144815879, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101269360458947, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101269462279887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101269462279888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101269462279887"
[1] "Starting iterative with newton 0.101269462279887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100159917308635, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101165261300337, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101165362550229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10116536255023, diff to last: 0"
[1] "Final threshold is: 0.00253143339131863"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.442624875876695"
[1] "Newton iter: 1, lambda:0.406758694061004, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.407078968112128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.407078993834092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407078993834092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.407078993834092"
[1] "Starting iterative with newton 0.407078993834092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137768337089247, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.139991018518954, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139991596108877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139991596108916, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139991596108916"
[1] "Starting iterative with newton 0.139991596108916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116866080754606, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118340524371884, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118340758851727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118340758851733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118340758851733"
[1] "Starting iterative with newton 0.118340758851733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115146513892363, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116567897058591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116568113457241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116568113457246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.116568113457241"
[1] "Starting iterative with newton 0.116568113457241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115005588642644, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116422677177582, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116422892147508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116422892147513, diff to last: 0"
[1] "Final threshold is: 0.00291321841059741"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.332328176634974"
[1] "Newton iter: 1, lambda:0.464914300094604, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.470161479249303, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.470169497507083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470169497525784, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.470169497507083"
[1] "Starting iterative with newton 0.470169497507083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158751802069684, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.162315839841182, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.162317634436682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162317634437137, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162317634436682"
[1] "Starting iterative with newton 0.162317634436682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131194195282374, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133356206725888, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133356793860786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133356793860829, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133356793860786"
[1] "Starting iterative with newton 0.133356793860786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128589565308897, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130642529218771, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130643052520628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130643052520662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130643052520628"
[1] "Starting iterative with newton 0.130643052520628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128345408723822, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130388343279459, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130388860915938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130388860915972, diff to last: 0"
[1] "Final threshold is: 0.00326268505403444"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.66482174328616"
[1] "Starting iterative with newton 3.66482174328616"
[1] "Starting newton at: 0.58587947467516"
[1] "Newton iter: 1, lambda:0.599573131082315, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.599643934421685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.599643936307029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599643936307029"
[1] "Starting iterative with newton 0.599643936307029"
[1] "Starting newton at: 0.394588902740371"
[1] "Newton iter: 1, lambda:0.216034603550937, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.221772963241317, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.22177895688668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221778956893218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.22177895688668"
[1] "Starting iterative with newton 0.22177895688668"
[1] "Starting newton at: 0.315870583801209"
[1] "Newton iter: 1, lambda:0.175264707546963, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.178411691591744, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178413276189492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178413276189894, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178413276189894"
[1] "Starting iterative with newton 0.178413276189894"
[1] "Starting newton at: 0.329873772173675"
[1] "Newton iter: 1, lambda:0.169337286936382, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.173374348490099, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173376916228797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173376916229836, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.173376916228797"
[1] "Starting iterative with newton 0.173376916228797"
[1] "Starting newton at: 0.334910132134772"
[1] "Newton iter: 1, lambda:0.168456578935648, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.172787849916252, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.172790800232345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172790800233714, diff to last: 0"
[1] "Final threshold is: 0.0043236972655252"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.10160267703748"
[1] "Starting iterative with newton 3.10160267703748"
[1] "Starting newton at: 0.58379190200462"
[1] "Newton iter: 1, lambda:0.626318828065719, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.627064022474598, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627064248509896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627064248509916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627064248509896"
[1] "Starting iterative with newton 0.627064248509896"
[1] "Starting newton at: 0.349625969067911"
[1] "Newton iter: 1, lambda:0.271610578211388, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.272971290390394, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272971706829615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272971706829654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272971706829615"
[1] "Starting iterative with newton 0.272971706829615"
[1] "Starting newton at: 0.335654716985455"
[1] "Newton iter: 1, lambda:0.219864453820686, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.222517960989403, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22251936283788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222519362838271, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.222519362838271"
[1] "Starting iterative with newton 0.222519362838271"
[1] "Starting newton at: 0.314337065046293"
[1] "Newton iter: 1, lambda:0.213319592486318, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.215304878928051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.215305649233616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215305649233731, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215305649233616"
[1] "Starting iterative with newton 0.215305649233616"
[1] "Starting newton at: 0.31261551675442"
[1] "Newton iter: 1, lambda:0.212320207084226, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.21427219191657, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.214272934611481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214272934611589, diff to last: 0"
[1] "Final threshold is: 0.00536169344781716"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.18017397679841"
[1] "Starting iterative with newton 3.18017397679841"
[1] "Starting newton at: 0.635385098073744"
[1] "Newton iter: 1, lambda:0.611053372183917, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.611282674460415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611282694981628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611282694981628, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611282694981628"
[1] "Starting iterative with newton 0.611282694981628"
[1] "Starting newton at: 0.369023673016354"
[1] "Newton iter: 1, lambda:0.258444562606214, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.261087864467264, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.261089388572911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261089388573418, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261089388573418"
[1] "Starting iterative with newton 0.261089388573418"
[1] "Starting newton at: 0.402491144927038"
[1] "Newton iter: 1, lambda:0.202390128434031, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.210066278296386, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.210077711475272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210077711500629, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210077711475272"
[1] "Starting iterative with newton 0.210077711475272"
[1] "Starting newton at: 0.404225872677453"
[1] "Newton iter: 1, lambda:0.194361143847084, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.202650169400302, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.202663253415142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202663253447734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.202663253415142"
[1] "Starting iterative with newton 0.202663253415142"
[1] "Starting newton at: 0.40376873176843"
[1] "Newton iter: 1, lambda:0.193255280794891, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.201573497554086, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.201586637450495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201586637483275, diff to last: 0"
[1] "Final threshold is: 0.00504424768028127"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.55368183252864"
[1] "Starting iterative with newton 2.55368183252864"
[1] "Starting newton at: 0.540886083922764"
[1] "Newton iter: 1, lambda:0.662354459843949, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.669173910763708, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.669194726437561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669194726631074, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669194726437561"
[1] "Starting iterative with newton 0.669194726437561"
[1] "Starting newton at: 0.337196823607861"
[1] "Newton iter: 1, lambda:0.332434173311676, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.332440454115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.332440454125927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.332440454125927"
[1] "Starting iterative with newton 0.332440454125927"
[1] "Starting newton at: 0.343285443811958"
[1] "Newton iter: 1, lambda:0.271283706980384, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.272550149748104, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.27255054336827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272550543368308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.27255054336827"
[1] "Starting iterative with newton 0.27255054336827"
[1] "Starting newton at: 0.336980197073587"
[1] "Newton iter: 1, lambda:0.260567132951356, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.261961273813852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261961739962353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261961739962405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261961739962353"
[1] "Starting iterative with newton 0.261961739962353"
[1] "Starting newton at: 0.341564805587536"
[1] "Newton iter: 1, lambda:0.258448859253355, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.260090911470629, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.260091555492509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260091555492608, diff to last: 0"
[1] "Final threshold is: 0.00650820035411665"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.00576641127523"
[1] "Starting iterative with newton 2.00576641127523"
[1] "Starting newton at: 0.831838034345063"
[1] "Newton iter: 1, lambda:0.722452085132281, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.728344308185916, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.728362189161843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.728362189326177, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.728362189161843"
[1] "Starting iterative with newton 0.728362189161843"
[1] "Starting newton at: 0.289530230629701"
[1] "Newton iter: 1, lambda:0.430405044984145, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.437616621414425, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.437635277607396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437635277732125, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.437635277607396"
[1] "Starting iterative with newton 0.437635277607396"
[1] "Starting newton at: 0.315421068180744"
[1] "Newton iter: 1, lambda:0.370885494406097, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.371885286846743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371885610192647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37188561019268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.37188561019268"
[1] "Starting iterative with newton 0.37188561019268"
[1] "Starting newton at: 0.319317603086621"
[1] "Newton iter: 1, lambda:0.356635443070766, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.357076302313032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.357076363654079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35707636365408, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357076363654079"
[1] "Starting iterative with newton 0.357076363654079"
[1] "Starting newton at: 0.322643998358948"
[1] "Newton iter: 1, lambda:0.353446041800039, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.353744547615543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.353744575580532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353744575580532, diff to last: 0"
[1] "Final threshold is: 0.00885165444030102"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25116660228835"
[1] "Starting iterative with newton 2.25116660228835"
[1] "Starting newton at: 0.557236419135842"
[1] "Newton iter: 1, lambda:0.683513981877626, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.691329630732139, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.691358591411341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691358591807957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691358591411341"
[1] "Starting iterative with newton 0.691358591411341"
[1] "Starting newton at: 0.295158937007986"
[1] "Newton iter: 1, lambda:0.382826290839866, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.385259582274159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.385261442081826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385261442082912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385261442081826"
[1] "Starting iterative with newton 0.385261442081826"
[1] "Starting newton at: 0.3249570179923"
[1] "Newton iter: 1, lambda:0.324214397381043, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.324214553457883, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32421455345789, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.32421455345789"
[1] "Starting iterative with newton 0.32421455345789"
[1] "Starting newton at: 0.339143023216518"
[1] "Newton iter: 1, lambda:0.311774136010805, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.311981096475583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311981108335596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311981108335596, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311981108335596"
[1] "Starting iterative with newton 0.311981108335596"
[1] "Starting newton at: 0.336132252964456"
[1] "Newton iter: 1, lambda:0.309330834467003, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.309528437173788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309528447937515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309528447937515, diff to last: 0"
[1] "Final threshold is: 0.00774524628706809"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.77033004645344"
[1] "Starting iterative with newton 1.77033004645344"
[1] "Starting newton at: 0.710157350635703"
[1] "Newton iter: 1, lambda:0.792149713867108, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.796161506328488, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.796170852644194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796170852694842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.796170852694842"
[1] "Starting iterative with newton 0.796170852694842"
[1] "Starting newton at: 0.551672483207175"
[1] "Newton iter: 1, lambda:0.522718797082097, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.523078704884115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.523078760830955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523078760830956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.523078760830955"
[1] "Starting iterative with newton 0.523078760830955"
[1] "Starting newton at: 0.586309257121439"
[1] "Newton iter: 1, lambda:0.439846905623081, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.447994204912764, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.448020146988525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448020147251247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.448020146988525"
[1] "Starting iterative with newton 0.448020146988525"
[1] "Starting newton at: 0.300766316970378"
[1] "Newton iter: 1, lambda:0.422024143435224, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.427655850451549, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.427667880057427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427667880112276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427667880112276"
[1] "Starting iterative with newton 0.427667880112276"
[1] "Starting newton at: 0.301194891680635"
[1] "Newton iter: 1, lambda:0.417065005527433, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.422162523050884, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.422172298018716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422172298054638, diff to last: 0"
[1] "Final threshold is: 0.0105639027544006"
threshold is:
[{'ad': 0.0006521900962405334, 'da': 0.0007950521370299282, 'dd': 0.0014220318571336328}, {'ad': 0.001173374664036408, 'da': 0.001943247880623051, 'dd': 0.0025314333913186338}, {'ad': 0.0029132184105974137, 'da': 0.003262685054034442, 'dd': 0.0043236972655252}, {'ad': 0.005361693447817156, 'da': 0.005044247680281268, 'dd': 0.006508200354116654}, {'ad': 0.008851654440301022, 'da': 0.00774524628706809, 'dd': 0.010563902754400613}]
Number of points in noise estimation: 128
Estimated noise: 0.065677036501708
0.065677036501708
threshold is:
[{'ad': 0.007012126444307043, 'da': 0.019241884308355026, 'dd': 0.017506593938621057}, {'ad': 0.006922575151565802, 'da': 0.010382121905476882, 'dd': 0.00975703164647207}, {'ad': 0.02216724020301486, 'da': 0.020643747812283737, 'dd': 0.033823190642917694}, {'ad': 0.03717060490520174, 'da': 0.040851856671854814, 'dd': 0.050526842512156556}, {'ad': 0.07533519513107378, 'da': 0.0547112778998022, 'dd': 0.2893378795701496}]
['baboon256', 0.05, 4, 0.002486595887937574, 0.0023028012273716815, 0.0022162610000224397, 0.008181112580959842, 0.002857621209039602, 0.0029853427531187906, 0.002133858373112041, 0.0024865958879375753, 26.04394788875259, 26.37743547741914, 26.543790958412497, 20.871876309356743, 25.43995339480138, 25.250057994617126, 26.70834408630883, 26.04394788875259]
baboon256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145851692548461, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147883087646147, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147883480118378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147883480118393, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147883480118393"
[1] "Starting iterative with newton 0.147883480118393"
[1] "Starting newton at: 0.0966027661024276"
[1] "Newton iter: 1, lambda:0.0630131270203384, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0630740093943064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0630740095943882, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0630740093943064"
[1] "Starting iterative with newton 0.0630740093943064"
[1] "Starting newton at: 0.0338709043237259"
[1] "Newton iter: 1, lambda:0.0599806567706835, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0600164160856457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060016416152712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0600164160856457"
[1] "Starting iterative with newton 0.0600164160856457"
[1] "Starting newton at: 0.0369284976323866"
[1] "Newton iter: 1, lambda:0.0598778975461356, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599054947656399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599054948055426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0599054947656399"
[1] "Starting iterative with newton 0.0599054947656399"
[1] "Starting newton at: 0.0370394189523924"
[1] "Newton iter: 1, lambda:0.0598741471192848, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599014681842588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599014682233654, diff to last: 0"
[1] "Final threshold is: 0.00530633681775936"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.456302567442752"
[1] "Newton iter: 1, lambda:0.299805813707246, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.30398345750099, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.303986512465229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303986512466861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.303986512465229"
[1] "Starting iterative with newton 0.303986512465229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140724421668359, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143243941568718, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143244747758191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143244747758273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143244747758273"
[1] "Starting iterative with newton 0.143244747758273"
[1] "Starting newton at: 0.0776241354792464"
[1] "Newton iter: 1, lambda:0.12891501214062, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.129230701468744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129230713420283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129230713420283, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129230713420283"
[1] "Starting iterative with newton 0.129230713420283"
[1] "Starting newton at: 0.0916381698172366"
[1] "Newton iter: 1, lambda:0.12784098721389, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.127997419088912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127997422008294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127997419088912"
[1] "Starting iterative with newton 0.127997419088912"
[1] "Starting newton at: 0.0928714641486078"
[1] "Newton iter: 1, lambda:0.127743644009876, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.127888718836044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127888721345761, diff to last: 0"
[1] "Final threshold is: 0.0113289482081761"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.615621581809337"
[1] "Newton iter: 1, lambda:0.523035614456958, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.526164797153798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.526168464079946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526168464084978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.526168464079946"
[1] "Starting iterative with newton 0.526168464079946"
[1] "Starting newton at: 0.142391178824801"
[1] "Newton iter: 1, lambda:0.228346093605915, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.229655003270679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229655305694727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229655305694743, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.229655305694743"
[1] "Starting iterative with newton 0.229655305694743"
[1] "Starting newton at: 0.126539431237826"
[1] "Newton iter: 1, lambda:0.197510122285239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.198331856813489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198331966699332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198331966699334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198331966699332"
[1] "Starting iterative with newton 0.198331966699332"
[1] "Starting newton at: 0.125505796683509"
[1] "Newton iter: 1, lambda:0.194113830134878, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.194875057943825, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194875151433029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19487515143303, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19487515143303"
[1] "Starting iterative with newton 0.19487515143303"
[1] "Starting newton at: 0.128962611949811"
[1] "Newton iter: 1, lambda:0.19381194511979, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.194491328108446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194491402503893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194491402503894, diff to last: 0"
[1] "Final threshold is: 0.0172289080906913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.559834588928021"
[1] "Newton iter: 1, lambda:0.583272392849, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.583484963021497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58348498039153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58348498039153, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.58348498039153"
[1] "Starting iterative with newton 0.58348498039153"
[1] "Starting newton at: 0.28360518902189"
[1] "Newton iter: 1, lambda:0.248294490012719, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.248539120164771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248539131939217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248539131939217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248539131939217"
[1] "Starting iterative with newton 0.248539131939217"
[1] "Starting newton at: 0.342905676100344"
[1] "Newton iter: 1, lambda:0.199268178512048, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.202966017742121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.202968494300768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202968494301879, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202968494301879"
[1] "Starting iterative with newton 0.202968494301879"
[1] "Starting newton at: 0.356985988306788"
[1] "Newton iter: 1, lambda:0.191738890644778, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.196564963700966, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.196569129029428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19656912903253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196569129029428"
[1] "Starting iterative with newton 0.196569129029428"
[1] "Starting newton at: 0.363385353579239"
[1] "Newton iter: 1, lambda:0.190386348278557, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.195663016987818, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195667987483332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195667987487741, diff to last: 0"
[1] "Final threshold is: 0.0173331351887052"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0.656062631051246"
[1] "Newton iter: 1, lambda:0.613884059752559, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.614552695807765, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.614552866180831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614552866180842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.614552866180831"
[1] "Starting iterative with newton 0.614552866180831"
[1] "Starting newton at: 0.257142306117848"
[1] "Newton iter: 1, lambda:0.317894117506581, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.318893571400779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318893840548764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318893840548784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318893840548764"
[1] "Starting iterative with newton 0.318893840548764"
[1] "Starting newton at: 0.386665551434514"
[1] "Newton iter: 1, lambda:0.261299325740262, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.265093337499175, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.265096847550557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26509684755356, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265096847550557"
[1] "Starting iterative with newton 0.265096847550557"
[1] "Starting newton at: 0.427616636599843"
[1] "Newton iter: 1, lambda:0.247870835204354, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.255478370378662, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.255492198346046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255492198391715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255492198346046"
[1] "Starting iterative with newton 0.255492198346046"
[1] "Starting newton at: 0.437221285804354"
[1] "Newton iter: 1, lambda:0.245119271721797, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.253767118901012, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.253784921289283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253784921364695, diff to last: 0"
[1] "Final threshold is: 0.0224813900635472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0.746186699115607"
[1] "Newton iter: 1, lambda:0.790499095882552, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.791606078060553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.791606757924466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791606757924723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791606757924723"
[1] "Starting iterative with newton 0.791606757924723"
[1] "Starting newton at: 0.446329076999099"
[1] "Newton iter: 1, lambda:0.494203282706672, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.495158448057804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.495158825375778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495158825375837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495158825375778"
[1] "Starting iterative with newton 0.495158825375778"
[1] "Starting newton at: 0.343405400077912"
[1] "Newton iter: 1, lambda:0.414862787229505, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.416762498641819, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.416763832393979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416763832394637, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416763832393979"
[1] "Starting iterative with newton 0.416763832393979"
[1] "Starting newton at: 0.297690991501475"
[1] "Newton iter: 1, lambda:0.393170207533628, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.396455210285843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.396459072299966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396459072305302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.396459072299966"
[1] "Starting iterative with newton 0.396459072299966"
[1] "Starting newton at: 0.317995751595488"
[1] "Newton iter: 1, lambda:0.389414086561177, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.39123372712305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.39123490187699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39123490187748, diff to last: 0"
[1] "Final threshold is: 0.0346573168764249"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 0.737913051517772"
[1] "Newton iter: 1, lambda:0.763218318462262, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.763571736617237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763571804933451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.763571804933453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.763571804933451"
[1] "Starting iterative with newton 0.763571804933451"
[1] "Starting newton at: 0.442796532630234"
[1] "Newton iter: 1, lambda:0.554901979484057, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.560577593314091, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.560591863606257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560591863696355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.560591863606257"
[1] "Starting iterative with newton 0.560591863606257"
[1] "Starting newton at: 0.435048729998044"
[1] "Newton iter: 1, lambda:0.503319597905505, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.505277007889946, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.505278599461178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50527859946223, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.505278599461178"
[1] "Starting iterative with newton 0.505278599461178"
[1] "Starting newton at: 0.447834330587397"
[1] "Newton iter: 1, lambda:0.489262798353575, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.489967599308092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.48996780192273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.489967801922747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.48996780192273"
[1] "Starting iterative with newton 0.48996780192273"
[1] "Starting newton at: 0.458615172270494"
[1] "Newton iter: 1, lambda:0.48542247087225, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.485715398509981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.485715433330484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485715433330485, diff to last: 0"
[1] "Final threshold is: 0.0430268199588601"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 0.896087779762853"
[1] "Newton iter: 1, lambda:0.807407140467187, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.811792275082462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.811803453523101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.811803453595612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.811803453595612"
[1] "Starting iterative with newton 0.811803453595612"
[1] "Starting newton at: 0.666064490751118"
[1] "Newton iter: 1, lambda:0.626490987664623, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.627248670853708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627248951933778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627248951933817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627248951933778"
[1] "Starting iterative with newton 0.627248951933778"
[1] "Starting newton at: 0.653029326600308"
[1] "Newton iter: 1, lambda:0.569369921461314, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.572538582910465, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.572543237003921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572543237013954, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.572543237013954"
[1] "Starting iterative with newton 0.572543237013954"
[1] "Starting newton at: 0.663850989961995"
[1] "Newton iter: 1, lambda:0.550428390794661, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.556108087159571, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.556122793031396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556122793129858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556122793129858"
[1] "Starting iterative with newton 0.556122793129858"
[1] "Starting newton at: 0.663126809106019"
[1] "Newton iter: 1, lambda:0.545038046183063, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.551156250147784, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.551173226565092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551173226695619, diff to last: 0"
[1] "Final threshold is: 0.048825360608676"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 0.977198299255475"
[1] "Newton iter: 1, lambda:0.965821105525546, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.965917023525572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965917030385196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.965917030385196"
[1] "Starting iterative with newton 0.965917030385196"
[1] "Starting newton at: 0.9871252373846"
[1] "Newton iter: 1, lambda:0.873645212366159, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.882134770450962, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.882185444199103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882185445997549, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.882185444199103"
[1] "Starting iterative with newton 0.882185444199103"
[1] "Starting newton at: 0.751409472142471"
[1] "Newton iter: 1, lambda:0.840768420373932, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.846391218934199, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.846412802807314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846412803124583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.846412803124583"
[1] "Starting iterative with newton 0.846412803124583"
[1] "Starting newton at: 0.756455456821478"
[1] "Newton iter: 1, lambda:0.827588176771862, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.831084493976225, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.831092729812375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831092729858006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.831092729858006"
[1] "Starting iterative with newton 0.831092729858006"
[1] "Starting newton at: 0.752810173618589"
[1] "Newton iter: 1, lambda:0.821300780298523, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.824521202094563, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.82452815153921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824528151571528, diff to last: 0"
[1] "Final threshold is: 0.0730403480985349"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.09894004777886"
[1] "Newton iter: 1, lambda:1.04625466103563, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.04844488013376, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.048448801222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04844880123455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04844880123455"
[1] "Starting iterative with newton 1.04844880123455"
[1] "Starting newton at: 1.09023442355445"
[1] "Newton iter: 1, lambda:1.08319872470211, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.08323979256026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08323979396583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08323979396583"
[1] "Starting iterative with newton 1.08323979396583"
[1] "Starting newton at: 1.09848466313587"
[1] "Newton iter: 1, lambda:1.09979414909841, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.09979559310842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09979559311018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09979559310842"
[1] "Starting iterative with newton 1.09979559310842"
[1] "Starting newton at: 1.0899619391421"
[1] "Newton iter: 1, lambda:1.10737997975171, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.10763925960906, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10763931643712, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10763931643712, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10763931643712"
[1] "Starting iterative with newton 1.10763931643712"
[1] "Starting newton at: 1.08914166592253"
[1] "Newton iter: 1, lambda:1.11093927359612, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.11134731854733, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11134745960617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11134745960619, diff to last: 0"
[1] "Final threshold is: 0.0984480701556715"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 0.950174436934487"
[1] "Newton iter: 1, lambda:1.00760431620247, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.01032077505615, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01032668385349, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0103266838814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01032668385349"
[1] "Starting iterative with newton 1.01032668385349"
[1] "Starting newton at: 0.951068601543124"
[1] "Newton iter: 1, lambda:1.00729511681016, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00989663524033, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00990205259971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00990205262316, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00990205259971"
[1] "Starting iterative with newton 1.00990205259971"
[1] "Starting newton at: 0.951493232796903"
[1] "Newton iter: 1, lambda:1.00714744366497, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00969520286466, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00970039774173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0097003977633, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00970039774173"
[1] "Starting iterative with newton 1.00970039774173"
[1] "Starting newton at: 0.951138697931992"
[1] "Newton iter: 1, lambda:1.00702975749462, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00959934883441, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00960463282942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00960463285173, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.00960463282942"
[1] "Starting iterative with newton 1.00960463282942"
[1] "Starting newton at: 0.950505397654314"
[1] "Newton iter: 1, lambda:1.00693384990582, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00955366195152, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00955915448527, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00955915450938, diff to last: 0"
[1] "Final threshold is: 0.0894312121811893"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.29915966595897"
[1] "Newton iter: 1, lambda:1.15504195700688, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.17285144331317, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.17316210853457, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17316220192808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17316220192809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17316220192809"
[1] "Starting iterative with newton 1.17316220192809"
[1] "Starting newton at: 1.24839892026274"
[1] "Newton iter: 1, lambda:1.35466909006502, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.36789198414646, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.36808371142397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36808375128995, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36808375128996, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36808375128995"
[1] "Starting iterative with newton 1.36808375128995"
[1] "Starting newton at: 1.25560087323634"
[1] "Newton iter: 1, lambda:1.44232005338946, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.48802297063792, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.49054290756545, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49055027794613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49055027800903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49055027800903"
[1] "Starting iterative with newton 1.49055027800903"
[1] "Starting newton at: 1.79696968896505"
[1] "Newton iter: 1, lambda:1.47361624295578, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.55750089301801, diff to last: 0.084"
[1] "Newton iter: 3, lambda:1.56663277821001, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56673408199048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56673409434465, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56673409434465, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56673409434465"
[1] "Starting iterative with newton 1.56673409434465"
[1] "Starting newton at: 1.76532256544483"
[1] "Newton iter: 1, lambda:1.577954199765, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.61230859865979, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.61381384140261, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.61381663731642, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61381663732605, diff to last: 0"
[1] "Final threshold is: 0.142959010843662"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.47789360074648"
[1] "Newton iter: 1, lambda:1.37990727184381, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.39028859117233, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39041891740912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39041893775836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39041893775836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39041893775836"
[1] "Starting iterative with newton 1.39041893775836"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.23585192377946"
[1] "Newton iter: 1, lambda:1.22901095748957, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.22905827247368, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22905827474911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22905827474911"
[1] "Starting iterative with newton 1.22905827474911"
[1] "Starting newton at: 1.67288824169172"
[1] "Newton iter: 1, lambda:1.49082344655171, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.52286872383677, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52413356595138, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52413548005664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52413548006102, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52413548005664"
[1] "Starting iterative with newton 1.52413548005664"
[1] "Starting newton at: 1.66290417222758"
[1] "Newton iter: 1, lambda:1.7137246670078, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.71731510751457, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.71733216050667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71733216088981, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71733216088981"
[1] "Starting iterative with newton 1.71733216088981"
[1] "Starting newton at: 1.69309914013553"
[1] "Newton iter: 1, lambda:1.81735696419591, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.84184445569522, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.8427095428099, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.84271059251653, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84271059251807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84271059251653"
[1] "Starting iterative with newton 1.84271059251653"
[1] "Starting newton at: 1.65291715650806"
[1] "Newton iter: 1, lambda:1.84997941586009, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.91695800647769, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.92403112860738, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.92410470835166, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92410471624298, diff to last: 0"
[1] "Final threshold is: 0.170445700356099"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29198673779478"
[1] "Newton iter: 1, lambda:1.47344291503074, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.52399889494517, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52765578084676, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.52767406270662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52767406316177, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52767406316177"
[1] "Starting iterative with newton 1.52767406316177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
threshold is:
[{'ad': 0.0053063368177593585, 'da': 0.01132894820817613, 'dd': 0.017228908090691317}, {'ad': 0.017333135188705186, 'da': 0.022481390063547164, 'dd': 0.034657316876424905}, {'ad': 0.04302681995886011, 'da': 0.048825360608676, 'dd': 0.07304034809853495}, {'ad': 0.09844807015567149, 'da': 0.08943121218118928, 'dd': 0.14295901084366222}, {'ad': 0.3902555538170579, 'da': 0.1704457003560987, 'dd': 0.3902555538170579}]
Number of points in noise estimation: 128
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8721827771863"
[1] "Starting iterative with newton 14.8721827771863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21390020084599"
[1] "Starting iterative with newton 7.21390020084599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.71158375469472"
[1] "Starting iterative with newton 3.71158375469472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.67482916618787"
[1] "Starting iterative with newton 3.67482916618787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 1.8294584837638"
[1] "Newton iter: 1, lambda:1.42702456894029, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.35137012391912, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.34564536861598, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.3456104359267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34561043462176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34561043462176"
[1] "Starting iterative with newton 1.34561043462176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 1.67107952088096"
[1] "Newton iter: 1, lambda:1.34574842870462, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.27724799951766, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.27197735117372, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27194453378013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2719445325048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2719445325048"
[1] "Starting iterative with newton 1.2719445325048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 1.32411950827415"
[1] "Newton iter: 1, lambda:1.10521782289906, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.04509551761833, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.03905723551805, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.03899510849066, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03899510191667, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03899510191667"
[1] "Starting iterative with newton 1.03899510191667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.10820020414934"
[1] "Newton iter: 1, lambda:1.05511163753786, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.05061099697095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05057796394079, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05057796216088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05057796394079"
[1] "Starting iterative with newton 1.05057796394079"
[1] "Starting newton at: 1.19825711974067"
[1] "Newton iter: 1, lambda:1.20380533324191, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.20376751090617, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20376750915368, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20376750915368"
[1] "Starting iterative with newton 1.20376750915368"
[1] "Starting newton at: 1.46605690800747"
[1] "Newton iter: 1, lambda:1.40897772962445, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40661856467372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40661414325366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40661414323808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40661414323808"
[1] "Starting iterative with newton 1.40661414323808"
[1] "Starting newton at: 1.67576100369405"
[1] "Newton iter: 1, lambda:1.64180181790594, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.64137351706773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.64137344121809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64137344121809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64137344121809"
[1] "Starting iterative with newton 1.64137344121809"
[1] "Starting newton at: 1.8754747713998"
[1] "Newton iter: 1, lambda:1.83066578743704, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.83041807090567, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83041806018185, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83041806018185, diff to last: 0"
[1] "Final threshold is: 0.162146522264825"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 1.16846778129552"
[1] "Newton iter: 1, lambda:1.05245362596489, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.03138257168064, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03062378785413, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.03062280270815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03062280270649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03062280270815"
[1] "Starting iterative with newton 1.03062280270815"
[1] "Starting newton at: 1.18132356203582"
[1] "Newton iter: 1, lambda:1.0754567366653, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.0585805629389, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.05811732496612, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05811697528392, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05811697528372, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05811697528372"
[1] "Starting iterative with newton 1.05811697528372"
[1] "Starting newton at: 1.21818692469544"
[1] "Newton iter: 1, lambda:1.12256491639566, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.10997314423832, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10973834536798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10973826347371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1097382634737, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1097382634737"
[1] "Starting iterative with newton 1.1097382634737"
[1] "Starting newton at: 1.2711216894957"
[1] "Newton iter: 1, lambda:1.20360392927511, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.19817521897088, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19813812916003, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19813812742406, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19813812916003"
[1] "Starting iterative with newton 1.19813812916003"
[1] "Starting newton at: 1.33716338822781"
[1] "Newton iter: 1, lambda:1.30590783446061, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.30493820342073, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30493724099741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30493724099646, diff to last: 0"
[1] "Final threshold is: 0.11559710866293"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.11885880503643"
[1] "Newton iter: 1, lambda:1.09054651627708, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.08936679492992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.0893647221547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0893647221483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0893647221483"
[1] "Starting iterative with newton 1.0893647221483"
[1] "Starting newton at: 1.45632853967525"
[1] "Newton iter: 1, lambda:1.47093467072465, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.47079651935587, diff to last: 0"
[1] "Newton iter: 3, lambda:1.47079650734544, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47079650734544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47079650734544"
[1] "Starting iterative with newton 1.47079650734544"
[1] "Starting newton at: 1.8115511444808"
[1] "Newton iter: 1, lambda:1.86588668485117, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.86554951823374, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86554951278164, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86554951278164"
[1] "Starting iterative with newton 1.86554951278164"
[1] "Starting newton at: 2.17067988004093"
[1] "Newton iter: 1, lambda:2.14730485780278, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.14743919304268, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14743919709878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14743919709878"
[1] "Starting iterative with newton 2.14743919709878"
[1] "Starting newton at: 2.34578999199688"
[1] "Newton iter: 1, lambda:2.33188594552916, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.33195608823953, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33195608997766, diff to last: 0"
[1] "Final threshold is: 0.206574977754859"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.53464925029865"
[1] "Newton iter: 1, lambda:1.55091980623038, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.55080443157538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55080442608015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55080443157538"
[1] "Starting iterative with newton 1.55080443157538"
[1] "Starting newton at: 2.24310813652535"
[1] "Newton iter: 1, lambda:2.30743505529498, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.30974100223834, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30974422268929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30974422269559, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30974422268929"
[1] "Starting iterative with newton 2.30974422268929"
[1] "Starting newton at: 2.75109428377012"
[1] "Newton iter: 1, lambda:2.74141380246731, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.74149419364272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74149419918968, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74149419364272"
[1] "Starting iterative with newton 2.74149419364272"
[1] "Starting newton at: 3.03844064044838"
[1] "Newton iter: 1, lambda:3.001147660837, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.002451796742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.00245342312235, diff to last: 0"
[1] "Newton iter: 4, lambda:3.00245342312488, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.00245342312488"
[1] "Starting iterative with newton 3.00245342312488"
[1] "Starting newton at: 3.17385132523277"
[1] "Newton iter: 1, lambda:3.16826279938862, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.16829387759983, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16829387856462, diff to last: 0"
[1] "Final threshold is: 0.280661475701976"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.30510497514224"
[1] "Newton iter: 1, lambda:1.30152597658866, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30151367214223, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30151367199622, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30151367214223"
[1] "Starting iterative with newton 1.30151367214223"
[1] "Starting newton at: 1.94179089987835"
[1] "Newton iter: 1, lambda:1.91251198938509, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.91259143847694, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91259143884761, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91259143847694"
[1] "Starting iterative with newton 1.91259143847694"
[1] "Starting newton at: 2.36858212745753"
[1] "Newton iter: 1, lambda:2.30553992940475, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.30734836674989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30734972262897, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30734972262973, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.30734972262897"
[1] "Starting iterative with newton 2.30734972262897"
[1] "Starting newton at: 2.4994399310995"
[1] "Newton iter: 1, lambda:2.52327345422635, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.52357137184064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5235714193448, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5235714193448, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5235714193448"
[1] "Starting iterative with newton 2.5235714193448"
[1] "Starting newton at: 2.60214435776555"
[1] "Newton iter: 1, lambda:2.63512015419978, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.63574406840748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63574429571769, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63574429571772, diff to last: 0"
[1] "Final threshold is: 0.233485879770832"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96647648799086"
[1] "Newton iter: 1, lambda:2.12223320388837, diff to last: 0.156"
[1] "Newton iter: 2, lambda:2.13165933053136, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.13170800686226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13170800817733, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.13170800686226"
[1] "Starting iterative with newton 2.13170800686226"
[1] "Starting newton at: 2.81035158815284"
[1] "Newton iter: 1, lambda:2.91292865440003, diff to last: 0.103"
[1] "Newton iter: 2, lambda:2.92576568038747, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.92596303622684, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92596308257119, diff to last: 0"
[1] "Newton iter: 5, lambda:2.92596308257119, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.92596308257119"
[1] "Starting iterative with newton 2.92596308257119"
[1] "Starting newton at: 3.32349345660927"
[1] "Newton iter: 1, lambda:3.3749366800413, diff to last: 0.051"
[1] "Newton iter: 2, lambda:3.3786348949745, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.3786531923597, diff to last: 0"
[1] "Newton iter: 4, lambda:3.37865319280593, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3786531923597"
[1] "Starting iterative with newton 3.3786531923597"
[1] "Starting newton at: 3.64254602898333"
[1] "Newton iter: 1, lambda:3.63140219859909, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.63157630905797, diff to last: 0"
[1] "Newton iter: 3, lambda:3.63157635219031, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63157635219031, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.63157635219031"
[1] "Starting iterative with newton 3.63157635219031"
[1] "Starting newton at: 3.73550548136211"
[1] "Newton iter: 1, lambda:3.73227466155284, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.73228990976078, diff to last: 0"
[1] "Newton iter: 3, lambda:3.73228991010197, diff to last: 0"
[1] "Final threshold is: 0.330622737052216"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.1621465222648247, 'da': 0.11559710866293023, 'dd': 0.2065749777548586}, {'ad': 0.2806614757019762, 'da': 0.23348587977083185, 'dd': 0.3306227370522158}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.377466743830853. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8721827771863"
[1] "Starting iterative with newton 14.8721827771863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21390020084599"
[1] "Starting iterative with newton 7.21390020084599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.71158375469472"
[1] "Starting iterative with newton 3.71158375469472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.67482916618787"
[1] "Starting iterative with newton 3.67482916618787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 1.8294584837638"
[1] "Newton iter: 1, lambda:1.42702456894029, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.35137012391912, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.34564536861598, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.3456104359267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34561043462176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34561043462176"
[1] "Starting iterative with newton 1.34561043462176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 1.67107952088096"
[1] "Newton iter: 1, lambda:1.34574842870462, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.27724799951766, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.27197735117372, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27194453378013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2719445325048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2719445325048"
[1] "Starting iterative with newton 1.2719445325048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 1.32411950827415"
[1] "Newton iter: 1, lambda:1.10521782289906, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.04509551761833, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.03905723551805, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.03899510849066, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03899510191667, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03899510191667"
[1] "Starting iterative with newton 1.03899510191667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.10820020414934"
[1] "Newton iter: 1, lambda:1.05511163753786, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.05061099697095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05057796394079, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05057796216088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05057796394079"
[1] "Starting iterative with newton 1.05057796394079"
[1] "Starting newton at: 1.19825711974067"
[1] "Newton iter: 1, lambda:1.20380533324191, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.20376751090617, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20376750915368, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20376750915368"
[1] "Starting iterative with newton 1.20376750915368"
[1] "Starting newton at: 1.46605690800747"
[1] "Newton iter: 1, lambda:1.40897772962445, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40661856467372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40661414325366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40661414323808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40661414323808"
[1] "Starting iterative with newton 1.40661414323808"
[1] "Starting newton at: 1.67576100369405"
[1] "Newton iter: 1, lambda:1.64180181790594, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.64137351706773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.64137344121809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64137344121809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64137344121809"
[1] "Starting iterative with newton 1.64137344121809"
[1] "Starting newton at: 1.8754747713998"
[1] "Newton iter: 1, lambda:1.83066578743704, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.83041807090567, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83041806018185, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83041806018185, diff to last: 0"
[1] "Final threshold is: 0.162146522264825"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 1.16846778129552"
[1] "Newton iter: 1, lambda:1.05245362596489, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.03138257168064, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03062378785413, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.03062280270815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03062280270649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03062280270815"
[1] "Starting iterative with newton 1.03062280270815"
[1] "Starting newton at: 1.18132356203582"
[1] "Newton iter: 1, lambda:1.0754567366653, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.0585805629389, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.05811732496612, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05811697528392, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05811697528372, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05811697528372"
[1] "Starting iterative with newton 1.05811697528372"
[1] "Starting newton at: 1.21818692469544"
[1] "Newton iter: 1, lambda:1.12256491639566, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.10997314423832, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10973834536798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10973826347371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1097382634737, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1097382634737"
[1] "Starting iterative with newton 1.1097382634737"
[1] "Starting newton at: 1.2711216894957"
[1] "Newton iter: 1, lambda:1.20360392927511, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.19817521897088, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19813812916003, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19813812742406, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19813812916003"
[1] "Starting iterative with newton 1.19813812916003"
[1] "Starting newton at: 1.33716338822781"
[1] "Newton iter: 1, lambda:1.30590783446061, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.30493820342073, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30493724099741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30493724099646, diff to last: 0"
[1] "Final threshold is: 0.11559710866293"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.11885880503643"
[1] "Newton iter: 1, lambda:1.09054651627708, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.08936679492992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.0893647221547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0893647221483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0893647221483"
[1] "Starting iterative with newton 1.0893647221483"
[1] "Starting newton at: 1.45632853967525"
[1] "Newton iter: 1, lambda:1.47093467072465, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.47079651935587, diff to last: 0"
[1] "Newton iter: 3, lambda:1.47079650734544, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47079650734544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47079650734544"
[1] "Starting iterative with newton 1.47079650734544"
[1] "Starting newton at: 1.8115511444808"
[1] "Newton iter: 1, lambda:1.86588668485117, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.86554951823374, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86554951278164, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86554951278164"
[1] "Starting iterative with newton 1.86554951278164"
[1] "Starting newton at: 2.17067988004093"
[1] "Newton iter: 1, lambda:2.14730485780278, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.14743919304268, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14743919709878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14743919709878"
[1] "Starting iterative with newton 2.14743919709878"
[1] "Starting newton at: 2.34578999199688"
[1] "Newton iter: 1, lambda:2.33188594552916, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.33195608823953, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33195608997766, diff to last: 0"
[1] "Final threshold is: 0.206574977754859"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.53464925029865"
[1] "Newton iter: 1, lambda:1.55091980623038, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.55080443157538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55080442608015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55080443157538"
[1] "Starting iterative with newton 1.55080443157538"
[1] "Starting newton at: 2.24310813652535"
[1] "Newton iter: 1, lambda:2.30743505529498, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.30974100223834, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30974422268929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30974422269559, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30974422268929"
[1] "Starting iterative with newton 2.30974422268929"
[1] "Starting newton at: 2.75109428377012"
[1] "Newton iter: 1, lambda:2.74141380246731, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.74149419364272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74149419918968, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74149419364272"
[1] "Starting iterative with newton 2.74149419364272"
[1] "Starting newton at: 3.03844064044838"
[1] "Newton iter: 1, lambda:3.001147660837, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.002451796742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.00245342312235, diff to last: 0"
[1] "Newton iter: 4, lambda:3.00245342312488, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.00245342312488"
[1] "Starting iterative with newton 3.00245342312488"
[1] "Starting newton at: 3.17385132523277"
[1] "Newton iter: 1, lambda:3.16826279938862, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.16829387759983, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16829387856462, diff to last: 0"
[1] "Final threshold is: 0.280661475701976"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.30510497514224"
[1] "Newton iter: 1, lambda:1.30152597658866, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30151367214223, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30151367199622, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30151367214223"
[1] "Starting iterative with newton 1.30151367214223"
[1] "Starting newton at: 1.94179089987835"
[1] "Newton iter: 1, lambda:1.91251198938509, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.91259143847694, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91259143884761, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91259143847694"
[1] "Starting iterative with newton 1.91259143847694"
[1] "Starting newton at: 2.36858212745753"
[1] "Newton iter: 1, lambda:2.30553992940475, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.30734836674989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30734972262897, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30734972262973, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.30734972262897"
[1] "Starting iterative with newton 2.30734972262897"
[1] "Starting newton at: 2.4994399310995"
[1] "Newton iter: 1, lambda:2.52327345422635, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.52357137184064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5235714193448, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5235714193448, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5235714193448"
[1] "Starting iterative with newton 2.5235714193448"
[1] "Starting newton at: 2.60214435776555"
[1] "Newton iter: 1, lambda:2.63512015419978, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.63574406840748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63574429571769, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63574429571772, diff to last: 0"
[1] "Final threshold is: 0.233485879770832"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96647648799086"
[1] "Newton iter: 1, lambda:2.12223320388837, diff to last: 0.156"
[1] "Newton iter: 2, lambda:2.13165933053136, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.13170800686226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13170800817733, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.13170800686226"
[1] "Starting iterative with newton 2.13170800686226"
[1] "Starting newton at: 2.81035158815284"
[1] "Newton iter: 1, lambda:2.91292865440003, diff to last: 0.103"
[1] "Newton iter: 2, lambda:2.92576568038747, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.92596303622684, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92596308257119, diff to last: 0"
[1] "Newton iter: 5, lambda:2.92596308257119, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.92596308257119"
[1] "Starting iterative with newton 2.92596308257119"
[1] "Starting newton at: 3.32349345660927"
[1] "Newton iter: 1, lambda:3.3749366800413, diff to last: 0.051"
[1] "Newton iter: 2, lambda:3.3786348949745, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.3786531923597, diff to last: 0"
[1] "Newton iter: 4, lambda:3.37865319280593, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3786531923597"
[1] "Starting iterative with newton 3.3786531923597"
[1] "Starting newton at: 3.64254602898333"
[1] "Newton iter: 1, lambda:3.63140219859909, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.63157630905797, diff to last: 0"
[1] "Newton iter: 3, lambda:3.63157635219031, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63157635219031, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.63157635219031"
[1] "Starting iterative with newton 3.63157635219031"
[1] "Starting newton at: 3.73550548136211"
[1] "Newton iter: 1, lambda:3.73227466155284, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.73228990976078, diff to last: 0"
[1] "Newton iter: 3, lambda:3.73228991010197, diff to last: 0"
[1] "Final threshold is: 0.330622737052216"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.1621465222648247, 'da': 0.11559710866293023, 'dd': 0.2065749777548586}, {'ad': 0.2806614757019762, 'da': 0.23348587977083185, 'dd': 0.3306227370522158}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.377466743830853. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145851692548461, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147883087646147, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147883480118378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147883480118393, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147883480118393"
[1] "Starting iterative with newton 0.147883480118393"
[1] "Starting newton at: 0.0966027661024276"
[1] "Newton iter: 1, lambda:0.0630131270203384, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0630740093943064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0630740095943882, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0630740093943064"
[1] "Starting iterative with newton 0.0630740093943064"
[1] "Starting newton at: 0.0338709043237259"
[1] "Newton iter: 1, lambda:0.0599806567706835, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0600164160856457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060016416152712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0600164160856457"
[1] "Starting iterative with newton 0.0600164160856457"
[1] "Starting newton at: 0.0369284976323866"
[1] "Newton iter: 1, lambda:0.0598778975461356, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599054947656399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599054948055426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0599054947656399"
[1] "Starting iterative with newton 0.0599054947656399"
[1] "Starting newton at: 0.0370394189523924"
[1] "Newton iter: 1, lambda:0.0598741471192848, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599014681842588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599014682233654, diff to last: 0"
[1] "Final threshold is: 0.00530633681775936"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.456302567442752"
[1] "Newton iter: 1, lambda:0.299805813707246, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.30398345750099, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.303986512465229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303986512466861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.303986512465229"
[1] "Starting iterative with newton 0.303986512465229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140724421668359, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143243941568718, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143244747758191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143244747758273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143244747758273"
[1] "Starting iterative with newton 0.143244747758273"
[1] "Starting newton at: 0.0776241354792464"
[1] "Newton iter: 1, lambda:0.12891501214062, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.129230701468744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129230713420283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129230713420283, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129230713420283"
[1] "Starting iterative with newton 0.129230713420283"
[1] "Starting newton at: 0.0916381698172366"
[1] "Newton iter: 1, lambda:0.12784098721389, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.127997419088912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127997422008294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127997419088912"
[1] "Starting iterative with newton 0.127997419088912"
[1] "Starting newton at: 0.0928714641486078"
[1] "Newton iter: 1, lambda:0.127743644009876, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.127888718836044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127888721345761, diff to last: 0"
[1] "Final threshold is: 0.0113289482081761"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.615621581809337"
[1] "Newton iter: 1, lambda:0.523035614456958, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.526164797153798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.526168464079946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526168464084978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.526168464079946"
[1] "Starting iterative with newton 0.526168464079946"
[1] "Starting newton at: 0.142391178824801"
[1] "Newton iter: 1, lambda:0.228346093605915, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.229655003270679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229655305694727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229655305694743, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.229655305694743"
[1] "Starting iterative with newton 0.229655305694743"
[1] "Starting newton at: 0.126539431237826"
[1] "Newton iter: 1, lambda:0.197510122285239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.198331856813489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198331966699332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198331966699334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198331966699332"
[1] "Starting iterative with newton 0.198331966699332"
[1] "Starting newton at: 0.125505796683509"
[1] "Newton iter: 1, lambda:0.194113830134878, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.194875057943825, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194875151433029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19487515143303, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19487515143303"
[1] "Starting iterative with newton 0.19487515143303"
[1] "Starting newton at: 0.128962611949811"
[1] "Newton iter: 1, lambda:0.19381194511979, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.194491328108446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194491402503893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194491402503894, diff to last: 0"
[1] "Final threshold is: 0.0172289080906913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.559834588928021"
[1] "Newton iter: 1, lambda:0.583272392849, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.583484963021497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58348498039153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58348498039153, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.58348498039153"
[1] "Starting iterative with newton 0.58348498039153"
[1] "Starting newton at: 0.28360518902189"
[1] "Newton iter: 1, lambda:0.248294490012719, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.248539120164771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248539131939217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248539131939217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248539131939217"
[1] "Starting iterative with newton 0.248539131939217"
[1] "Starting newton at: 0.342905676100344"
[1] "Newton iter: 1, lambda:0.199268178512048, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.202966017742121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.202968494300768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202968494301879, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202968494301879"
[1] "Starting iterative with newton 0.202968494301879"
[1] "Starting newton at: 0.356985988306788"
[1] "Newton iter: 1, lambda:0.191738890644778, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.196564963700966, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.196569129029428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19656912903253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196569129029428"
[1] "Starting iterative with newton 0.196569129029428"
[1] "Starting newton at: 0.363385353579239"
[1] "Newton iter: 1, lambda:0.190386348278557, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.195663016987818, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195667987483332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195667987487741, diff to last: 0"
[1] "Final threshold is: 0.0173331351887052"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0.656062631051246"
[1] "Newton iter: 1, lambda:0.613884059752559, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.614552695807765, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.614552866180831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614552866180842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.614552866180831"
[1] "Starting iterative with newton 0.614552866180831"
[1] "Starting newton at: 0.257142306117848"
[1] "Newton iter: 1, lambda:0.317894117506581, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.318893571400779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318893840548764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318893840548784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318893840548764"
[1] "Starting iterative with newton 0.318893840548764"
[1] "Starting newton at: 0.386665551434514"
[1] "Newton iter: 1, lambda:0.261299325740262, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.265093337499175, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.265096847550557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26509684755356, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265096847550557"
[1] "Starting iterative with newton 0.265096847550557"
[1] "Starting newton at: 0.427616636599843"
[1] "Newton iter: 1, lambda:0.247870835204354, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.255478370378662, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.255492198346046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255492198391715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255492198346046"
[1] "Starting iterative with newton 0.255492198346046"
[1] "Starting newton at: 0.437221285804354"
[1] "Newton iter: 1, lambda:0.245119271721797, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.253767118901012, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.253784921289283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253784921364695, diff to last: 0"
[1] "Final threshold is: 0.0224813900635472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0.746186699115607"
[1] "Newton iter: 1, lambda:0.790499095882552, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.791606078060553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.791606757924466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791606757924723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791606757924723"
[1] "Starting iterative with newton 0.791606757924723"
[1] "Starting newton at: 0.446329076999099"
[1] "Newton iter: 1, lambda:0.494203282706672, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.495158448057804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.495158825375778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495158825375837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495158825375778"
[1] "Starting iterative with newton 0.495158825375778"
[1] "Starting newton at: 0.343405400077912"
[1] "Newton iter: 1, lambda:0.414862787229505, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.416762498641819, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.416763832393979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416763832394637, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416763832393979"
[1] "Starting iterative with newton 0.416763832393979"
[1] "Starting newton at: 0.297690991501475"
[1] "Newton iter: 1, lambda:0.393170207533628, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.396455210285843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.396459072299966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396459072305302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.396459072299966"
[1] "Starting iterative with newton 0.396459072299966"
[1] "Starting newton at: 0.317995751595488"
[1] "Newton iter: 1, lambda:0.389414086561177, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.39123372712305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.39123490187699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39123490187748, diff to last: 0"
[1] "Final threshold is: 0.0346573168764249"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 0.737913051517772"
[1] "Newton iter: 1, lambda:0.763218318462262, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.763571736617237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763571804933451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.763571804933453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.763571804933451"
[1] "Starting iterative with newton 0.763571804933451"
[1] "Starting newton at: 0.442796532630234"
[1] "Newton iter: 1, lambda:0.554901979484057, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.560577593314091, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.560591863606257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560591863696355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.560591863606257"
[1] "Starting iterative with newton 0.560591863606257"
[1] "Starting newton at: 0.435048729998044"
[1] "Newton iter: 1, lambda:0.503319597905505, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.505277007889946, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.505278599461178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50527859946223, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.505278599461178"
[1] "Starting iterative with newton 0.505278599461178"
[1] "Starting newton at: 0.447834330587397"
[1] "Newton iter: 1, lambda:0.489262798353575, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.489967599308092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.48996780192273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.489967801922747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.48996780192273"
[1] "Starting iterative with newton 0.48996780192273"
[1] "Starting newton at: 0.458615172270494"
[1] "Newton iter: 1, lambda:0.48542247087225, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.485715398509981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.485715433330484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485715433330485, diff to last: 0"
[1] "Final threshold is: 0.0430268199588601"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 0.896087779762853"
[1] "Newton iter: 1, lambda:0.807407140467187, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.811792275082462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.811803453523101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.811803453595612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.811803453595612"
[1] "Starting iterative with newton 0.811803453595612"
[1] "Starting newton at: 0.666064490751118"
[1] "Newton iter: 1, lambda:0.626490987664623, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.627248670853708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627248951933778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627248951933817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627248951933778"
[1] "Starting iterative with newton 0.627248951933778"
[1] "Starting newton at: 0.653029326600308"
[1] "Newton iter: 1, lambda:0.569369921461314, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.572538582910465, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.572543237003921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572543237013954, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.572543237013954"
[1] "Starting iterative with newton 0.572543237013954"
[1] "Starting newton at: 0.663850989961995"
[1] "Newton iter: 1, lambda:0.550428390794661, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.556108087159571, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.556122793031396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556122793129858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556122793129858"
[1] "Starting iterative with newton 0.556122793129858"
[1] "Starting newton at: 0.663126809106019"
[1] "Newton iter: 1, lambda:0.545038046183063, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.551156250147784, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.551173226565092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551173226695619, diff to last: 0"
[1] "Final threshold is: 0.048825360608676"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 0.977198299255475"
[1] "Newton iter: 1, lambda:0.965821105525546, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.965917023525572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965917030385196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.965917030385196"
[1] "Starting iterative with newton 0.965917030385196"
[1] "Starting newton at: 0.9871252373846"
[1] "Newton iter: 1, lambda:0.873645212366159, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.882134770450962, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.882185444199103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882185445997549, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.882185444199103"
[1] "Starting iterative with newton 0.882185444199103"
[1] "Starting newton at: 0.751409472142471"
[1] "Newton iter: 1, lambda:0.840768420373932, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.846391218934199, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.846412802807314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846412803124583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.846412803124583"
[1] "Starting iterative with newton 0.846412803124583"
[1] "Starting newton at: 0.756455456821478"
[1] "Newton iter: 1, lambda:0.827588176771862, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.831084493976225, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.831092729812375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831092729858006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.831092729858006"
[1] "Starting iterative with newton 0.831092729858006"
[1] "Starting newton at: 0.752810173618589"
[1] "Newton iter: 1, lambda:0.821300780298523, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.824521202094563, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.82452815153921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824528151571528, diff to last: 0"
[1] "Final threshold is: 0.0730403480985349"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.09894004777886"
[1] "Newton iter: 1, lambda:1.04625466103563, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.04844488013376, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.048448801222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04844880123455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04844880123455"
[1] "Starting iterative with newton 1.04844880123455"
[1] "Starting newton at: 1.09023442355445"
[1] "Newton iter: 1, lambda:1.08319872470211, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.08323979256026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08323979396583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08323979396583"
[1] "Starting iterative with newton 1.08323979396583"
[1] "Starting newton at: 1.09848466313587"
[1] "Newton iter: 1, lambda:1.09979414909841, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.09979559310842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09979559311018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09979559310842"
[1] "Starting iterative with newton 1.09979559310842"
[1] "Starting newton at: 1.0899619391421"
[1] "Newton iter: 1, lambda:1.10737997975171, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.10763925960906, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10763931643712, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10763931643712, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10763931643712"
[1] "Starting iterative with newton 1.10763931643712"
[1] "Starting newton at: 1.08914166592253"
[1] "Newton iter: 1, lambda:1.11093927359612, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.11134731854733, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11134745960617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11134745960619, diff to last: 0"
[1] "Final threshold is: 0.0984480701556715"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 0.950174436934487"
[1] "Newton iter: 1, lambda:1.00760431620247, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.01032077505615, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01032668385349, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0103266838814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01032668385349"
[1] "Starting iterative with newton 1.01032668385349"
[1] "Starting newton at: 0.951068601543124"
[1] "Newton iter: 1, lambda:1.00729511681016, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00989663524033, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00990205259971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00990205262316, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00990205259971"
[1] "Starting iterative with newton 1.00990205259971"
[1] "Starting newton at: 0.951493232796903"
[1] "Newton iter: 1, lambda:1.00714744366497, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00969520286466, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00970039774173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0097003977633, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00970039774173"
[1] "Starting iterative with newton 1.00970039774173"
[1] "Starting newton at: 0.951138697931992"
[1] "Newton iter: 1, lambda:1.00702975749462, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00959934883441, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00960463282942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00960463285173, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.00960463282942"
[1] "Starting iterative with newton 1.00960463282942"
[1] "Starting newton at: 0.950505397654314"
[1] "Newton iter: 1, lambda:1.00693384990582, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00955366195152, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00955915448527, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00955915450938, diff to last: 0"
[1] "Final threshold is: 0.0894312121811893"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.29915966595897"
[1] "Newton iter: 1, lambda:1.15504195700688, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.17285144331317, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.17316210853457, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17316220192808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17316220192809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17316220192809"
[1] "Starting iterative with newton 1.17316220192809"
[1] "Starting newton at: 1.24839892026274"
[1] "Newton iter: 1, lambda:1.35466909006502, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.36789198414646, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.36808371142397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36808375128995, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36808375128996, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36808375128995"
[1] "Starting iterative with newton 1.36808375128995"
[1] "Starting newton at: 1.25560087323634"
[1] "Newton iter: 1, lambda:1.44232005338946, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.48802297063792, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.49054290756545, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49055027794613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49055027800903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49055027800903"
[1] "Starting iterative with newton 1.49055027800903"
[1] "Starting newton at: 1.79696968896505"
[1] "Newton iter: 1, lambda:1.47361624295578, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.55750089301801, diff to last: 0.084"
[1] "Newton iter: 3, lambda:1.56663277821001, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56673408199048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56673409434465, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56673409434465, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56673409434465"
[1] "Starting iterative with newton 1.56673409434465"
[1] "Starting newton at: 1.76532256544483"
[1] "Newton iter: 1, lambda:1.577954199765, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.61230859865979, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.61381384140261, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.61381663731642, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61381663732605, diff to last: 0"
[1] "Final threshold is: 0.142959010843662"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.47789360074648"
[1] "Newton iter: 1, lambda:1.37990727184381, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.39028859117233, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39041891740912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39041893775836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39041893775836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39041893775836"
[1] "Starting iterative with newton 1.39041893775836"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.23585192377946"
[1] "Newton iter: 1, lambda:1.22901095748957, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.22905827247368, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22905827474911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22905827474911"
[1] "Starting iterative with newton 1.22905827474911"
[1] "Starting newton at: 1.67288824169172"
[1] "Newton iter: 1, lambda:1.49082344655171, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.52286872383677, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52413356595138, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52413548005664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52413548006102, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52413548005664"
[1] "Starting iterative with newton 1.52413548005664"
[1] "Starting newton at: 1.66290417222758"
[1] "Newton iter: 1, lambda:1.7137246670078, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.71731510751457, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.71733216050667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71733216088981, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71733216088981"
[1] "Starting iterative with newton 1.71733216088981"
[1] "Starting newton at: 1.69309914013553"
[1] "Newton iter: 1, lambda:1.81735696419591, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.84184445569522, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.8427095428099, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.84271059251653, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84271059251807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84271059251653"
[1] "Starting iterative with newton 1.84271059251653"
[1] "Starting newton at: 1.65291715650806"
[1] "Newton iter: 1, lambda:1.84997941586009, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.91695800647769, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.92403112860738, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.92410470835166, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92410471624298, diff to last: 0"
[1] "Final threshold is: 0.170445700356099"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29198673779478"
[1] "Newton iter: 1, lambda:1.47344291503074, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.52399889494517, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52765578084676, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.52767406270662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52767406316177, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52767406316177"
[1] "Starting iterative with newton 1.52767406316177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
threshold is:
[{'ad': 0.0053063368177593585, 'da': 0.01132894820817613, 'dd': 0.017228908090691317}, {'ad': 0.017333135188705186, 'da': 0.022481390063547164, 'dd': 0.034657316876424905}, {'ad': 0.04302681995886011, 'da': 0.048825360608676, 'dd': 0.07304034809853495}, {'ad': 0.09844807015567149, 'da': 0.08943121218118928, 'dd': 0.14295901084366222}, {'ad': 0.3902555538170579, 'da': 0.1704457003560987, 'dd': 0.3902555538170579}]
Number of points in noise estimation: 128
Estimated noise: 0.08858442002518035
0.08858442002518035
threshold is:
[{'ad': 0.005918736007853198, 'da': 0.025635522058210982, 'dd': 0.03223826421661444}, {'ad': 0.017090262476907814, 'da': 0.0175051077953899, 'dd': 0.031026507153723584}, {'ad': 0.037975148940534886, 'da': 0.030554042078422713, 'dd': 0.05143573121403175}, {'ad': 0.06882068941792419, 'da': 0.06872657312383107, 'dd': 0.0898128157271258}, {'ad': 0.3902555538170579, 'da': 0.1054656844687754, 'dd': 0.3902555538170579}]
['baboon256', 0.075, 0, 0.005560523160188646, 0.003914702810493144, 0.0036040528231261857, 0.009254191192091366, 0.004501139281027918, 0.004706938381053555, 0.004501139281027918, 0.004706938381053555, 22.548843460268525, 24.073012023574943, 24.432088523699722, 20.3366153219591, 23.46677548259926, 23.27261487043642, 23.46677548259926, 23.27261487043642]
baboon256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124216103275668"
[1] "Newton iter: 1, lambda:0.14061734325821, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.140640087568128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140640087611836, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140640087568128"
[1] "Starting iterative with newton 0.140640087568128"
[1] "Starting newton at: 0.0347487891352194"
[1] "Newton iter: 1, lambda:0.057933541337032, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0579616333885087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579616334297476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0579616333885087"
[1] "Starting iterative with newton 0.0579616333885087"
[1] "Starting newton at: 0.0779346551092237"
[1] "Newton iter: 1, lambda:0.0552357184033373, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0552616983519882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0552616983860234, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0552616983860234"
[1] "Starting iterative with newton 0.0552616983860234"
[1] "Starting newton at: 0.080634590111709"
[1] "Newton iter: 1, lambda:0.0551396219991331, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0551723579509224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551723580048976, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0551723579509224"
[1] "Starting iterative with newton 0.0551723579509224"
[1] "Starting newton at: 0.0807239305468099"
[1] "Newton iter: 1, lambda:0.0551364277589326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0551694004895891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551694005443457, diff to last: 0"
[1] "Final threshold is: 0.00489422030623212"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.428661683617503"
[1] "Newton iter: 1, lambda:0.313145273780849, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.315525915901487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.31552694954323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.315526949543424, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.31552694954323"
[1] "Starting iterative with newton 0.31552694954323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14871647077892, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15161275404174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15161384984672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151613849846877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.15161384984672"
[1] "Starting iterative with newton 0.15161384984672"
[1] "Starting newton at: 0.107543101856321"
[1] "Newton iter: 1, lambda:0.137518118609416, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.137629144630793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13762914615311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137629144630793"
[1] "Starting iterative with newton 0.137629144630793"
[1] "Starting newton at: 0.121527807072247"
[1] "Newton iter: 1, lambda:0.136393306209704, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.136420468620677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136420468711338, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136420468620677"
[1] "Starting iterative with newton 0.136420468620677"
[1] "Starting newton at: 0.122736483082363"
[1] "Newton iter: 1, lambda:0.13629328753876, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.136315867575424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136315867638048, diff to last: 0"
[1] "Final threshold is: 0.0120929334237588"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.688590103010907"
[1] "Newton iter: 1, lambda:0.498439129085739, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.511084673495542, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.511143872286913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.511143873580571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.511143873580571"
[1] "Starting iterative with newton 0.511143873580571"
[1] "Starting newton at: 0.23858427816121"
[1] "Newton iter: 1, lambda:0.211159506341485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.211283724979273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211283727529702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211283724979273"
[1] "Starting iterative with newton 0.211283724979273"
[1] "Starting newton at: 0.196587121816182"
[1] "Newton iter: 1, lambda:0.18216966007555, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.182200764202441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182200764347262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182200764202441"
[1] "Starting iterative with newton 0.182200764202441"
[1] "Starting newton at: 0.209604964096562"
[1] "Newton iter: 1, lambda:0.179119765984805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.179257523344822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179257526160033, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179257526160033"
[1] "Starting iterative with newton 0.179257526160033"
[1] "Starting newton at: 0.21254820213897"
[1] "Newton iter: 1, lambda:0.178789704902219, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.178958464332951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17895846855403, diff to last: 0"
[1] "Final threshold is: 0.0158758689236548"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507641522253605"
[1] "Newton iter: 1, lambda:0.571456711261382, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.573050032818079, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573051010393084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573051010393452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573051010393452"
[1] "Starting iterative with newton 0.573051010393452"
[1] "Starting newton at: 0.344058916546027"
[1] "Newton iter: 1, lambda:0.224868475374784, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.227390106436291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.227391245527509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227391245527741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227391245527509"
[1] "Starting iterative with newton 0.227391245527509"
[1] "Starting newton at: 0.352547605419411"
[1] "Newton iter: 1, lambda:0.180349168789791, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.185168041832313, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.185171859956562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185171859958958, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.185171859956562"
[1] "Starting iterative with newton 0.185171859956562"
[1] "Starting newton at: 0.333277779580839"
[1] "Newton iter: 1, lambda:0.175889356382607, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.179875081416761, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179877662947925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179877662949008, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179877662949008"
[1] "Starting iterative with newton 0.179877662949008"
[1] "Starting newton at: 0.338571976588393"
[1] "Newton iter: 1, lambda:0.174907762132924, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.179209359619477, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179212362092481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179212362093943, diff to last: 0"
[1] "Final threshold is: 0.0158983924767049"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0.561731860873639"
[1] "Newton iter: 1, lambda:0.594241543184728, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.594643400408576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594643461250375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594643461250377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594643461250375"
[1] "Starting iterative with newton 0.594643461250375"
[1] "Starting newton at: 0.223217670276129"
[1] "Newton iter: 1, lambda:0.315854665413948, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.318040253863789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318041461784234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318041461784603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318041461784234"
[1] "Starting iterative with newton 0.318041461784234"
[1] "Starting newton at: 0.224114300138768"
[1] "Newton iter: 1, lambda:0.272005375532868, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.272543349681005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272543417364135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272543417364136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272543417364136"
[1] "Starting iterative with newton 0.272543417364136"
[1] "Starting newton at: 0.237473763442698"
[1] "Newton iter: 1, lambda:0.264666802693107, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.264837674275424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264837681010763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264837681010763"
[1] "Starting iterative with newton 0.264837681010763"
[1] "Starting newton at: 0.245179499796071"
[1] "Newton iter: 1, lambda:0.263449754063132, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.263526665806454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263526667167859, diff to last: 0"
[1] "Final threshold is: 0.0233781327011156"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0.802201481144496"
[1] "Newton iter: 1, lambda:0.810569561917157, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.810608613439543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810608614287014, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810608613439543"
[1] "Starting iterative with newton 0.810608613439543"
[1] "Starting newton at: 0.549407901723854"
[1] "Newton iter: 1, lambda:0.484457171403235, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.486177742693146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.486178966073135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486178966073753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486178966073135"
[1] "Starting iterative with newton 0.486178966073135"
[1] "Starting newton at: 0.299971562851578"
[1] "Newton iter: 1, lambda:0.397087152556596, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.400532882139336, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.400537190085386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400537190092117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400537190085386"
[1] "Starting iterative with newton 0.400537190085386"
[1] "Starting newton at: 0.239850487517666"
[1] "Newton iter: 1, lambda:0.372714681659935, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.378920113200349, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.378933568206792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.378933568270015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.378933568270015"
[1] "Starting iterative with newton 0.378933568270015"
[1] "Starting newton at: 0.241652574960245"
[1] "Newton iter: 1, lambda:0.367980254894574, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.373533012270538, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.373543680370678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373543680410037, diff to last: 0"
[1] "Final threshold is: 0.0331380266905833"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 0.77091072325071"
[1] "Newton iter: 1, lambda:0.76259909007097, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.762637259822011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.762637260629448, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.762637259822011"
[1] "Starting iterative with newton 0.762637259822011"
[1] "Starting newton at: 0.502696690057179"
[1] "Newton iter: 1, lambda:0.555936997303533, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.557194486839031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.557195181059192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557195181059404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.557195181059404"
[1] "Starting iterative with newton 0.557195181059404"
[1] "Starting newton at: 0.46290882030495"
[1] "Newton iter: 1, lambda:0.501526989297475, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.502144522847993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502144679717684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502144679717695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.502144679717684"
[1] "Starting iterative with newton 0.502144679717684"
[1] "Starting newton at: 0.493697837413852"
[1] "Newton iter: 1, lambda:0.487173578645276, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.487190754765762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487190754884948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.487190754765762"
[1] "Starting iterative with newton 0.487190754765762"
[1] "Starting newton at: 0.493172522004364"
[1] "Newton iter: 1, lambda:0.483074489209921, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.483115408108957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483115408782067, diff to last: 0"
[1] "Final threshold is: 0.0428584182470257"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 0.890155815963003"
[1] "Newton iter: 1, lambda:0.799164526373873, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.803770961797975, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.803783280720375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.803783280808314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.803783280720375"
[1] "Starting iterative with newton 0.803783280720375"
[1] "Starting newton at: 0.626563224067204"
[1] "Newton iter: 1, lambda:0.629305659959504, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.629309367301028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629309367307798, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629309367301028"
[1] "Starting iterative with newton 0.629309367301028"
[1] "Starting newton at: 0.641001836907611"
[1] "Newton iter: 1, lambda:0.575151470125043, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.57714134501456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.577143195227458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577143195229057, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.577143195227458"
[1] "Starting iterative with newton 0.577143195227458"
[1] "Starting newton at: 0.65034753320545"
[1] "Newton iter: 1, lambda:0.55747400702147, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.561339561303497, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.56134643147688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561346431498562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561346431498562"
[1] "Starting iterative with newton 0.561346431498562"
[1] "Starting newton at: 0.658719110586133"
[1] "Newton iter: 1, lambda:0.551425533964047, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.556537903336182, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.556549862281277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556549862346641, diff to last: 0"
[1] "Final threshold is: 0.0493729787388524"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.0289880244469"
[1] "Newton iter: 1, lambda:0.950870584534219, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.955221770828683, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.955235909218722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.955235909367667, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.955235909367667"
[1] "Starting iterative with newton 0.955235909367667"
[1] "Starting newton at: 1.01877842010569"
[1] "Newton iter: 1, lambda:0.876190290674151, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.889477003844005, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.889602479061217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889602490185063, diff to last: 0"
[1] "Newton iter: 5, lambda:0.889602490185063, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.889602479061217"
[1] "Starting iterative with newton 0.889602479061217"
[1] "Starting newton at: 0.979124154469881"
[1] "Newton iter: 1, lambda:0.851265563585208, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.861829908440103, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.861907311530835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861907315667179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.861907311530835"
[1] "Starting iterative with newton 0.861907311530835"
[1] "Starting newton at: 0.997832363251026"
[1] "Newton iter: 1, lambda:0.832971943534853, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.850007449201219, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.850207260677382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850207287972184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.850207287972184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.850207287972184"
[1] "Starting iterative with newton 0.850207287972184"
[1] "Starting newton at: 0.697700555646366"
[1] "Newton iter: 1, lambda:0.832264302664708, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.845148039503443, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.845261648538471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.845261657325248, diff to last: 0"
[1] "Final threshold is: 0.0749853485382153"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.1367547242885"
[1] "Newton iter: 1, lambda:1.03188358633519, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.0402497629737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04030714052274, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04030714320846, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04030714320846"
[1] "Starting iterative with newton 1.04030714320846"
[1] "Starting newton at: 1.14234280007471"
[1] "Newton iter: 1, lambda:1.04683550221395, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.05387726903045, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.0539182555642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05391825694696, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05391825694696"
[1] "Starting iterative with newton 1.05391825694696"
[1] "Starting newton at: 1.13475221008019"
[1] "Newton iter: 1, lambda:1.05548750632391, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.06041401502898, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06043413699759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06043413733229, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06043413699759"
[1] "Starting iterative with newton 1.06043413699759"
[1] "Starting newton at: 1.13074263595865"
[1] "Newton iter: 1, lambda:1.05952993894816, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.06353671187815, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06355004175071, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06355004189788, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06355004175071"
[1] "Starting iterative with newton 1.06355004175071"
[1] "Starting newton at: 1.1362956530022"
[1] "Newton iter: 1, lambda:1.06049322421946, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.06502222345684, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06503927642142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06503927666253, diff to last: 0"
[1] "Final threshold is: 0.0944823907336123"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 0.977101997270291"
[1] "Newton iter: 1, lambda:0.995569103813736, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.995838633742617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.995838690601743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995838690601746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995838690601743"
[1] "Starting iterative with newton 0.995838690601743"
[1] "Starting newton at: 0.980551762565039"
[1] "Newton iter: 1, lambda:1.0067164208934, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.00726433183973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.00726456882949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00726456882954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00726456882949"
[1] "Starting iterative with newton 1.00726456882949"
[1] "Starting newton at: 0.975773312204621"
[1] "Newton iter: 1, lambda:1.01141963079449, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01244554168209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01244637592938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01244637592993, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.01244637592938"
[1] "Starting iterative with newton 1.01244637592938"
[1] "Starting newton at: 0.977895566773495"
[1] "Newton iter: 1, lambda:1.01375505172522, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01479523094979, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01479609004611, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01479609004669, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01479609004611"
[1] "Starting iterative with newton 1.01479609004611"
[1] "Starting newton at: 0.976610959427969"
[1] "Newton iter: 1, lambda:1.01468551181784, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.01586042201486, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01586151901299, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01586151901394, diff to last: 0"
[1] "Final threshold is: 0.0901197045926949"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.32748920590821"
[1] "Newton iter: 1, lambda:1.16898187679208, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.19060383723745, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19107251457368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19107273153567, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19107273153572, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19107273153567"
[1] "Starting iterative with newton 1.19107273153567"
[1] "Starting newton at: 1.25757341021065"
[1] "Newton iter: 1, lambda:1.37284497976765, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.38886545142765, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.38915411977706, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38915421223508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38915421223508, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38915421223508"
[1] "Starting iterative with newton 1.38915421223508"
[1] "Starting newton at: 1.69305429458484"
[1] "Newton iter: 1, lambda:1.47091492497751, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.51600715383987, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51852612423464, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.51853368319943, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51853368326733, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51853368326733"
[1] "Starting iterative with newton 1.51853368326733"
[1] "Starting newton at: 1.7255680146539"
[1] "Newton iter: 1, lambda:1.57977363670281, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.60189893680881, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.60251979539617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.60252027369039, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60252027369067, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60252027369067"
[1] "Starting iterative with newton 1.60252027369067"
[1] "Starting newton at: 1.75385346122259"
[1] "Newton iter: 1, lambda:1.6428534892132, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65656657970041, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.6568096455633, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65680972083594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65680972083595, diff to last: 0"
[1] "Final threshold is: 0.146979878471005"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.48833761009285"
[1] "Newton iter: 1, lambda:1.35837676538449, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.37602628518181, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.37640631617595, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37640648969646, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3764064896965, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3764064896965"
[1] "Starting iterative with newton 1.3764064896965"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.22951865694591"
[1] "Newton iter: 1, lambda:1.23437897315956, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.23440327589754, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23440327650294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23440327650294"
[1] "Starting iterative with newton 1.23440327650294"
[1] "Starting newton at: 1.67149085856885"
[1] "Newton iter: 1, lambda:1.51738343702005, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.54152869710057, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.54225465982748, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54225530136979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54225530137029, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54225530136979"
[1] "Starting iterative with newton 1.54225530136979"
[1] "Starting newton at: 1.65970557766946"
[1] "Newton iter: 1, lambda:1.74030502034154, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.74986679463499, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.74999205865709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74999207992336, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74999207992336, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74999205865709"
[1] "Starting iterative with newton 1.74999205865709"
[1] "Starting newton at: 1.66219794506733"
[1] "Newton iter: 1, lambda:1.83570121308945, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.88684503735346, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.89088765070852, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89091154738332, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89091154821407, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89091154821407"
[1] "Starting iterative with newton 1.89091154821407"
[1] "Starting newton at: 1.64939847865619"
[1] "Newton iter: 1, lambda:1.87753276395303, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.97217704888486, diff to last: 0.095"
[1] "Newton iter: 3, lambda:1.98742448350878, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.98778643085918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.98778663083132, diff to last: 0"
[1] "Newton iter: 6, lambda:1.98778663083139, diff to last: 0"
[1] "Final threshold is: 0.176341696787285"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31080613726205"
[1] "Newton iter: 1, lambda:1.47521685303591, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.51637164908078, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.51876598695062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51877378835715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51877378843977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51877378835715"
[1] "Starting iterative with newton 1.51877378835715"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
threshold is:
[{'ad': 0.0048942203062321225, 'da': 0.01209293342375882, 'dd': 0.015875868923654845}, {'ad': 0.015898392476704885, 'da': 0.023378132701115637, 'dd': 0.033138026690583314}, {'ad': 0.04285841824702574, 'da': 0.04937297873885244, 'dd': 0.0749853485382153}, {'ad': 0.09448239073361232, 'da': 0.09011970459269489, 'dd': 0.14697987847100538}, {'ad': 0.39082019416230934, 'da': 0.1763416967872848, 'dd': 0.39082019416230934}]
Number of points in noise estimation: 128
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8226542155791"
[1] "Starting iterative with newton 14.8226542155791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33626666188907"
[1] "Starting iterative with newton 7.33626666188907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.86210411378117"
[1] "Starting iterative with newton 3.86210411378117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.80327050971286"
[1] "Starting iterative with newton 3.80327050971286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 1.80826273042847"
[1] "Newton iter: 1, lambda:1.43557641859682, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.36265004081308, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.35732678186906, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.35729672798565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35729672702495, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35729672702495"
[1] "Starting iterative with newton 1.35729672702495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 1.62871509013436"
[1] "Newton iter: 1, lambda:1.3299772375766, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.26644107513949, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.26179566253112, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26176971238784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26176971157646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26176971157646"
[1] "Starting iterative with newton 1.26176971157646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.28831326379411"
[1] "Newton iter: 1, lambda:1.10812838075503, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.0646929943462, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.06161526511816, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.06159965511705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06159965471555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06159965471555"
[1] "Starting iterative with newton 1.06159965471555"
[1] "Starting newton at: 1.21451367854332"
[1] "Newton iter: 1, lambda:0.999589099928446, diff to last: 0.215"
[1] "Newton iter: 2, lambda:0.925812144415749, diff to last: 0.074"
[1] "Newton iter: 3, lambda:0.914377378263206, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.914098542432622, diff to last: 0"
[1] "Newton iter: 5, lambda:0.914098377468098, diff to last: 0"
[1] "Newton iter: 6, lambda:0.91409837746804, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.914098377468098"
[1] "Starting iterative with newton 0.914098377468098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.14972844509595"
[1] "Newton iter: 1, lambda:1.05250469257072, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.03756571525493, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03719005028403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03718981256594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03718981256584, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03718981256594"
[1] "Starting iterative with newton 1.03718981256594"
[1] "Starting newton at: 1.16821214095177"
[1] "Newton iter: 1, lambda:1.09222763252354, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.08368296719336, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.08356991579836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08356989598319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08356989598319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08356989598319"
[1] "Starting iterative with newton 1.08356989598319"
[1] "Starting newton at: 1.21037146266113"
[1] "Newton iter: 1, lambda:1.17302521706639, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.1712253489977, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17122107442798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17122107440385, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17122107440385"
[1] "Starting iterative with newton 1.17122107440385"
[1] "Starting newton at: 1.30402023364015"
[1] "Newton iter: 1, lambda:1.32225930952124, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.3219274604785, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32192735234759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32192735234758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32192735234758"
[1] "Starting iterative with newton 1.32192735234758"
[1] "Starting newton at: 1.45197687639228"
[1] "Newton iter: 1, lambda:1.52044172682818, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.51719024669941, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.51718367062632, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51718367059926, diff to last: 0"
[1] "Final threshold is: 0.134593290178391"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 1.11331876466512"
[1] "Newton iter: 1, lambda:1.09269025040599, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.09203565067828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.09203498870803, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09203498870736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09203498870736"
[1] "Starting iterative with newton 1.09203498870736"
[1] "Starting newton at: 1.25376266649324"
[1] "Newton iter: 1, lambda:1.2876542318747, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2863980173431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28639632642012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28639632641705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28639632641705"
[1] "Starting iterative with newton 1.28639632641705"
[1] "Starting newton at: 1.42542517773176"
[1] "Newton iter: 1, lambda:1.49295891548536, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.48954177477574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48953379478766, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4895337947439, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4895337947439"
[1] "Starting iterative with newton 1.4895337947439"
[1] "Starting newton at: 1.63374578492987"
[1] "Newton iter: 1, lambda:1.67203710116414, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67136751513931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.67136732975667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67136732975665, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67136732975665"
[1] "Starting iterative with newton 1.67136732975665"
[1] "Starting newton at: 1.81459362425274"
[1] "Newton iter: 1, lambda:1.80431580837044, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.80429043562427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80429043546226, diff to last: 0"
[1] "Final threshold is: 0.160063274373377"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.1152018960509"
[1] "Newton iter: 1, lambda:1.08240604993222, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.08079720935861, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.08079328441091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08079328438754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08079328438754"
[1] "Starting iterative with newton 1.08079328438754"
[1] "Starting newton at: 1.45692965783409"
[1] "Newton iter: 1, lambda:1.46258915461367, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46256824878345, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46256824850131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46256824850131"
[1] "Starting iterative with newton 1.46256824850131"
[1] "Starting newton at: 1.81646689213138"
[1] "Newton iter: 1, lambda:1.85218029599211, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.85204535522051, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85204535409753, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85204535409753"
[1] "Starting iterative with newton 1.85204535409753"
[1] "Starting newton at: 2.06120186146785"
[1] "Newton iter: 1, lambda:2.1322265514239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.13297135492053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13297147619849, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13297147619849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13297147619849"
[1] "Starting iterative with newton 2.13297147619849"
[1] "Starting newton at: 2.34271310539899"
[1] "Newton iter: 1, lambda:2.30218804512356, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30279972632984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.30279985502694, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30279985502695, diff to last: 0"
[1] "Final threshold is: 0.204287335219241"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.54532480863827"
[1] "Newton iter: 1, lambda:1.52430544873323, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.52411630616379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52411628975821, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52411628975821, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52411628975821"
[1] "Starting iterative with newton 1.52411628975821"
[1] "Starting newton at: 2.19837325267678"
[1] "Newton iter: 1, lambda:2.27161179259355, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.27438704001146, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2743914939612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27439149397272, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2743914939612"
[1] "Starting iterative with newton 2.2743914939612"
[1] "Starting newton at: 2.70199709339428"
[1] "Newton iter: 1, lambda:2.72423979511844, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.72466651805064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72466667532233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72466667532235, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72466667532233"
[1] "Starting iterative with newton 2.72466667532233"
[1] "Starting newton at: 2.95873556621388"
[1] "Newton iter: 1, lambda:2.99842622831078, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.99999724668246, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.99999967455223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99999967455802, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99999967455802"
[1] "Starting iterative with newton 2.99999967455802"
[1] "Starting newton at: 3.10472899974026"
[1] "Newton iter: 1, lambda:3.14943219585208, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.15156656147554, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.15157130931755, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15157130934101, diff to last: 0"
[1] "Final threshold is: 0.279584047711848"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.30087388991689"
[1] "Newton iter: 1, lambda:1.29525866491296, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.29522819057467, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29522818967154, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29522818967154"
[1] "Starting iterative with newton 1.29522818967154"
[1] "Starting newton at: 1.93040758930251"
[1] "Newton iter: 1, lambda:1.91437564162291, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.91439691401217, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91439691404117, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91439691401217"
[1] "Starting iterative with newton 1.91439691401217"
[1] "Starting newton at: 2.3606803757533"
[1] "Newton iter: 1, lambda:2.3146410396863, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.31560418254473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3156045764014, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31560457640147, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3156045764014"
[1] "Starting iterative with newton 2.3156045764014"
[1] "Starting newton at: 2.49457895592227"
[1] "Newton iter: 1, lambda:2.53478602934606, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.53563762724389, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.53563802260214, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53563802260222, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.53563802260214"
[1] "Starting iterative with newton 2.53563802260214"
[1] "Starting newton at: 2.62284852252258"
[1] "Newton iter: 1, lambda:2.65060882666635, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.65106102818582, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65106114979964, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65106114979965, diff to last: 0"
[1] "Final threshold is: 0.235182496044359"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.98529588745813"
[1] "Newton iter: 1, lambda:2.07781955671235, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.08110387464213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08110904335066, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08110904336354, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.08110904335066"
[1] "Starting iterative with newton 2.08110904335066"
[1] "Starting newton at: 2.78066921374387"
[1] "Newton iter: 1, lambda:2.87061791009958, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.88031758527727, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.88042873458978, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88042874912082, diff to last: 0"
[1] "Newton iter: 5, lambda:2.88042874912082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.88042874912082"
[1] "Starting iterative with newton 2.88042874912082"
[1] "Starting newton at: 3.31352995602799"
[1] "Newton iter: 1, lambda:3.34858169750338, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.35029955579283, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.35030355455838, diff to last: 0"
[1] "Newton iter: 4, lambda:3.35030355458001, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.35030355458001"
[1] "Starting iterative with newton 3.35030355458001"
[1] "Starting newton at: 3.64899679480789"
[1] "Newton iter: 1, lambda:3.66211386105864, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.66236707959811, diff to last: 0"
[1] "Newton iter: 3, lambda:3.66236717237934, diff to last: 0"
[1] "Newton iter: 4, lambda:3.66236717237936, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.66236717237934"
[1] "Starting iterative with newton 3.66236717237934"
[1] "Starting newton at: 3.83181547502158"
[1] "Newton iter: 1, lambda:3.8129742372522, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.81348556266999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.81348595034415, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81348595034437, diff to last: 0"
[1] "Final threshold is: 0.338304208675031"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.13459329017839086, 'da': 0.16006327437337683, 'dd': 0.20428733521924083}, {'ad': 0.27958404771184814, 'da': 0.23518249604435948, 'dd': 0.33830420867503147}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378275674175471. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8226542155791"
[1] "Starting iterative with newton 14.8226542155791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33626666188907"
[1] "Starting iterative with newton 7.33626666188907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.86210411378117"
[1] "Starting iterative with newton 3.86210411378117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.80327050971286"
[1] "Starting iterative with newton 3.80327050971286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 1.80826273042847"
[1] "Newton iter: 1, lambda:1.43557641859682, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.36265004081308, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.35732678186906, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.35729672798565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35729672702495, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35729672702495"
[1] "Starting iterative with newton 1.35729672702495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 1.62871509013436"
[1] "Newton iter: 1, lambda:1.3299772375766, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.26644107513949, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.26179566253112, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26176971238784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26176971157646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26176971157646"
[1] "Starting iterative with newton 1.26176971157646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.28831326379411"
[1] "Newton iter: 1, lambda:1.10812838075503, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.0646929943462, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.06161526511816, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.06159965511705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06159965471555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06159965471555"
[1] "Starting iterative with newton 1.06159965471555"
[1] "Starting newton at: 1.21451367854332"
[1] "Newton iter: 1, lambda:0.999589099928446, diff to last: 0.215"
[1] "Newton iter: 2, lambda:0.925812144415749, diff to last: 0.074"
[1] "Newton iter: 3, lambda:0.914377378263206, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.914098542432622, diff to last: 0"
[1] "Newton iter: 5, lambda:0.914098377468098, diff to last: 0"
[1] "Newton iter: 6, lambda:0.91409837746804, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.914098377468098"
[1] "Starting iterative with newton 0.914098377468098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.14972844509595"
[1] "Newton iter: 1, lambda:1.05250469257072, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.03756571525493, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03719005028403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03718981256594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03718981256584, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03718981256594"
[1] "Starting iterative with newton 1.03718981256594"
[1] "Starting newton at: 1.16821214095177"
[1] "Newton iter: 1, lambda:1.09222763252354, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.08368296719336, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.08356991579836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08356989598319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08356989598319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08356989598319"
[1] "Starting iterative with newton 1.08356989598319"
[1] "Starting newton at: 1.21037146266113"
[1] "Newton iter: 1, lambda:1.17302521706639, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.1712253489977, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17122107442798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17122107440385, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17122107440385"
[1] "Starting iterative with newton 1.17122107440385"
[1] "Starting newton at: 1.30402023364015"
[1] "Newton iter: 1, lambda:1.32225930952124, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.3219274604785, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32192735234759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32192735234758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32192735234758"
[1] "Starting iterative with newton 1.32192735234758"
[1] "Starting newton at: 1.45197687639228"
[1] "Newton iter: 1, lambda:1.52044172682818, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.51719024669941, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.51718367062632, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51718367059926, diff to last: 0"
[1] "Final threshold is: 0.134593290178391"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 1.11331876466512"
[1] "Newton iter: 1, lambda:1.09269025040599, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.09203565067828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.09203498870803, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09203498870736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09203498870736"
[1] "Starting iterative with newton 1.09203498870736"
[1] "Starting newton at: 1.25376266649324"
[1] "Newton iter: 1, lambda:1.2876542318747, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2863980173431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28639632642012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28639632641705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28639632641705"
[1] "Starting iterative with newton 1.28639632641705"
[1] "Starting newton at: 1.42542517773176"
[1] "Newton iter: 1, lambda:1.49295891548536, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.48954177477574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48953379478766, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4895337947439, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4895337947439"
[1] "Starting iterative with newton 1.4895337947439"
[1] "Starting newton at: 1.63374578492987"
[1] "Newton iter: 1, lambda:1.67203710116414, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67136751513931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.67136732975667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67136732975665, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67136732975665"
[1] "Starting iterative with newton 1.67136732975665"
[1] "Starting newton at: 1.81459362425274"
[1] "Newton iter: 1, lambda:1.80431580837044, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.80429043562427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80429043546226, diff to last: 0"
[1] "Final threshold is: 0.160063274373377"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.1152018960509"
[1] "Newton iter: 1, lambda:1.08240604993222, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.08079720935861, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.08079328441091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08079328438754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08079328438754"
[1] "Starting iterative with newton 1.08079328438754"
[1] "Starting newton at: 1.45692965783409"
[1] "Newton iter: 1, lambda:1.46258915461367, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46256824878345, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46256824850131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46256824850131"
[1] "Starting iterative with newton 1.46256824850131"
[1] "Starting newton at: 1.81646689213138"
[1] "Newton iter: 1, lambda:1.85218029599211, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.85204535522051, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85204535409753, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85204535409753"
[1] "Starting iterative with newton 1.85204535409753"
[1] "Starting newton at: 2.06120186146785"
[1] "Newton iter: 1, lambda:2.1322265514239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.13297135492053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13297147619849, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13297147619849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13297147619849"
[1] "Starting iterative with newton 2.13297147619849"
[1] "Starting newton at: 2.34271310539899"
[1] "Newton iter: 1, lambda:2.30218804512356, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30279972632984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.30279985502694, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30279985502695, diff to last: 0"
[1] "Final threshold is: 0.204287335219241"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.54532480863827"
[1] "Newton iter: 1, lambda:1.52430544873323, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.52411630616379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52411628975821, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52411628975821, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52411628975821"
[1] "Starting iterative with newton 1.52411628975821"
[1] "Starting newton at: 2.19837325267678"
[1] "Newton iter: 1, lambda:2.27161179259355, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.27438704001146, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2743914939612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27439149397272, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2743914939612"
[1] "Starting iterative with newton 2.2743914939612"
[1] "Starting newton at: 2.70199709339428"
[1] "Newton iter: 1, lambda:2.72423979511844, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.72466651805064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72466667532233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72466667532235, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72466667532233"
[1] "Starting iterative with newton 2.72466667532233"
[1] "Starting newton at: 2.95873556621388"
[1] "Newton iter: 1, lambda:2.99842622831078, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.99999724668246, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.99999967455223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99999967455802, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99999967455802"
[1] "Starting iterative with newton 2.99999967455802"
[1] "Starting newton at: 3.10472899974026"
[1] "Newton iter: 1, lambda:3.14943219585208, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.15156656147554, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.15157130931755, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15157130934101, diff to last: 0"
[1] "Final threshold is: 0.279584047711848"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.30087388991689"
[1] "Newton iter: 1, lambda:1.29525866491296, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.29522819057467, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29522818967154, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29522818967154"
[1] "Starting iterative with newton 1.29522818967154"
[1] "Starting newton at: 1.93040758930251"
[1] "Newton iter: 1, lambda:1.91437564162291, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.91439691401217, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91439691404117, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91439691401217"
[1] "Starting iterative with newton 1.91439691401217"
[1] "Starting newton at: 2.3606803757533"
[1] "Newton iter: 1, lambda:2.3146410396863, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.31560418254473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3156045764014, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31560457640147, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3156045764014"
[1] "Starting iterative with newton 2.3156045764014"
[1] "Starting newton at: 2.49457895592227"
[1] "Newton iter: 1, lambda:2.53478602934606, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.53563762724389, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.53563802260214, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53563802260222, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.53563802260214"
[1] "Starting iterative with newton 2.53563802260214"
[1] "Starting newton at: 2.62284852252258"
[1] "Newton iter: 1, lambda:2.65060882666635, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.65106102818582, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65106114979964, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65106114979965, diff to last: 0"
[1] "Final threshold is: 0.235182496044359"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.98529588745813"
[1] "Newton iter: 1, lambda:2.07781955671235, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.08110387464213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08110904335066, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08110904336354, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.08110904335066"
[1] "Starting iterative with newton 2.08110904335066"
[1] "Starting newton at: 2.78066921374387"
[1] "Newton iter: 1, lambda:2.87061791009958, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.88031758527727, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.88042873458978, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88042874912082, diff to last: 0"
[1] "Newton iter: 5, lambda:2.88042874912082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.88042874912082"
[1] "Starting iterative with newton 2.88042874912082"
[1] "Starting newton at: 3.31352995602799"
[1] "Newton iter: 1, lambda:3.34858169750338, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.35029955579283, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.35030355455838, diff to last: 0"
[1] "Newton iter: 4, lambda:3.35030355458001, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.35030355458001"
[1] "Starting iterative with newton 3.35030355458001"
[1] "Starting newton at: 3.64899679480789"
[1] "Newton iter: 1, lambda:3.66211386105864, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.66236707959811, diff to last: 0"
[1] "Newton iter: 3, lambda:3.66236717237934, diff to last: 0"
[1] "Newton iter: 4, lambda:3.66236717237936, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.66236717237934"
[1] "Starting iterative with newton 3.66236717237934"
[1] "Starting newton at: 3.83181547502158"
[1] "Newton iter: 1, lambda:3.8129742372522, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.81348556266999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.81348595034415, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81348595034437, diff to last: 0"
[1] "Final threshold is: 0.338304208675031"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.13459329017839086, 'da': 0.16006327437337683, 'dd': 0.20428733521924083}, {'ad': 0.27958404771184814, 'da': 0.23518249604435948, 'dd': 0.33830420867503147}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378275674175471. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124216103275668"
[1] "Newton iter: 1, lambda:0.14061734325821, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.140640087568128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140640087611836, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140640087568128"
[1] "Starting iterative with newton 0.140640087568128"
[1] "Starting newton at: 0.0347487891352194"
[1] "Newton iter: 1, lambda:0.057933541337032, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0579616333885087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579616334297476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0579616333885087"
[1] "Starting iterative with newton 0.0579616333885087"
[1] "Starting newton at: 0.0779346551092237"
[1] "Newton iter: 1, lambda:0.0552357184033373, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0552616983519882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0552616983860234, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0552616983860234"
[1] "Starting iterative with newton 0.0552616983860234"
[1] "Starting newton at: 0.080634590111709"
[1] "Newton iter: 1, lambda:0.0551396219991331, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0551723579509224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551723580048976, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0551723579509224"
[1] "Starting iterative with newton 0.0551723579509224"
[1] "Starting newton at: 0.0807239305468099"
[1] "Newton iter: 1, lambda:0.0551364277589326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0551694004895891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551694005443457, diff to last: 0"
[1] "Final threshold is: 0.00489422030623212"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.428661683617503"
[1] "Newton iter: 1, lambda:0.313145273780849, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.315525915901487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.31552694954323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.315526949543424, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.31552694954323"
[1] "Starting iterative with newton 0.31552694954323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14871647077892, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15161275404174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15161384984672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151613849846877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.15161384984672"
[1] "Starting iterative with newton 0.15161384984672"
[1] "Starting newton at: 0.107543101856321"
[1] "Newton iter: 1, lambda:0.137518118609416, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.137629144630793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13762914615311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137629144630793"
[1] "Starting iterative with newton 0.137629144630793"
[1] "Starting newton at: 0.121527807072247"
[1] "Newton iter: 1, lambda:0.136393306209704, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.136420468620677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136420468711338, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136420468620677"
[1] "Starting iterative with newton 0.136420468620677"
[1] "Starting newton at: 0.122736483082363"
[1] "Newton iter: 1, lambda:0.13629328753876, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.136315867575424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136315867638048, diff to last: 0"
[1] "Final threshold is: 0.0120929334237588"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.688590103010907"
[1] "Newton iter: 1, lambda:0.498439129085739, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.511084673495542, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.511143872286913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.511143873580571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.511143873580571"
[1] "Starting iterative with newton 0.511143873580571"
[1] "Starting newton at: 0.23858427816121"
[1] "Newton iter: 1, lambda:0.211159506341485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.211283724979273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211283727529702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211283724979273"
[1] "Starting iterative with newton 0.211283724979273"
[1] "Starting newton at: 0.196587121816182"
[1] "Newton iter: 1, lambda:0.18216966007555, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.182200764202441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182200764347262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182200764202441"
[1] "Starting iterative with newton 0.182200764202441"
[1] "Starting newton at: 0.209604964096562"
[1] "Newton iter: 1, lambda:0.179119765984805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.179257523344822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179257526160033, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179257526160033"
[1] "Starting iterative with newton 0.179257526160033"
[1] "Starting newton at: 0.21254820213897"
[1] "Newton iter: 1, lambda:0.178789704902219, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.178958464332951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17895846855403, diff to last: 0"
[1] "Final threshold is: 0.0158758689236548"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507641522253605"
[1] "Newton iter: 1, lambda:0.571456711261382, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.573050032818079, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573051010393084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573051010393452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573051010393452"
[1] "Starting iterative with newton 0.573051010393452"
[1] "Starting newton at: 0.344058916546027"
[1] "Newton iter: 1, lambda:0.224868475374784, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.227390106436291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.227391245527509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227391245527741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227391245527509"
[1] "Starting iterative with newton 0.227391245527509"
[1] "Starting newton at: 0.352547605419411"
[1] "Newton iter: 1, lambda:0.180349168789791, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.185168041832313, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.185171859956562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185171859958958, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.185171859956562"
[1] "Starting iterative with newton 0.185171859956562"
[1] "Starting newton at: 0.333277779580839"
[1] "Newton iter: 1, lambda:0.175889356382607, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.179875081416761, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179877662947925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179877662949008, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179877662949008"
[1] "Starting iterative with newton 0.179877662949008"
[1] "Starting newton at: 0.338571976588393"
[1] "Newton iter: 1, lambda:0.174907762132924, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.179209359619477, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179212362092481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179212362093943, diff to last: 0"
[1] "Final threshold is: 0.0158983924767049"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0.561731860873639"
[1] "Newton iter: 1, lambda:0.594241543184728, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.594643400408576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594643461250375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594643461250377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594643461250375"
[1] "Starting iterative with newton 0.594643461250375"
[1] "Starting newton at: 0.223217670276129"
[1] "Newton iter: 1, lambda:0.315854665413948, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.318040253863789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318041461784234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318041461784603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318041461784234"
[1] "Starting iterative with newton 0.318041461784234"
[1] "Starting newton at: 0.224114300138768"
[1] "Newton iter: 1, lambda:0.272005375532868, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.272543349681005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272543417364135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272543417364136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272543417364136"
[1] "Starting iterative with newton 0.272543417364136"
[1] "Starting newton at: 0.237473763442698"
[1] "Newton iter: 1, lambda:0.264666802693107, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.264837674275424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264837681010763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264837681010763"
[1] "Starting iterative with newton 0.264837681010763"
[1] "Starting newton at: 0.245179499796071"
[1] "Newton iter: 1, lambda:0.263449754063132, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.263526665806454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263526667167859, diff to last: 0"
[1] "Final threshold is: 0.0233781327011156"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0.802201481144496"
[1] "Newton iter: 1, lambda:0.810569561917157, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.810608613439543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810608614287014, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810608613439543"
[1] "Starting iterative with newton 0.810608613439543"
[1] "Starting newton at: 0.549407901723854"
[1] "Newton iter: 1, lambda:0.484457171403235, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.486177742693146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.486178966073135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486178966073753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486178966073135"
[1] "Starting iterative with newton 0.486178966073135"
[1] "Starting newton at: 0.299971562851578"
[1] "Newton iter: 1, lambda:0.397087152556596, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.400532882139336, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.400537190085386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400537190092117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400537190085386"
[1] "Starting iterative with newton 0.400537190085386"
[1] "Starting newton at: 0.239850487517666"
[1] "Newton iter: 1, lambda:0.372714681659935, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.378920113200349, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.378933568206792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.378933568270015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.378933568270015"
[1] "Starting iterative with newton 0.378933568270015"
[1] "Starting newton at: 0.241652574960245"
[1] "Newton iter: 1, lambda:0.367980254894574, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.373533012270538, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.373543680370678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373543680410037, diff to last: 0"
[1] "Final threshold is: 0.0331380266905833"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 0.77091072325071"
[1] "Newton iter: 1, lambda:0.76259909007097, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.762637259822011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.762637260629448, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.762637259822011"
[1] "Starting iterative with newton 0.762637259822011"
[1] "Starting newton at: 0.502696690057179"
[1] "Newton iter: 1, lambda:0.555936997303533, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.557194486839031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.557195181059192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557195181059404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.557195181059404"
[1] "Starting iterative with newton 0.557195181059404"
[1] "Starting newton at: 0.46290882030495"
[1] "Newton iter: 1, lambda:0.501526989297475, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.502144522847993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502144679717684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502144679717695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.502144679717684"
[1] "Starting iterative with newton 0.502144679717684"
[1] "Starting newton at: 0.493697837413852"
[1] "Newton iter: 1, lambda:0.487173578645276, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.487190754765762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487190754884948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.487190754765762"
[1] "Starting iterative with newton 0.487190754765762"
[1] "Starting newton at: 0.493172522004364"
[1] "Newton iter: 1, lambda:0.483074489209921, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.483115408108957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483115408782067, diff to last: 0"
[1] "Final threshold is: 0.0428584182470257"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 0.890155815963003"
[1] "Newton iter: 1, lambda:0.799164526373873, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.803770961797975, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.803783280720375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.803783280808314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.803783280720375"
[1] "Starting iterative with newton 0.803783280720375"
[1] "Starting newton at: 0.626563224067204"
[1] "Newton iter: 1, lambda:0.629305659959504, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.629309367301028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629309367307798, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629309367301028"
[1] "Starting iterative with newton 0.629309367301028"
[1] "Starting newton at: 0.641001836907611"
[1] "Newton iter: 1, lambda:0.575151470125043, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.57714134501456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.577143195227458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577143195229057, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.577143195227458"
[1] "Starting iterative with newton 0.577143195227458"
[1] "Starting newton at: 0.65034753320545"
[1] "Newton iter: 1, lambda:0.55747400702147, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.561339561303497, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.56134643147688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561346431498562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561346431498562"
[1] "Starting iterative with newton 0.561346431498562"
[1] "Starting newton at: 0.658719110586133"
[1] "Newton iter: 1, lambda:0.551425533964047, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.556537903336182, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.556549862281277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556549862346641, diff to last: 0"
[1] "Final threshold is: 0.0493729787388524"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.0289880244469"
[1] "Newton iter: 1, lambda:0.950870584534219, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.955221770828683, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.955235909218722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.955235909367667, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.955235909367667"
[1] "Starting iterative with newton 0.955235909367667"
[1] "Starting newton at: 1.01877842010569"
[1] "Newton iter: 1, lambda:0.876190290674151, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.889477003844005, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.889602479061217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889602490185063, diff to last: 0"
[1] "Newton iter: 5, lambda:0.889602490185063, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.889602479061217"
[1] "Starting iterative with newton 0.889602479061217"
[1] "Starting newton at: 0.979124154469881"
[1] "Newton iter: 1, lambda:0.851265563585208, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.861829908440103, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.861907311530835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861907315667179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.861907311530835"
[1] "Starting iterative with newton 0.861907311530835"
[1] "Starting newton at: 0.997832363251026"
[1] "Newton iter: 1, lambda:0.832971943534853, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.850007449201219, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.850207260677382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850207287972184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.850207287972184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.850207287972184"
[1] "Starting iterative with newton 0.850207287972184"
[1] "Starting newton at: 0.697700555646366"
[1] "Newton iter: 1, lambda:0.832264302664708, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.845148039503443, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.845261648538471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.845261657325248, diff to last: 0"
[1] "Final threshold is: 0.0749853485382153"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.1367547242885"
[1] "Newton iter: 1, lambda:1.03188358633519, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.0402497629737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04030714052274, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04030714320846, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04030714320846"
[1] "Starting iterative with newton 1.04030714320846"
[1] "Starting newton at: 1.14234280007471"
[1] "Newton iter: 1, lambda:1.04683550221395, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.05387726903045, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.0539182555642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05391825694696, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05391825694696"
[1] "Starting iterative with newton 1.05391825694696"
[1] "Starting newton at: 1.13475221008019"
[1] "Newton iter: 1, lambda:1.05548750632391, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.06041401502898, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06043413699759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06043413733229, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06043413699759"
[1] "Starting iterative with newton 1.06043413699759"
[1] "Starting newton at: 1.13074263595865"
[1] "Newton iter: 1, lambda:1.05952993894816, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.06353671187815, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06355004175071, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06355004189788, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06355004175071"
[1] "Starting iterative with newton 1.06355004175071"
[1] "Starting newton at: 1.1362956530022"
[1] "Newton iter: 1, lambda:1.06049322421946, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.06502222345684, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06503927642142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06503927666253, diff to last: 0"
[1] "Final threshold is: 0.0944823907336123"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 0.977101997270291"
[1] "Newton iter: 1, lambda:0.995569103813736, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.995838633742617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.995838690601743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995838690601746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995838690601743"
[1] "Starting iterative with newton 0.995838690601743"
[1] "Starting newton at: 0.980551762565039"
[1] "Newton iter: 1, lambda:1.0067164208934, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.00726433183973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.00726456882949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00726456882954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00726456882949"
[1] "Starting iterative with newton 1.00726456882949"
[1] "Starting newton at: 0.975773312204621"
[1] "Newton iter: 1, lambda:1.01141963079449, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01244554168209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01244637592938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01244637592993, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.01244637592938"
[1] "Starting iterative with newton 1.01244637592938"
[1] "Starting newton at: 0.977895566773495"
[1] "Newton iter: 1, lambda:1.01375505172522, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01479523094979, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01479609004611, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01479609004669, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01479609004611"
[1] "Starting iterative with newton 1.01479609004611"
[1] "Starting newton at: 0.976610959427969"
[1] "Newton iter: 1, lambda:1.01468551181784, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.01586042201486, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01586151901299, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01586151901394, diff to last: 0"
[1] "Final threshold is: 0.0901197045926949"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.32748920590821"
[1] "Newton iter: 1, lambda:1.16898187679208, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.19060383723745, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19107251457368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19107273153567, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19107273153572, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19107273153567"
[1] "Starting iterative with newton 1.19107273153567"
[1] "Starting newton at: 1.25757341021065"
[1] "Newton iter: 1, lambda:1.37284497976765, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.38886545142765, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.38915411977706, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38915421223508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38915421223508, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38915421223508"
[1] "Starting iterative with newton 1.38915421223508"
[1] "Starting newton at: 1.69305429458484"
[1] "Newton iter: 1, lambda:1.47091492497751, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.51600715383987, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51852612423464, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.51853368319943, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51853368326733, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51853368326733"
[1] "Starting iterative with newton 1.51853368326733"
[1] "Starting newton at: 1.7255680146539"
[1] "Newton iter: 1, lambda:1.57977363670281, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.60189893680881, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.60251979539617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.60252027369039, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60252027369067, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60252027369067"
[1] "Starting iterative with newton 1.60252027369067"
[1] "Starting newton at: 1.75385346122259"
[1] "Newton iter: 1, lambda:1.6428534892132, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65656657970041, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.6568096455633, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65680972083594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65680972083595, diff to last: 0"
[1] "Final threshold is: 0.146979878471005"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.48833761009285"
[1] "Newton iter: 1, lambda:1.35837676538449, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.37602628518181, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.37640631617595, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37640648969646, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3764064896965, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3764064896965"
[1] "Starting iterative with newton 1.3764064896965"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.22951865694591"
[1] "Newton iter: 1, lambda:1.23437897315956, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.23440327589754, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23440327650294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23440327650294"
[1] "Starting iterative with newton 1.23440327650294"
[1] "Starting newton at: 1.67149085856885"
[1] "Newton iter: 1, lambda:1.51738343702005, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.54152869710057, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.54225465982748, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54225530136979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54225530137029, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54225530136979"
[1] "Starting iterative with newton 1.54225530136979"
[1] "Starting newton at: 1.65970557766946"
[1] "Newton iter: 1, lambda:1.74030502034154, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.74986679463499, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.74999205865709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74999207992336, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74999207992336, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74999205865709"
[1] "Starting iterative with newton 1.74999205865709"
[1] "Starting newton at: 1.66219794506733"
[1] "Newton iter: 1, lambda:1.83570121308945, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.88684503735346, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.89088765070852, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89091154738332, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89091154821407, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89091154821407"
[1] "Starting iterative with newton 1.89091154821407"
[1] "Starting newton at: 1.64939847865619"
[1] "Newton iter: 1, lambda:1.87753276395303, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.97217704888486, diff to last: 0.095"
[1] "Newton iter: 3, lambda:1.98742448350878, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.98778643085918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.98778663083132, diff to last: 0"
[1] "Newton iter: 6, lambda:1.98778663083139, diff to last: 0"
[1] "Final threshold is: 0.176341696787285"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31080613726205"
[1] "Newton iter: 1, lambda:1.47521685303591, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.51637164908078, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.51876598695062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51877378835715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51877378843977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51877378835715"
[1] "Starting iterative with newton 1.51877378835715"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
threshold is:
[{'ad': 0.0048942203062321225, 'da': 0.01209293342375882, 'dd': 0.015875868923654845}, {'ad': 0.015898392476704885, 'da': 0.023378132701115637, 'dd': 0.033138026690583314}, {'ad': 0.04285841824702574, 'da': 0.04937297873885244, 'dd': 0.0749853485382153}, {'ad': 0.09448239073361232, 'da': 0.09011970459269489, 'dd': 0.14697987847100538}, {'ad': 0.39082019416230934, 'da': 0.1763416967872848, 'dd': 0.39082019416230934}]
Number of points in noise estimation: 128
Estimated noise: 0.08871258818836904
0.08871258818836904
threshold is:
[{'ad': 0.014093054598589562, 'da': 0.027239866440662477, 'dd': 0.01419857369716482}, {'ad': 0.009409830440635147, 'da': 0.02166477748358033, 'dd': 0.02411705286824401}, {'ad': 0.034013180795382514, 'da': 0.043982543914679546, 'dd': 0.03868929437244299}, {'ad': 0.05368568910419347, 'da': 0.06990343256797309, 'dd': 0.09822623287280174}, {'ad': 0.39082019416230934, 'da': 0.11459173016410555, 'dd': 0.39082019416230934}]
['baboon256', 0.075, 1, 0.0056256715009228445, 0.003976852603871195, 0.003655176774886428, 0.009239248731188324, 0.004553503762527934, 0.004743665257176085, 0.004553503762527934, 0.004743665257176085, 22.498256311295375, 24.00460505194975, 24.370916144650213, 20.343633410270808, 23.416543002335327, 23.238859651097545, 23.416543002335327, 23.238859651097545]
baboon256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.292684684430371"
[1] "Newton iter: 1, lambda:0.147046282329772, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148916079907516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148916392217553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148916392217562, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148916392217562"
[1] "Starting iterative with newton 0.148916392217562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463905815639856, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464989392132997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464989398045467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0464989398045467"
[1] "Starting iterative with newton 0.0464989398045467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421892144348693, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0422745417729787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0422745421220565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0422745421220565"
[1] "Starting iterative with newton 0.0422745421220565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420181645836873, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421026250797455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421026254210544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0421026254210544"
[1] "Starting iterative with newton 0.0421026254210544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420112077500027, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420956331046783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420956334456742, diff to last: 0"
[1] "Final threshold is: 0.00371746227244601"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.232193828911487"
[1] "Newton iter: 1, lambda:0.328128448255281, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.329846589509496, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.329847132867243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329847132867298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.329847132867298"
[1] "Starting iterative with newton 0.329847132867298"
[1] "Starting newton at: 0.0787461158052834"
[1] "Newton iter: 1, lambda:0.168511405132919, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.169629651613727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.169629824635466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169629824635471, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169629824635466"
[1] "Starting iterative with newton 0.169629824635466"
[1] "Starting newton at: 0.236622417844262"
[1] "Newton iter: 1, lambda:0.153737003169905, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.154644115696556, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154644224748048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154644224748049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.154644224748049"
[1] "Starting iterative with newton 0.154644224748049"
[1] "Starting newton at: 0.251608017731679"
[1] "Newton iter: 1, lambda:0.151903150981716, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.153209225476158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153209450606949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153209450606956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153209450606949"
[1] "Starting iterative with newton 0.153209450606949"
[1] "Starting newton at: 0.253042791872779"
[1] "Newton iter: 1, lambda:0.151723565049626, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.153071627427116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153071867169582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15307186716959, diff to last: 0"
[1] "Final threshold is: 0.0135177653644215"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.485287963539581"
[1] "Newton iter: 1, lambda:0.514999942461712, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.515299822342057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515299852692416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515299852692416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515299852692416"
[1] "Starting iterative with newton 0.515299852692416"
[1] "Starting newton at: 0.292783730935626"
[1] "Newton iter: 1, lambda:0.220973593587763, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.221955296075937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221955480190581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221955480190588, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221955480190581"
[1] "Starting iterative with newton 0.221955480190581"
[1] "Starting newton at: 0.234943523738655"
[1] "Newton iter: 1, lambda:0.182990520129059, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.183453204853468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.183453241596418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183453241596419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183453241596418"
[1] "Starting iterative with newton 0.183453241596418"
[1] "Starting newton at: 0.273445762332818"
[1] "Newton iter: 1, lambda:0.17667631022759, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.178256709649677, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178257132221841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178257132221871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178257132221841"
[1] "Starting iterative with newton 0.178257132221841"
[1] "Starting newton at: 0.278641871707396"
[1] "Newton iter: 1, lambda:0.175771081887275, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.177553266519839, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177553802844739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177553802844788, diff to last: 0"
[1] "Final threshold is: 0.0156797633085433"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.630378666846432"
[1] "Newton iter: 1, lambda:0.611154915767893, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.611297221407851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611297229252999, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611297229252999"
[1] "Starting iterative with newton 0.611297229252999"
[1] "Starting newton at: 0.433217638034359"
[1] "Newton iter: 1, lambda:0.226054225942506, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.234782934775742, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.23479866356727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234798663618324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23479866356727"
[1] "Starting iterative with newton 0.23479866356727"
[1] "Starting newton at: 0.365627493248916"
[1] "Newton iter: 1, lambda:0.178698698323439, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.184839927675732, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.184846587292649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18484658730048, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18484658730048"
[1] "Starting iterative with newton 0.18484658730048"
[1] "Starting newton at: 0.360097153852335"
[1] "Newton iter: 1, lambda:0.172416744730479, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.178474585484358, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.178480920641952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17848092064888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178480920641952"
[1] "Starting iterative with newton 0.178480920641952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172549969537379, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177669111869232, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177673622640846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177673622644348, diff to last: 0"
[1] "Final threshold is: 0.0156903445859506"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0.713584228586751"
[1] "Newton iter: 1, lambda:0.614247413929388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.617925837760729, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.617931061913007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617931061923532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617931061913007"
[1] "Starting iterative with newton 0.617931061913007"
[1] "Starting newton at: 0.326742994715342"
[1] "Newton iter: 1, lambda:0.316482708947196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.316510090677724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316510090872932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316510090872932"
[1] "Starting iterative with newton 0.316510090872932"
[1] "Starting newton at: 0.328428925244535"
[1] "Newton iter: 1, lambda:0.262219593586842, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.263255010565318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263255265056149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263255265056164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263255265056164"
[1] "Starting iterative with newton 0.263255265056164"
[1] "Starting newton at: 0.310652654324062"
[1] "Newton iter: 1, lambda:0.253041669173694, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.253812381560717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253812520030467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253812520030471, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253812520030467"
[1] "Starting iterative with newton 0.253812520030467"
[1] "Starting newton at: 0.295151904292228"
[1] "Newton iter: 1, lambda:0.251702063946864, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.252139496168363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252139540627516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252139540627517, diff to last: 0"
[1] "Final threshold is: 0.022266424342493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0.660181349418814"
[1] "Newton iter: 1, lambda:0.745496267991277, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.749530064570835, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749538852417578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749538852459226, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.749538852459226"
[1] "Starting iterative with newton 0.749538852459226"
[1] "Starting newton at: 0.415404051483415"
[1] "Newton iter: 1, lambda:0.49056044414929, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.492831935202547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.492833987338113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492833987339787, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492833987338113"
[1] "Starting iterative with newton 0.492833987338113"
[1] "Starting newton at: 0.464104160327733"
[1] "Newton iter: 1, lambda:0.427007873211332, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.427507512336934, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427507603486444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427507603486447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.427507603486444"
[1] "Starting iterative with newton 0.427507603486444"
[1] "Starting newton at: 0.520210890383577"
[1] "Newton iter: 1, lambda:0.40607655622134, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.410641536081603, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.410648978423057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410648978442826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.410648978423057"
[1] "Starting iterative with newton 0.410648978423057"
[1] "Starting newton at: 0.304024529694687"
[1] "Newton iter: 1, lambda:0.402792654799037, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.406286765500058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.406291099298952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406291099305616, diff to last: 0"
[1] "Final threshold is: 0.0358795371848533"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0.659202692322375"
[1] "Newton iter: 1, lambda:0.769014554772339, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.775999406185808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.776026755540358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776026755958566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.776026755958566"
[1] "Starting iterative with newton 0.776026755958566"
[1] "Starting newton at: 0.461237478918515"
[1] "Newton iter: 1, lambda:0.542972781335024, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.54594240153843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.545946265393394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545946265399931, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.545946265399931"
[1] "Starting iterative with newton 0.545946265399931"
[1] "Starting newton at: 0.480477715657449"
[1] "Newton iter: 1, lambda:0.483096217099456, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.483099000189101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483099000192243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.483099000189101"
[1] "Starting iterative with newton 0.483099000189101"
[1] "Starting newton at: 0.4549876850202"
[1] "Newton iter: 1, lambda:0.465814341736637, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.465860945128668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465860945990704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465860945128668"
[1] "Starting iterative with newton 0.465860945128668"
[1] "Starting newton at: 0.462344617323693"
[1] "Newton iter: 1, lambda:0.461123602912425, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.461124190929559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.461124190929696, diff to last: 0"
[1] "Final threshold is: 0.0407218434850507"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 0.86610750564388"
[1] "Newton iter: 1, lambda:0.800563908156179, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.80295300988613, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.802956278880863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802956278886978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.802956278880863"
[1] "Starting iterative with newton 0.802956278880863"
[1] "Starting newton at: 0.636097315559868"
[1] "Newton iter: 1, lambda:0.612622944990408, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.61288574344232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612885776599255, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612885776599256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.612885776599256"
[1] "Starting iterative with newton 0.612885776599256"
[1] "Starting newton at: 0.673627175594262"
[1] "Newton iter: 1, lambda:0.54933045294348, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.556104954254062, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.556125818405296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55612581860289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.556125818405296"
[1] "Starting iterative with newton 0.556125818405296"
[1] "Starting newton at: 0.422447257701255"
[1] "Newton iter: 1, lambda:0.533270285452487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.538854275371479, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.538868198881393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538868198967856, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538868198881393"
[1] "Starting iterative with newton 0.538868198881393"
[1] "Starting newton at: 0.43811343363357"
[1] "Newton iter: 1, lambda:0.529801064401823, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.533591622716521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.533598001365086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.533598001383134, diff to last: 0"
[1] "Final threshold is: 0.0471220003698401"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 0.972147207519955"
[1] "Newton iter: 1, lambda:0.975096623205988, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.975103281472096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.975103281505974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.975103281472096"
[1] "Starting iterative with newton 0.975103281472096"
[1] "Starting newton at: 0.969644592165085"
[1] "Newton iter: 1, lambda:0.889811348351791, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.894208825723647, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.894222771740402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894222771880375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894222771740402"
[1] "Starting iterative with newton 0.894222771740402"
[1] "Starting newton at: 0.785695025286655"
[1] "Newton iter: 1, lambda:0.854522214786531, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.857928274693674, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.857936403228712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.857936403274936, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.857936403228712"
[1] "Starting iterative with newton 0.857936403228712"
[1] "Starting newton at: 0.803934976146877"
[1] "Newton iter: 1, lambda:0.840687394059399, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.841634290950794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.841634910365934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.841634910366199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.841634910365934"
[1] "Starting iterative with newton 0.841634910365934"
[1] "Starting newton at: 0.801982137703766"
[1] "Newton iter: 1, lambda:0.833613561457914, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.834309329454494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.834309661875749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834309661875825, diff to last: 0"
[1] "Final threshold is: 0.0736778250572476"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.11684778623067"
[1] "Newton iter: 1, lambda:1.04765622728518, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.05141560148108, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05142724434408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0514272444555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0514272444555"
[1] "Starting iterative with newton 1.0514272444555"
[1] "Starting newton at: 1.11888573445618"
[1] "Newton iter: 1, lambda:1.05453502646392, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.05780937490311, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.05781823883167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0578182388965, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05781823883167"
[1] "Starting iterative with newton 1.05781823883167"
[1] "Starting newton at: 1.11896044912963"
[1] "Newton iter: 1, lambda:1.05798777566226, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.06093945697571, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06094667213374, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06094667217678, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06094667213374"
[1] "Starting iterative with newton 1.06094667213374"
[1] "Starting newton at: 1.11831182538416"
[1] "Newton iter: 1, lambda:1.05974016539719, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06247085884673, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06247703889908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06247703893068, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06247703889908"
[1] "Starting iterative with newton 1.06247703889908"
[1] "Starting newton at: 1.11903664953665"
[1] "Newton iter: 1, lambda:1.06048967845043, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06321924268447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06322542038762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06322542041921, diff to last: 0"
[1] "Final threshold is: 0.0938933589041868"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 0.938529828873697"
[1] "Newton iter: 1, lambda:0.998130267318555, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.00098702234363, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00099340026111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00099340029285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00099340026111"
[1] "Starting iterative with newton 1.00099340026111"
[1] "Starting newton at: 0.934422394342834"
[1] "Newton iter: 1, lambda:0.987443891387556, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.989678767066508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.989682637565705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9896826375773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.9896826375773"
[1] "Starting iterative with newton 0.9896826375773"
[1] "Starting newton at: 0.931271007248981"
[1] "Newton iter: 1, lambda:0.982503647246344, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.984580523808475, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.984583853848609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.984583853857161, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.984583853857161"
[1] "Starting iterative with newton 0.984583853857161"
[1] "Starting newton at: 0.934634184347112"
[1] "Newton iter: 1, lambda:0.98061586957086, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.982281868535106, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.982284007289035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982284007292556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982284007289035"
[1] "Starting iterative with newton 0.982284007289035"
[1] "Starting newton at: 0.93619995293886"
[1] "Newton iter: 1, lambda:0.979752879158473, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.981244660750962, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.981246374139481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981246374141739, diff to last: 0"
[1] "Final threshold is: 0.0866537953418397"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.00800659617097"
[1] "Newton iter: 1, lambda:1.1414104788129, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.15953584774904, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1598507261703, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15985082004755, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15985082004755, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15985082004755"
[1] "Starting iterative with newton 1.15985082004755"
[1] "Starting newton at: 1.27281454834288"
[1] "Newton iter: 1, lambda:1.34331609003625, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.34882240517777, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.34885437210479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34885437317723, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34885437317723"
[1] "Starting iterative with newton 1.34885437317723"
[1] "Starting newton at: 1.26401201791505"
[1] "Newton iter: 1, lambda:1.42599548784945, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.45860829381334, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.45982168373417, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.459823316946, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45982331694895, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45982331694895"
[1] "Starting iterative with newton 1.45982331694895"
[1] "Starting newton at: 1.82148760218359"
[1] "Newton iter: 1, lambda:1.35935520274051, diff to last: 0.462"
[1] "Newton iter: 2, lambda:1.49807858725622, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.52258490775729, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.52328672146286, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52328728420391, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52328728420428, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52328728420391"
[1] "Starting iterative with newton 1.52328728420391"
[1] "Starting newton at: 1.80229496887472"
[1] "Newton iter: 1, lambda:1.45865273922829, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.54870241715683, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.55889817313349, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.5590200928505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55902011011091, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55902011011091, diff to last: 0"
[1] "Final threshold is: 0.137676951595196"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.49554238767285"
[1] "Newton iter: 1, lambda:1.36056968687641, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.37933477654282, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.37976097736197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37976119368034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37976119368039, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37976119368039"
[1] "Starting iterative with newton 1.37976119368039"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.20706227616254"
[1] "Newton iter: 1, lambda:1.23818027045416, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2391941429904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23919519577653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23919519577766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23919519577653"
[1] "Starting iterative with newton 1.23919519577653"
[1] "Starting newton at: 1.69750091307209"
[1] "Newton iter: 1, lambda:1.5003707123955, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.53745014547087, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.53916698199588, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53917054153828, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53917054155355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53917054153828"
[1] "Starting iterative with newton 1.53917054153828"
[1] "Starting newton at: 1.67917070399234"
[1] "Newton iter: 1, lambda:1.73194229384567, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.73586642537605, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.7358870270949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7358870276602, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7358870270949"
[1] "Starting iterative with newton 1.7358870270949"
[1] "Starting newton at: 1.69633632373163"
[1] "Newton iter: 1, lambda:1.83258621878093, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.86266993405151, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.86399959254784, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.86400210193126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.86400210194019, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86400210193126"
[1] "Starting iterative with newton 1.86400210193126"
[1] "Starting newton at: 1.64902482496521"
[1] "Newton iter: 1, lambda:1.85976605356671, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.93770385307399, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.94751021937526, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.94765373923613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94765376959316, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94765376959316, diff to last: 0"
[1] "Final threshold is: 0.171997158883307"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32442396629313"
[1] "Newton iter: 1, lambda:1.47717740524338, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.5124530124236, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.51419804742128, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51420217870105, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51420217872416, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51420217872416"
[1] "Starting iterative with newton 1.51420217872416"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
threshold is:
[{'ad': 0.003717462272446009, 'da': 0.013517765364421525, 'dd': 0.015679763308543284}, {'ad': 0.015690344585950623, 'da': 0.02226642434249296, 'dd': 0.035879537184853254}, {'ad': 0.0407218434850507, 'da': 0.04712200036984007, 'dd': 0.07367782505724763}, {'ad': 0.09389335890418678, 'da': 0.08665379534183969, 'dd': 0.13767695159519638}, {'ad': 0.38904628295707167, 'da': 0.17199715888330652, 'dd': 0.38904628295707167}]
Number of points in noise estimation: 128
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5996761771185"
[1] "Starting iterative with newton 14.5996761771185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.10004437415227"
[1] "Starting iterative with newton 7.10004437415227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58660034332538"
[1] "Starting iterative with newton 3.58660034332538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53758183015862"
[1] "Starting iterative with newton 3.53758183015862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 1.65428029805395"
[1] "Newton iter: 1, lambda:1.353659345364, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.29233738912428, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.28818684679481, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.2881669697036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28816696924682, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28816696924682"
[1] "Starting iterative with newton 1.28816696924682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 1.33274193582102"
[1] "Newton iter: 1, lambda:1.08735483892229, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.01294539077834, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00321340916009, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.0030420812366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00304202820985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00304202820984, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00304202820984"
[1] "Starting iterative with newton 1.00304202820984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.18398281083564"
[1] "Newton iter: 1, lambda:1.02991947282744, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.993248355697857, diff to last: 0.037"
[1] "Newton iter: 3, lambda:0.990817791092991, diff to last: 0.002"
[1] "Newton iter: 4, lambda:0.99080706708686, diff to last: 0"
[1] "Newton iter: 5, lambda:0.990807066878178, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99080706708686"
[1] "Starting iterative with newton 0.99080706708686"
[1] "Starting newton at: 1.13889133322768"
[1] "Newton iter: 1, lambda:0.951376045754512, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.889956680610729, diff to last: 0.061"
[1] "Newton iter: 3, lambda:0.881667017584281, diff to last: 0.008"
[1] "Newton iter: 4, lambda:0.881515011885184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.88151496098208, diff to last: 0"
[1] "Newton iter: 6, lambda:0.881514960982075, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.881514960982075"
[1] "Starting iterative with newton 0.881514960982075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 1.17048128662843"
[1] "Newton iter: 1, lambda:1.07058299183816, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05528209583986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.0548982192414, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05489797732424, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05489797732415, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05489797732415"
[1] "Starting iterative with newton 1.05489797732415"
[1] "Starting newton at: 1.20406510569892"
[1] "Newton iter: 1, lambda:1.13059608554474, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12312650443346, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12304556570599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12304555618529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12304555618529"
[1] "Starting iterative with newton 1.12304555618529"
[1] "Starting newton at: 1.27390380632724"
[1] "Newton iter: 1, lambda:1.22452889827496, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.22169229879054, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.2216825711568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22168257104222, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2216825711568"
[1] "Starting iterative with newton 1.2216825711568"
[1] "Starting newton at: 1.36583967561209"
[1] "Newton iter: 1, lambda:1.36325533416853, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.36324925379175, diff to last: 0"
[1] "Newton iter: 3, lambda:1.363249253758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.363249253758"
[1] "Starting iterative with newton 1.363249253758"
[1] "Starting newton at: 1.51617323084164"
[1] "Newton iter: 1, lambda:1.5196724862247, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.51966461726552, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51966461722597, diff to last: 0"
[1] "Final threshold is: 0.134201470904611"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.11611880978866"
[1] "Newton iter: 1, lambda:1.13043189361654, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.13014754229035, diff to last: 0"
[1] "Newton iter: 3, lambda:1.130147430541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13014743054098, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13014743054098"
[1] "Starting iterative with newton 1.13014743054098"
[1] "Starting newton at: 1.48036287624138"
[1] "Newton iter: 1, lambda:1.56135761038296, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.55759631524533, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5575896140293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55758961400781, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5575896140293"
[1] "Starting iterative with newton 1.5575896140293"
[1] "Starting newton at: 1.91626057550984"
[1] "Newton iter: 1, lambda:1.95426613656642, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.95428701263418, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95428701265957, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95428701263418"
[1] "Starting iterative with newton 1.95428701263418"
[1] "Starting newton at: 2.16035530016328"
[1] "Newton iter: 1, lambda:2.21089094547137, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.21150036102418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21150046626004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21150046626004, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21150046626004"
[1] "Starting iterative with newton 2.21150046626004"
[1] "Starting newton at: 2.32398153746525"
[1] "Newton iter: 1, lambda:2.36664656098046, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.36729208838188, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.36729224830429, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3672922483043, diff to last: 0"
[1] "Final threshold is: 0.209055404845475"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.54867390225662"
[1] "Newton iter: 1, lambda:1.5198434852494, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.51948861781372, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51948855881354, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51948855881354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51948855881354"
[1] "Starting iterative with newton 1.51948855881354"
[1] "Starting newton at: 2.21471317294236"
[1] "Newton iter: 1, lambda:2.27447873562624, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.27633592488457, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.27633788287233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27633788287451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27633788287233"
[1] "Starting iterative with newton 2.27633788287233"
[1] "Starting newton at: 2.7462193332585"
[1] "Newton iter: 1, lambda:2.71071338820971, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.71176669882308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71176762697262, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71176762697334, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71176762697262"
[1] "Starting iterative with newton 2.71176762697262"
[1] "Starting newton at: 2.92047972244582"
[1] "Newton iter: 1, lambda:2.96132496344436, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.96291822711476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.96292062377565, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96292062378107, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96292062378107"
[1] "Starting iterative with newton 2.96292062378107"
[1] "Starting newton at: 3.14628423446893"
[1] "Newton iter: 1, lambda:3.11187898166905, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.11303262648474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11303395361462, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11303395361638, diff to last: 0"
[1] "Final threshold is: 0.274911800153594"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.30842371827434"
[1] "Newton iter: 1, lambda:1.29494176408371, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.29476786665569, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29476783727771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2947678372777, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2947678372777"
[1] "Starting iterative with newton 1.2947678372777"
[1] "Starting newton at: 1.91042482595052"
[1] "Newton iter: 1, lambda:1.91236499399614, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.912365213262, diff to last: 0"
[1] "Newton iter: 3, lambda:1.912365213262, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.912365213262"
[1] "Starting iterative with newton 1.912365213262"
[1] "Starting newton at: 2.38676007605366"
[1] "Newton iter: 1, lambda:2.3234344263718, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.32530615229332, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.32530765091742, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32530765091839, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32530765091742"
[1] "Starting iterative with newton 2.32530765091742"
[1] "Starting newton at: 2.52702546577451"
[1] "Newton iter: 1, lambda:2.5371459675098, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.53720114390369, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5372011455567, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5372011455567"
[1] "Starting iterative with newton 2.5372011455567"
[1] "Starting newton at: 2.61847716878726"
[1] "Newton iter: 1, lambda:2.64486335591218, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.64526867670492, diff to last: 0"
[1] "Newton iter: 3, lambda:2.64526877361697, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64526877361697, diff to last: 0"
[1] "Final threshold is: 0.233603491410793"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99914060247336"
[1] "Newton iter: 1, lambda:2.07830502177297, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.08057100163874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.080573279958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08057327996032, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.080573279958"
[1] "Starting iterative with newton 2.080573279958"
[1] "Starting newton at: 2.74505885678269"
[1] "Newton iter: 1, lambda:2.84214815939282, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.85326581971972, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.853410345929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85341037024404, diff to last: 0"
[1] "Newton iter: 5, lambda:2.85341037024404, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.85341037024404"
[1] "Starting iterative with newton 2.85341037024404"
[1] "Starting newton at: 3.32077474938758"
[1] "Newton iter: 1, lambda:3.34544109219326, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.34629836150648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.34629937347449, diff to last: 0"
[1] "Newton iter: 4, lambda:3.3462993734759, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3462993734759"
[1] "Starting iterative with newton 3.3462993734759"
[1] "Starting newton at: 3.63192488607249"
[1] "Newton iter: 1, lambda:3.67430869563695, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.67715712882175, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.67716935571144, diff to last: 0"
[1] "Newton iter: 4, lambda:3.67716935593586, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.67716935571144"
[1] "Starting iterative with newton 3.67716935571144"
[1] "Starting newton at: 3.96091520906857"
[1] "Newton iter: 1, lambda:3.88066182644334, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.8894724785133, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.88959544080639, diff to last: 0"
[1] "Newton iter: 4, lambda:3.88959546443356, diff to last: 0"
[1] "Newton iter: 5, lambda:3.88959546443356, diff to last: 0"
[1] "Final threshold is: 0.343489888139224"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.13420147090461082, 'dd': 0.20905540484547522}, {'ad': 0.27491180015359384, 'da': 0.23360349141079292, 'dd': 0.34348988813922415}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.381375043923171. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5996761771185"
[1] "Starting iterative with newton 14.5996761771185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.10004437415227"
[1] "Starting iterative with newton 7.10004437415227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58660034332538"
[1] "Starting iterative with newton 3.58660034332538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53758183015862"
[1] "Starting iterative with newton 3.53758183015862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 1.65428029805395"
[1] "Newton iter: 1, lambda:1.353659345364, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.29233738912428, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.28818684679481, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.2881669697036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28816696924682, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28816696924682"
[1] "Starting iterative with newton 1.28816696924682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 1.33274193582102"
[1] "Newton iter: 1, lambda:1.08735483892229, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.01294539077834, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00321340916009, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.0030420812366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00304202820985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00304202820984, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00304202820984"
[1] "Starting iterative with newton 1.00304202820984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.18398281083564"
[1] "Newton iter: 1, lambda:1.02991947282744, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.993248355697857, diff to last: 0.037"
[1] "Newton iter: 3, lambda:0.990817791092991, diff to last: 0.002"
[1] "Newton iter: 4, lambda:0.99080706708686, diff to last: 0"
[1] "Newton iter: 5, lambda:0.990807066878178, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99080706708686"
[1] "Starting iterative with newton 0.99080706708686"
[1] "Starting newton at: 1.13889133322768"
[1] "Newton iter: 1, lambda:0.951376045754512, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.889956680610729, diff to last: 0.061"
[1] "Newton iter: 3, lambda:0.881667017584281, diff to last: 0.008"
[1] "Newton iter: 4, lambda:0.881515011885184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.88151496098208, diff to last: 0"
[1] "Newton iter: 6, lambda:0.881514960982075, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.881514960982075"
[1] "Starting iterative with newton 0.881514960982075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 1.17048128662843"
[1] "Newton iter: 1, lambda:1.07058299183816, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05528209583986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.0548982192414, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05489797732424, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05489797732415, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05489797732415"
[1] "Starting iterative with newton 1.05489797732415"
[1] "Starting newton at: 1.20406510569892"
[1] "Newton iter: 1, lambda:1.13059608554474, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12312650443346, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12304556570599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12304555618529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12304555618529"
[1] "Starting iterative with newton 1.12304555618529"
[1] "Starting newton at: 1.27390380632724"
[1] "Newton iter: 1, lambda:1.22452889827496, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.22169229879054, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.2216825711568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22168257104222, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2216825711568"
[1] "Starting iterative with newton 1.2216825711568"
[1] "Starting newton at: 1.36583967561209"
[1] "Newton iter: 1, lambda:1.36325533416853, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.36324925379175, diff to last: 0"
[1] "Newton iter: 3, lambda:1.363249253758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.363249253758"
[1] "Starting iterative with newton 1.363249253758"
[1] "Starting newton at: 1.51617323084164"
[1] "Newton iter: 1, lambda:1.5196724862247, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.51966461726552, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51966461722597, diff to last: 0"
[1] "Final threshold is: 0.134201470904611"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.11611880978866"
[1] "Newton iter: 1, lambda:1.13043189361654, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.13014754229035, diff to last: 0"
[1] "Newton iter: 3, lambda:1.130147430541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13014743054098, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13014743054098"
[1] "Starting iterative with newton 1.13014743054098"
[1] "Starting newton at: 1.48036287624138"
[1] "Newton iter: 1, lambda:1.56135761038296, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.55759631524533, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5575896140293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55758961400781, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5575896140293"
[1] "Starting iterative with newton 1.5575896140293"
[1] "Starting newton at: 1.91626057550984"
[1] "Newton iter: 1, lambda:1.95426613656642, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.95428701263418, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95428701265957, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95428701263418"
[1] "Starting iterative with newton 1.95428701263418"
[1] "Starting newton at: 2.16035530016328"
[1] "Newton iter: 1, lambda:2.21089094547137, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.21150036102418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21150046626004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21150046626004, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21150046626004"
[1] "Starting iterative with newton 2.21150046626004"
[1] "Starting newton at: 2.32398153746525"
[1] "Newton iter: 1, lambda:2.36664656098046, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.36729208838188, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.36729224830429, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3672922483043, diff to last: 0"
[1] "Final threshold is: 0.209055404845475"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.54867390225662"
[1] "Newton iter: 1, lambda:1.5198434852494, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.51948861781372, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51948855881354, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51948855881354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51948855881354"
[1] "Starting iterative with newton 1.51948855881354"
[1] "Starting newton at: 2.21471317294236"
[1] "Newton iter: 1, lambda:2.27447873562624, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.27633592488457, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.27633788287233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27633788287451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27633788287233"
[1] "Starting iterative with newton 2.27633788287233"
[1] "Starting newton at: 2.7462193332585"
[1] "Newton iter: 1, lambda:2.71071338820971, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.71176669882308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71176762697262, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71176762697334, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71176762697262"
[1] "Starting iterative with newton 2.71176762697262"
[1] "Starting newton at: 2.92047972244582"
[1] "Newton iter: 1, lambda:2.96132496344436, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.96291822711476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.96292062377565, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96292062378107, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96292062378107"
[1] "Starting iterative with newton 2.96292062378107"
[1] "Starting newton at: 3.14628423446893"
[1] "Newton iter: 1, lambda:3.11187898166905, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.11303262648474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11303395361462, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11303395361638, diff to last: 0"
[1] "Final threshold is: 0.274911800153594"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.30842371827434"
[1] "Newton iter: 1, lambda:1.29494176408371, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.29476786665569, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29476783727771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2947678372777, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2947678372777"
[1] "Starting iterative with newton 1.2947678372777"
[1] "Starting newton at: 1.91042482595052"
[1] "Newton iter: 1, lambda:1.91236499399614, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.912365213262, diff to last: 0"
[1] "Newton iter: 3, lambda:1.912365213262, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.912365213262"
[1] "Starting iterative with newton 1.912365213262"
[1] "Starting newton at: 2.38676007605366"
[1] "Newton iter: 1, lambda:2.3234344263718, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.32530615229332, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.32530765091742, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32530765091839, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32530765091742"
[1] "Starting iterative with newton 2.32530765091742"
[1] "Starting newton at: 2.52702546577451"
[1] "Newton iter: 1, lambda:2.5371459675098, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.53720114390369, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5372011455567, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5372011455567"
[1] "Starting iterative with newton 2.5372011455567"
[1] "Starting newton at: 2.61847716878726"
[1] "Newton iter: 1, lambda:2.64486335591218, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.64526867670492, diff to last: 0"
[1] "Newton iter: 3, lambda:2.64526877361697, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64526877361697, diff to last: 0"
[1] "Final threshold is: 0.233603491410793"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99914060247336"
[1] "Newton iter: 1, lambda:2.07830502177297, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.08057100163874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.080573279958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08057327996032, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.080573279958"
[1] "Starting iterative with newton 2.080573279958"
[1] "Starting newton at: 2.74505885678269"
[1] "Newton iter: 1, lambda:2.84214815939282, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.85326581971972, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.853410345929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85341037024404, diff to last: 0"
[1] "Newton iter: 5, lambda:2.85341037024404, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.85341037024404"
[1] "Starting iterative with newton 2.85341037024404"
[1] "Starting newton at: 3.32077474938758"
[1] "Newton iter: 1, lambda:3.34544109219326, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.34629836150648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.34629937347449, diff to last: 0"
[1] "Newton iter: 4, lambda:3.3462993734759, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3462993734759"
[1] "Starting iterative with newton 3.3462993734759"
[1] "Starting newton at: 3.63192488607249"
[1] "Newton iter: 1, lambda:3.67430869563695, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.67715712882175, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.67716935571144, diff to last: 0"
[1] "Newton iter: 4, lambda:3.67716935593586, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.67716935571144"
[1] "Starting iterative with newton 3.67716935571144"
[1] "Starting newton at: 3.96091520906857"
[1] "Newton iter: 1, lambda:3.88066182644334, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.8894724785133, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.88959544080639, diff to last: 0"
[1] "Newton iter: 4, lambda:3.88959546443356, diff to last: 0"
[1] "Newton iter: 5, lambda:3.88959546443356, diff to last: 0"
[1] "Final threshold is: 0.343489888139224"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.13420147090461082, 'dd': 0.20905540484547522}, {'ad': 0.27491180015359384, 'da': 0.23360349141079292, 'dd': 0.34348988813922415}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.381375043923171. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.292684684430371"
[1] "Newton iter: 1, lambda:0.147046282329772, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148916079907516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148916392217553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148916392217562, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148916392217562"
[1] "Starting iterative with newton 0.148916392217562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463905815639856, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464989392132997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464989398045467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0464989398045467"
[1] "Starting iterative with newton 0.0464989398045467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421892144348693, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0422745417729787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0422745421220565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0422745421220565"
[1] "Starting iterative with newton 0.0422745421220565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420181645836873, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421026250797455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421026254210544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0421026254210544"
[1] "Starting iterative with newton 0.0421026254210544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420112077500027, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420956331046783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420956334456742, diff to last: 0"
[1] "Final threshold is: 0.00371746227244601"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.232193828911487"
[1] "Newton iter: 1, lambda:0.328128448255281, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.329846589509496, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.329847132867243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329847132867298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.329847132867298"
[1] "Starting iterative with newton 0.329847132867298"
[1] "Starting newton at: 0.0787461158052834"
[1] "Newton iter: 1, lambda:0.168511405132919, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.169629651613727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.169629824635466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169629824635471, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169629824635466"
[1] "Starting iterative with newton 0.169629824635466"
[1] "Starting newton at: 0.236622417844262"
[1] "Newton iter: 1, lambda:0.153737003169905, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.154644115696556, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154644224748048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154644224748049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.154644224748049"
[1] "Starting iterative with newton 0.154644224748049"
[1] "Starting newton at: 0.251608017731679"
[1] "Newton iter: 1, lambda:0.151903150981716, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.153209225476158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153209450606949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153209450606956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153209450606949"
[1] "Starting iterative with newton 0.153209450606949"
[1] "Starting newton at: 0.253042791872779"
[1] "Newton iter: 1, lambda:0.151723565049626, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.153071627427116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153071867169582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15307186716959, diff to last: 0"
[1] "Final threshold is: 0.0135177653644215"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.485287963539581"
[1] "Newton iter: 1, lambda:0.514999942461712, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.515299822342057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515299852692416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515299852692416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515299852692416"
[1] "Starting iterative with newton 0.515299852692416"
[1] "Starting newton at: 0.292783730935626"
[1] "Newton iter: 1, lambda:0.220973593587763, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.221955296075937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221955480190581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221955480190588, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221955480190581"
[1] "Starting iterative with newton 0.221955480190581"
[1] "Starting newton at: 0.234943523738655"
[1] "Newton iter: 1, lambda:0.182990520129059, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.183453204853468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.183453241596418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183453241596419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183453241596418"
[1] "Starting iterative with newton 0.183453241596418"
[1] "Starting newton at: 0.273445762332818"
[1] "Newton iter: 1, lambda:0.17667631022759, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.178256709649677, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178257132221841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178257132221871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178257132221841"
[1] "Starting iterative with newton 0.178257132221841"
[1] "Starting newton at: 0.278641871707396"
[1] "Newton iter: 1, lambda:0.175771081887275, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.177553266519839, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177553802844739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177553802844788, diff to last: 0"
[1] "Final threshold is: 0.0156797633085433"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.630378666846432"
[1] "Newton iter: 1, lambda:0.611154915767893, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.611297221407851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611297229252999, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611297229252999"
[1] "Starting iterative with newton 0.611297229252999"
[1] "Starting newton at: 0.433217638034359"
[1] "Newton iter: 1, lambda:0.226054225942506, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.234782934775742, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.23479866356727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234798663618324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23479866356727"
[1] "Starting iterative with newton 0.23479866356727"
[1] "Starting newton at: 0.365627493248916"
[1] "Newton iter: 1, lambda:0.178698698323439, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.184839927675732, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.184846587292649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18484658730048, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18484658730048"
[1] "Starting iterative with newton 0.18484658730048"
[1] "Starting newton at: 0.360097153852335"
[1] "Newton iter: 1, lambda:0.172416744730479, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.178474585484358, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.178480920641952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17848092064888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178480920641952"
[1] "Starting iterative with newton 0.178480920641952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172549969537379, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177669111869232, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177673622640846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177673622644348, diff to last: 0"
[1] "Final threshold is: 0.0156903445859506"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0.713584228586751"
[1] "Newton iter: 1, lambda:0.614247413929388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.617925837760729, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.617931061913007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617931061923532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617931061913007"
[1] "Starting iterative with newton 0.617931061913007"
[1] "Starting newton at: 0.326742994715342"
[1] "Newton iter: 1, lambda:0.316482708947196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.316510090677724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316510090872932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316510090872932"
[1] "Starting iterative with newton 0.316510090872932"
[1] "Starting newton at: 0.328428925244535"
[1] "Newton iter: 1, lambda:0.262219593586842, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.263255010565318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263255265056149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263255265056164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263255265056164"
[1] "Starting iterative with newton 0.263255265056164"
[1] "Starting newton at: 0.310652654324062"
[1] "Newton iter: 1, lambda:0.253041669173694, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.253812381560717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253812520030467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253812520030471, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253812520030467"
[1] "Starting iterative with newton 0.253812520030467"
[1] "Starting newton at: 0.295151904292228"
[1] "Newton iter: 1, lambda:0.251702063946864, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.252139496168363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252139540627516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252139540627517, diff to last: 0"
[1] "Final threshold is: 0.022266424342493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0.660181349418814"
[1] "Newton iter: 1, lambda:0.745496267991277, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.749530064570835, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749538852417578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749538852459226, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.749538852459226"
[1] "Starting iterative with newton 0.749538852459226"
[1] "Starting newton at: 0.415404051483415"
[1] "Newton iter: 1, lambda:0.49056044414929, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.492831935202547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.492833987338113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492833987339787, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492833987338113"
[1] "Starting iterative with newton 0.492833987338113"
[1] "Starting newton at: 0.464104160327733"
[1] "Newton iter: 1, lambda:0.427007873211332, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.427507512336934, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427507603486444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427507603486447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.427507603486444"
[1] "Starting iterative with newton 0.427507603486444"
[1] "Starting newton at: 0.520210890383577"
[1] "Newton iter: 1, lambda:0.40607655622134, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.410641536081603, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.410648978423057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410648978442826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.410648978423057"
[1] "Starting iterative with newton 0.410648978423057"
[1] "Starting newton at: 0.304024529694687"
[1] "Newton iter: 1, lambda:0.402792654799037, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.406286765500058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.406291099298952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406291099305616, diff to last: 0"
[1] "Final threshold is: 0.0358795371848533"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0.659202692322375"
[1] "Newton iter: 1, lambda:0.769014554772339, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.775999406185808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.776026755540358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776026755958566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.776026755958566"
[1] "Starting iterative with newton 0.776026755958566"
[1] "Starting newton at: 0.461237478918515"
[1] "Newton iter: 1, lambda:0.542972781335024, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.54594240153843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.545946265393394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545946265399931, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.545946265399931"
[1] "Starting iterative with newton 0.545946265399931"
[1] "Starting newton at: 0.480477715657449"
[1] "Newton iter: 1, lambda:0.483096217099456, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.483099000189101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483099000192243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.483099000189101"
[1] "Starting iterative with newton 0.483099000189101"
[1] "Starting newton at: 0.4549876850202"
[1] "Newton iter: 1, lambda:0.465814341736637, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.465860945128668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465860945990704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465860945128668"
[1] "Starting iterative with newton 0.465860945128668"
[1] "Starting newton at: 0.462344617323693"
[1] "Newton iter: 1, lambda:0.461123602912425, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.461124190929559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.461124190929696, diff to last: 0"
[1] "Final threshold is: 0.0407218434850507"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 0.86610750564388"
[1] "Newton iter: 1, lambda:0.800563908156179, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.80295300988613, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.802956278880863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802956278886978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.802956278880863"
[1] "Starting iterative with newton 0.802956278880863"
[1] "Starting newton at: 0.636097315559868"
[1] "Newton iter: 1, lambda:0.612622944990408, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.61288574344232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612885776599255, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612885776599256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.612885776599256"
[1] "Starting iterative with newton 0.612885776599256"
[1] "Starting newton at: 0.673627175594262"
[1] "Newton iter: 1, lambda:0.54933045294348, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.556104954254062, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.556125818405296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55612581860289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.556125818405296"
[1] "Starting iterative with newton 0.556125818405296"
[1] "Starting newton at: 0.422447257701255"
[1] "Newton iter: 1, lambda:0.533270285452487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.538854275371479, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.538868198881393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538868198967856, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538868198881393"
[1] "Starting iterative with newton 0.538868198881393"
[1] "Starting newton at: 0.43811343363357"
[1] "Newton iter: 1, lambda:0.529801064401823, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.533591622716521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.533598001365086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.533598001383134, diff to last: 0"
[1] "Final threshold is: 0.0471220003698401"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 0.972147207519955"
[1] "Newton iter: 1, lambda:0.975096623205988, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.975103281472096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.975103281505974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.975103281472096"
[1] "Starting iterative with newton 0.975103281472096"
[1] "Starting newton at: 0.969644592165085"
[1] "Newton iter: 1, lambda:0.889811348351791, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.894208825723647, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.894222771740402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894222771880375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894222771740402"
[1] "Starting iterative with newton 0.894222771740402"
[1] "Starting newton at: 0.785695025286655"
[1] "Newton iter: 1, lambda:0.854522214786531, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.857928274693674, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.857936403228712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.857936403274936, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.857936403228712"
[1] "Starting iterative with newton 0.857936403228712"
[1] "Starting newton at: 0.803934976146877"
[1] "Newton iter: 1, lambda:0.840687394059399, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.841634290950794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.841634910365934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.841634910366199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.841634910365934"
[1] "Starting iterative with newton 0.841634910365934"
[1] "Starting newton at: 0.801982137703766"
[1] "Newton iter: 1, lambda:0.833613561457914, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.834309329454494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.834309661875749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834309661875825, diff to last: 0"
[1] "Final threshold is: 0.0736778250572476"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.11684778623067"
[1] "Newton iter: 1, lambda:1.04765622728518, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.05141560148108, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05142724434408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0514272444555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0514272444555"
[1] "Starting iterative with newton 1.0514272444555"
[1] "Starting newton at: 1.11888573445618"
[1] "Newton iter: 1, lambda:1.05453502646392, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.05780937490311, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.05781823883167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0578182388965, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05781823883167"
[1] "Starting iterative with newton 1.05781823883167"
[1] "Starting newton at: 1.11896044912963"
[1] "Newton iter: 1, lambda:1.05798777566226, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.06093945697571, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06094667213374, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06094667217678, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06094667213374"
[1] "Starting iterative with newton 1.06094667213374"
[1] "Starting newton at: 1.11831182538416"
[1] "Newton iter: 1, lambda:1.05974016539719, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06247085884673, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06247703889908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06247703893068, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06247703889908"
[1] "Starting iterative with newton 1.06247703889908"
[1] "Starting newton at: 1.11903664953665"
[1] "Newton iter: 1, lambda:1.06048967845043, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06321924268447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06322542038762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06322542041921, diff to last: 0"
[1] "Final threshold is: 0.0938933589041868"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 0.938529828873697"
[1] "Newton iter: 1, lambda:0.998130267318555, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.00098702234363, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00099340026111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00099340029285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00099340026111"
[1] "Starting iterative with newton 1.00099340026111"
[1] "Starting newton at: 0.934422394342834"
[1] "Newton iter: 1, lambda:0.987443891387556, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.989678767066508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.989682637565705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9896826375773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.9896826375773"
[1] "Starting iterative with newton 0.9896826375773"
[1] "Starting newton at: 0.931271007248981"
[1] "Newton iter: 1, lambda:0.982503647246344, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.984580523808475, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.984583853848609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.984583853857161, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.984583853857161"
[1] "Starting iterative with newton 0.984583853857161"
[1] "Starting newton at: 0.934634184347112"
[1] "Newton iter: 1, lambda:0.98061586957086, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.982281868535106, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.982284007289035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982284007292556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982284007289035"
[1] "Starting iterative with newton 0.982284007289035"
[1] "Starting newton at: 0.93619995293886"
[1] "Newton iter: 1, lambda:0.979752879158473, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.981244660750962, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.981246374139481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981246374141739, diff to last: 0"
[1] "Final threshold is: 0.0866537953418397"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.00800659617097"
[1] "Newton iter: 1, lambda:1.1414104788129, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.15953584774904, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1598507261703, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15985082004755, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15985082004755, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15985082004755"
[1] "Starting iterative with newton 1.15985082004755"
[1] "Starting newton at: 1.27281454834288"
[1] "Newton iter: 1, lambda:1.34331609003625, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.34882240517777, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.34885437210479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34885437317723, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34885437317723"
[1] "Starting iterative with newton 1.34885437317723"
[1] "Starting newton at: 1.26401201791505"
[1] "Newton iter: 1, lambda:1.42599548784945, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.45860829381334, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.45982168373417, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.459823316946, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45982331694895, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45982331694895"
[1] "Starting iterative with newton 1.45982331694895"
[1] "Starting newton at: 1.82148760218359"
[1] "Newton iter: 1, lambda:1.35935520274051, diff to last: 0.462"
[1] "Newton iter: 2, lambda:1.49807858725622, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.52258490775729, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.52328672146286, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52328728420391, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52328728420428, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52328728420391"
[1] "Starting iterative with newton 1.52328728420391"
[1] "Starting newton at: 1.80229496887472"
[1] "Newton iter: 1, lambda:1.45865273922829, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.54870241715683, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.55889817313349, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.5590200928505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55902011011091, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55902011011091, diff to last: 0"
[1] "Final threshold is: 0.137676951595196"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.49554238767285"
[1] "Newton iter: 1, lambda:1.36056968687641, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.37933477654282, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.37976097736197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37976119368034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37976119368039, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37976119368039"
[1] "Starting iterative with newton 1.37976119368039"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.20706227616254"
[1] "Newton iter: 1, lambda:1.23818027045416, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2391941429904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23919519577653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23919519577766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23919519577653"
[1] "Starting iterative with newton 1.23919519577653"
[1] "Starting newton at: 1.69750091307209"
[1] "Newton iter: 1, lambda:1.5003707123955, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.53745014547087, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.53916698199588, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53917054153828, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53917054155355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53917054153828"
[1] "Starting iterative with newton 1.53917054153828"
[1] "Starting newton at: 1.67917070399234"
[1] "Newton iter: 1, lambda:1.73194229384567, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.73586642537605, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.7358870270949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7358870276602, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7358870270949"
[1] "Starting iterative with newton 1.7358870270949"
[1] "Starting newton at: 1.69633632373163"
[1] "Newton iter: 1, lambda:1.83258621878093, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.86266993405151, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.86399959254784, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.86400210193126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.86400210194019, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86400210193126"
[1] "Starting iterative with newton 1.86400210193126"
[1] "Starting newton at: 1.64902482496521"
[1] "Newton iter: 1, lambda:1.85976605356671, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.93770385307399, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.94751021937526, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.94765373923613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94765376959316, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94765376959316, diff to last: 0"
[1] "Final threshold is: 0.171997158883307"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32442396629313"
[1] "Newton iter: 1, lambda:1.47717740524338, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.5124530124236, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.51419804742128, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51420217870105, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51420217872416, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51420217872416"
[1] "Starting iterative with newton 1.51420217872416"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
threshold is:
[{'ad': 0.003717462272446009, 'da': 0.013517765364421525, 'dd': 0.015679763308543284}, {'ad': 0.015690344585950623, 'da': 0.02226642434249296, 'dd': 0.035879537184853254}, {'ad': 0.0407218434850507, 'da': 0.04712200036984007, 'dd': 0.07367782505724763}, {'ad': 0.09389335890418678, 'da': 0.08665379534183969, 'dd': 0.13767695159519638}, {'ad': 0.38904628295707167, 'da': 0.17199715888330652, 'dd': 0.38904628295707167}]
Number of points in noise estimation: 128
Estimated noise: 0.08830992666630955
0.08830992666630955
threshold is:
[{'ad': 0.031159480086043523, 'da': 0.0131933383419445, 'dd': 0.02013034280472714}, {'ad': 0.012359983209825565, 'da': 0.02459769891212985, 'dd': 0.026277591819998655}, {'ad': 0.038001740605543954, 'da': 0.027494626417424062, 'dd': 0.056933313217480526}, {'ad': 0.0688710570098986, 'da': 0.06100599891968802, 'dd': 0.07650834933475391}, {'ad': 0.38904628295707167, 'da': 0.1071023930258936, 'dd': 0.38904628295707167}]
['baboon256', 0.075, 2, 0.005621984686850468, 0.003916510548000756, 0.0036131561673740206, 0.009219454180747688, 0.004480919600410651, 0.004679709695147022, 0.004480919600410651, 0.004679709695147022, 22.501103416573223, 24.071006994718516, 24.42113267005723, 20.352947897171063, 23.4863284841261, 23.29781087461398, 23.4863284841261, 23.29781087461398]
baboon256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.08794744906977099
0.08794744906977099
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13873859572133, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140543992627528, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140544297241238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140544297241246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140544297241238"
[1] "Starting iterative with newton 0.140544297241238"
[1] "Starting newton at: 0.0776189196949883"
[1] "Newton iter: 1, lambda:0.0710929241362001, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0710954593272758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0710954593276585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0710954593272758"
[1] "Starting iterative with newton 0.0710954593272758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675220663262437, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0677913376518372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677913419294035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0677913419294035"
[1] "Starting iterative with newton 0.0677913419294035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673639210061926, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676318032811536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676318075126974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676318032811536"
[1] "Starting iterative with newton 0.0676318032811536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673562801140323, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676240953635901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676240995929196, diff to last: 0"
[1] "Final threshold is: 0.00594736705483742"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.4254439696203"
[1] "Newton iter: 1, lambda:0.303791195796208, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.306373286728148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.306374474090064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306374474090315, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.306374474090315"
[1] "Starting iterative with newton 0.306374474090315"
[1] "Starting newton at: 0.13523400442825"
[1] "Newton iter: 1, lambda:0.140225464455908, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.140228684295933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140228684297273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140228684295933"
[1] "Starting iterative with newton 0.140228684295933"
[1] "Starting newton at: 0.210707966081924"
[1] "Newton iter: 1, lambda:0.12394325026984, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.124856734746493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124856836201499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124856836201501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124856836201501"
[1] "Starting iterative with newton 0.124856836201501"
[1] "Starting newton at: 0.226079814176357"
[1] "Newton iter: 1, lambda:0.12214658536735, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.123448913343889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123449118302695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1234491183027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123449118302695"
[1] "Starting iterative with newton 0.123449118302695"
[1] "Starting newton at: 0.227487532075162"
[1] "Newton iter: 1, lambda:0.121978760526677, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.123320075382504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123320292674385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12332029267439, diff to last: 0"
[1] "Final threshold is: 0.0108457051592497"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.458049633578379"
[1] "Newton iter: 1, lambda:0.506513243897858, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.507319821058821, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.507320042112209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507320042112225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507320042112209"
[1] "Starting iterative with newton 0.507320042112209"
[1] "Starting newton at: 0.230455328358779"
[1] "Newton iter: 1, lambda:0.234704674914243, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.234707855010792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234707855012572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234707855010792"
[1] "Starting iterative with newton 0.234707855010792"
[1] "Starting newton at: 0.230041184665643"
[1] "Newton iter: 1, lambda:0.202413334871599, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.202540324831421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.202540327519028, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202540324831421"
[1] "Starting iterative with newton 0.202540324831421"
[1] "Starting newton at: 0.262208714845014"
[1] "Newton iter: 1, lambda:0.197811302192732, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.198495116561175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198495194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198495194000001, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.198495194000001"
[1] "Starting iterative with newton 0.198495194000001"
[1] "Starting newton at: 0.140823549530504"
[1] "Newton iter: 1, lambda:0.197451142850663, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.197983225046405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197983271893982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197983271893983, diff to last: 0"
[1] "Final threshold is: 0.0174121237215626"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.671031040634278"
[1] "Newton iter: 1, lambda:0.588493112576992, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.591059121801569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.591061666941617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591061666944119, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591061666941617"
[1] "Starting iterative with newton 0.591061666941617"
[1] "Starting newton at: 0.283008512023163"
[1] "Newton iter: 1, lambda:0.240830684257912, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.241196843992233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241196871657444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241196871657444, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241196871657444"
[1] "Starting iterative with newton 0.241196871657444"
[1] "Starting newton at: 0.255834434317349"
[1] "Newton iter: 1, lambda:0.192147097866881, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.192882534405922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.192882632658188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192882632658189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192882632658188"
[1] "Starting iterative with newton 0.192882632658188"
[1] "Starting newton at: 0.262879056123337"
[1] "Newton iter: 1, lambda:0.185100953783092, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.186177026958036, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.186177233362939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186177233362946, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186177233362939"
[1] "Starting iterative with newton 0.186177233362939"
[1] "Starting newton at: 0.269584455418586"
[1] "Newton iter: 1, lambda:0.183945069721143, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.185245909790977, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.185246210630033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185246210630049, diff to last: 0"
[1] "Final threshold is: 0.0162919316747529"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0.417873244101333"
[1] "Newton iter: 1, lambda:0.588455636651951, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.599921912357252, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.599971924397052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599971925345479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599971924397052"
[1] "Starting iterative with newton 0.599971924397052"
[1] "Starting newton at: 0.248008583070068"
[1] "Newton iter: 1, lambda:0.301269818033325, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.301980710653506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.30198083677737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301980836777374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301980836777374"
[1] "Starting iterative with newton 0.301980836777374"
[1] "Starting newton at: 0.42728869194407"
[1] "Newton iter: 1, lambda:0.244182266815649, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.251688457653353, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.251701276286864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251701276324232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251701276286864"
[1] "Starting iterative with newton 0.251701276286864"
[1] "Starting newton at: 0.473719842688595"
[1] "Newton iter: 1, lambda:0.23024339416057, diff to last: 0.243"
[1] "Newton iter: 2, lambda:0.243211937909862, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.243249547267522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243249547583625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243249547267522"
[1] "Starting iterative with newton 0.243249547267522"
[1] "Starting newton at: 0.409770149516348"
[1] "Newton iter: 1, lambda:0.235117156134916, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.241822969817238, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.241832992441447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241832992463829, diff to last: 0"
[1] "Final threshold is: 0.0212685947881029"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0.826078722829018"
[1] "Newton iter: 1, lambda:0.75016651556823, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.753271570118365, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.753276927253619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753276927269548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753276927269548"
[1] "Starting iterative with newton 0.753276927269548"
[1] "Starting newton at: 0.458495831691782"
[1] "Newton iter: 1, lambda:0.511422223154906, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.512592967781118, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.512593535710075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512593535710209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512593535710075"
[1] "Starting iterative with newton 0.512593535710075"
[1] "Starting newton at: 0.557298917854075"
[1] "Newton iter: 1, lambda:0.443774733484185, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.448594559315957, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.448603437006474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448603437036571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.448603437006474"
[1] "Starting iterative with newton 0.448603437006474"
[1] "Starting newton at: 0.298762128957203"
[1] "Newton iter: 1, lambda:0.425454388928834, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.431521716422233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.43153547311643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431535473187092, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.43153547311643"
[1] "Starting iterative with newton 0.43153547311643"
[1] "Starting newton at: 0.31049100423938"
[1] "Newton iter: 1, lambda:0.422288179686513, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.426978751043749, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426986921401393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426986921426167, diff to last: 0"
[1] "Final threshold is: 0.0375524105234074"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0.890771064835476"
[1] "Newton iter: 1, lambda:0.774721765824166, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.781830304193345, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.781858461346959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781858461787514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.781858461346959"
[1] "Starting iterative with newton 0.781858461346959"
[1] "Starting newton at: 0.460749643496214"
[1] "Newton iter: 1, lambda:0.569208492773143, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.574638099009082, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.574651443026341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574651443106836, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.574651443026341"
[1] "Starting iterative with newton 0.574651443026341"
[1] "Starting newton at: 0.402763194179843"
[1] "Newton iter: 1, lambda:0.513794049966713, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.519098070480997, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.519109982999974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519109983060002, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.519109982999974"
[1] "Starting iterative with newton 0.519109982999974"
[1] "Starting newton at: 0.387729623552366"
[1] "Newton iter: 1, lambda:0.49883757273372, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.504045574996885, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.504056847848216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50405684790098, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504056847848216"
[1] "Starting iterative with newton 0.504056847848216"
[1] "Starting newton at: 0.390528904446923"
[1] "Newton iter: 1, lambda:0.495345466448442, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.499952653258324, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499961429321941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499961429353758, diff to last: 0"
[1] "Final threshold is: 0.0439703323421413"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 0.830773724933668"
[1] "Newton iter: 1, lambda:0.810433416974533, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.810668165573498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810668197119605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.810668197119605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810668197119605"
[1] "Starting iterative with newton 0.810668197119605"
[1] "Starting newton at: 0.672654207715919"
[1] "Newton iter: 1, lambda:0.626976572482743, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.62798417036575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627984667636745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627984667636866, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627984667636866"
[1] "Starting iterative with newton 0.627984667636866"
[1] "Starting newton at: 0.636096443838572"
[1] "Newton iter: 1, lambda:0.571832009147224, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.57371583718932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573717484896366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573717484897626, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.573717484896366"
[1] "Starting iterative with newton 0.573717484896366"
[1] "Starting newton at: 0.665605363725113"
[1] "Newton iter: 1, lambda:0.551598831756981, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.557347350395189, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.557362449655968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557362449760004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.557362449655968"
[1] "Starting iterative with newton 0.557362449655968"
[1] "Starting newton at: 0.670397128924334"
[1] "Newton iter: 1, lambda:0.54555688818853, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.552394011109006, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.552415265091829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552415265296902, diff to last: 0"
[1] "Final threshold is: 0.0485835134100633"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 0.969868958722496"
[1] "Newton iter: 1, lambda:0.943670117965993, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.94416827146646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.944168454079036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.944168454079061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.944168454079036"
[1] "Starting iterative with newton 0.944168454079036"
[1] "Starting newton at: 0.801795945762251"
[1] "Newton iter: 1, lambda:0.873219745760432, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.876870275100185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.876879558613869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876879558673809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.876879558613869"
[1] "Starting iterative with newton 0.876879558613869"
[1] "Starting newton at: 0.80238888864966"
[1] "Newton iter: 1, lambda:0.847772642692903, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.849197027412785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.849198406182669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84919840618396, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.849198406182669"
[1] "Starting iterative with newton 0.849198406182669"
[1] "Starting newton at: 0.801791407481463"
[1] "Newton iter: 1, lambda:0.83697629370439, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.837820534544789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.837821014021732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.837821014021886, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.837821014021732"
[1] "Starting iterative with newton 0.837821014021732"
[1] "Starting newton at: 0.8131687996424"
[1] "Newton iter: 1, lambda:0.832884249882707, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.833146663428864, diff to last: 0"
[1] "Newton iter: 3, lambda:0.833146709553083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.833146709553084, diff to last: 0"
[1] "Final threshold is: 0.0732731278060672"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 0.88946935180234"
[1] "Newton iter: 1, lambda:1.00562258101126, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01694920863311, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.01705183681501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01705184518758, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01705183681501"
[1] "Starting iterative with newton 1.01705183681501"
[1] "Starting newton at: 1.17417813911908"
[1] "Newton iter: 1, lambda:1.01336268096622, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.03195945951281, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.03224015710418, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03224022039279, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0322402203928, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03224022039279"
[1] "Starting iterative with newton 1.03224022039279"
[1] "Starting newton at: 1.17192808646104"
[1] "Newton iter: 1, lambda:1.02287453198819, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.03905848756652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.03927181418517, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03927185091157, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03927185091157, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03927185091157"
[1] "Starting iterative with newton 1.03927185091157"
[1] "Starting newton at: 1.16715600778403"
[1] "Newton iter: 1, lambda:1.02814946323557, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.04235951702457, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04252416138805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04252418331193, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04252418331193, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04252418331193"
[1] "Starting iterative with newton 1.04252418331193"
[1] "Starting newton at: 1.16763944378468"
[1] "Newton iter: 1, lambda:1.02988872559393, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.04386831159897, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04402780089761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04402782149077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04402782149077, diff to last: 0"
[1] "Final threshold is: 0.0918195836579836"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 0.942110258408979"
[1] "Newton iter: 1, lambda:0.989901616249597, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.991742960516001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99174563155019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.991745631555805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99174563155019"
[1] "Starting iterative with newton 0.99174563155019"
[1] "Starting newton at: 0.94801292049674"
[1] "Newton iter: 1, lambda:0.987117995238325, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.988342466707571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.98834364438513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.988343644386218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.988343644386218"
[1] "Starting iterative with newton 0.988343644386218"
[1] "Starting newton at: 0.947863820473554"
[1] "Newton iter: 1, lambda:0.985630464492264, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.986770391950571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986771411334992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986771411335807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.986771411335807"
[1] "Starting iterative with newton 0.986771411335807"
[1] "Starting newton at: 0.948147479459659"
[1] "Newton iter: 1, lambda:0.984961905839446, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.986043955471336, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986044873426109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98604487342677, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.986044873426109"
[1] "Starting iterative with newton 0.986044873426109"
[1] "Starting newton at: 0.948874017369357"
[1] "Newton iter: 1, lambda:0.98468521670624, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.985708330367166, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.985709150810441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985709150810969, diff to last: 0"
[1] "Final threshold is: 0.0866906053385085"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.865981118164302"
[1] "Starting iterative with newton 0.865981118164302"
[1] "Starting newton at: 1.05250382431587"
[1] "Newton iter: 1, lambda:1.13265858478061, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.13895584259753, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13899308001103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13899308130766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13899308130766"
[1] "Starting iterative with newton 1.13899308130766"
[1] "Starting newton at: 1.3466383650818"
[1] "Newton iter: 1, lambda:1.30156002010748, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.30359234756583, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30359664670366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30359664672287, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30359664670366"
[1] "Starting iterative with newton 1.30359664670366"
[1] "Starting newton at: 1.33199483385467"
[1] "Newton iter: 1, lambda:1.39830896205022, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.40342919606973, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.40345828612769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4034582870625, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4034582870625"
[1] "Starting iterative with newton 1.4034582870625"
[1] "Starting newton at: 1.32704792063639"
[1] "Newton iter: 1, lambda:1.44619857030703, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.46399395561994, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46436268198853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46436283782245, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46436283782248, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46436283782245"
[1] "Starting iterative with newton 1.46436283782245"
[1] "Starting newton at: 1.31396662125228"
[1] "Newton iter: 1, lambda:1.46901934796778, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.50047921927039, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.50167251327546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50167418337769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50167418338095, diff to last: 0"
[1] "Final threshold is: 0.132068413761999"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.50636261781477"
[1] "Newton iter: 1, lambda:1.32352694300801, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.3557769597231, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.35703658787048, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3570384598053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35703845980943, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3570384598053"
[1] "Starting iterative with newton 1.3570384598053"
[1] "Starting newton at: 1.34017262366827"
[1] "Newton iter: 1, lambda:1.66405837603455, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.84703796415215, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.90772263983003, diff to last: 0.061"
[1] "Newton iter: 4, lambda:1.91384289315406, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.91390117741614, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91390118265937, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91390118265937"
[1] "Starting iterative with newton 1.91390118265937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625582"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.25192878711919"
[1] "Newton iter: 1, lambda:1.21499847684667, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.21633676703223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21633857823494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21633857823825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21633857823494"
[1] "Starting iterative with newton 1.21633857823494"
[1] "Starting newton at: 1.70972551656649"
[1] "Newton iter: 1, lambda:1.42795007661523, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.49516165955059, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.50085641207205, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.50089517165151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50089517343725, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50089517343725"
[1] "Starting iterative with newton 1.50089517343725"
[1] "Starting newton at: 1.66999419218584"
[1] "Newton iter: 1, lambda:1.69120534720441, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.69180976632371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69181024622631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69181024622662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69181024622631"
[1] "Starting iterative with newton 1.69181024622631"
[1] "Starting newton at: 1.64759524874576"
[1] "Newton iter: 1, lambda:1.78740277827809, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.81861749798757, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.8200312971951, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.82003409837904, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82003409839002, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82003409839002"
[1] "Starting iterative with newton 1.82003409839002"
[1] "Starting newton at: 1.63769168377231"
[1] "Newton iter: 1, lambda:1.8335583774657, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.89959970148882, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90647167704783, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.90654117240348, diff to last: 0"
[1] "Newton iter: 5, lambda:1.9065411794493, diff to last: 0"
[1] "Final threshold is: 0.167675432659376"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32458385905136"
[1] "Newton iter: 1, lambda:1.47261579437413, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.5054761489748, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.50697683802694, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50697987223573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50697987224811, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50697987223573"
[1] "Starting iterative with newton 1.50697987223573"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625582"
threshold is:
[{'ad': 0.005947367054837416, 'da': 0.010845705159249692, 'dd': 0.017412123721562627}, {'ad': 0.016291931674752888, 'da': 0.021268594788102932, 'dd': 0.03755241052340736}, {'ad': 0.04397033234214129, 'da': 0.04858351341006331, 'dd': 0.07327312780606716}, {'ad': 0.09181958365798364, 'da': 0.08669060533850849, 'dd': 0.1320684137619991}, {'ad': 0.3874494006255825, 'da': 0.16767543265937634, 'dd': 0.3874494006255825}]
Number of points in noise estimation: 128
Estimated noise: 0.08794744906977099
0.08794744906977099
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4539072944438"
[1] "Starting iterative with newton 14.4539072944438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66817538451388"
[1] "Starting iterative with newton 7.66817538451388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63404078688288"
[1] "Starting iterative with newton 3.63404078688288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39776896592961"
[1] "Starting iterative with newton 3.39776896592961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 1.66423393315017"
[1] "Newton iter: 1, lambda:1.33907427552653, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.2716418130347, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.26652883462188, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26649790429804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649790316341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26649790316341"
[1] "Starting iterative with newton 1.26649790316341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 1.26486330236181"
[1] "Newton iter: 1, lambda:1.10771091085415, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.07363457036962, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.07176573292886, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.07176007554436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07176007549252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07176007549252"
[1] "Starting iterative with newton 1.07176007549252"
[1] "Starting newton at: 1.22950817734822"
[1] "Newton iter: 1, lambda:1.05712153637897, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.01238385032905, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.00878701236026, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.00876364457602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00876364359047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00876364457602"
[1] "Starting iterative with newton 1.00876364457602"
[1] "Starting newton at: 1.16903945836726"
[1] "Newton iter: 1, lambda:0.973194211916883, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.90677956104535, diff to last: 0.066"
[1] "Newton iter: 3, lambda:0.897153310223128, diff to last: 0.01"
[1] "Newton iter: 4, lambda:0.896949741155098, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896949650571732, diff to last: 0"
[1] "Newton iter: 6, lambda:0.896949650571714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.896949650571714"
[1] "Starting iterative with newton 0.896949650571714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 1.13600396023346"
[1] "Newton iter: 1, lambda:1.06941732170701, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.06248744212824, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.06240997821325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06240996852983, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06240996852983"
[1] "Starting iterative with newton 1.06240996852983"
[1] "Starting newton at: 1.2175416794516"
[1] "Newton iter: 1, lambda:1.20128995592854, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.20096257625089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20096244217149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20096244217147, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20096244217147"
[1] "Starting iterative with newton 1.20096244217147"
[1] "Starting newton at: 1.33366068942587"
[1] "Newton iter: 1, lambda:1.38588901903653, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.38341594407497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.38341067567101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38341067564703, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38341067564703"
[1] "Starting iterative with newton 1.38341067564703"
[1] "Starting newton at: 1.51198489471835"
[1] "Newton iter: 1, lambda:1.58094333841804, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.57806157724125, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57805716540463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57805716539422, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57805716539422"
[1] "Starting iterative with newton 1.57805716539422"
[1] "Starting newton at: 1.70528152910682"
[1] "Newton iter: 1, lambda:1.75632782828452, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.7554105388846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75541029134873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75541029134871, diff to last: 0"
[1] "Final threshold is: 0.154383857194944"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 1.147850637425"
[1] "Newton iter: 1, lambda:1.06754129681743, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.05736392074901, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.05719353145868, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05719348368808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05719348368808, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05719348368808"
[1] "Starting iterative with newton 1.05719348368808"
[1] "Starting newton at: 1.22046065671206"
[1] "Newton iter: 1, lambda:1.15928531779852, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.15430839720507, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15427418483888, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15427418321975, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15427418321975"
[1] "Starting iterative with newton 1.15427418321975"
[1] "Starting newton at: 1.32569077669663"
[1] "Newton iter: 1, lambda:1.28942567014219, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.28805908164613, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28805707721231, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28805707720799, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28805707720799"
[1] "Starting iterative with newton 1.28805707720799"
[1] "Starting newton at: 1.44399129404607"
[1] "Newton iter: 1, lambda:1.42567418286816, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.42540990605317, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42540984968144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42540984968144, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42540984968144"
[1] "Starting iterative with newton 1.42540984968144"
[1] "Starting newton at: 1.57543618134456"
[1] "Newton iter: 1, lambda:1.55621599724213, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55600533346134, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55600530718025, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55600530718025, diff to last: 0"
[1] "Final threshold is: 0.136846697505528"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.865981118164302"
[1] "Starting iterative with newton 0.865981118164302"
[1] "Starting newton at: 1.12620410846515"
[1] "Newton iter: 1, lambda:1.11429018018494, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.11408645035448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11408639053692, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11408639053691, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11408639053692"
[1] "Starting iterative with newton 1.11408639053692"
[1] "Starting newton at: 1.49886885960448"
[1] "Newton iter: 1, lambda:1.49949625737835, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.49949602050133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4994960205013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4994960205013"
[1] "Starting iterative with newton 1.4994960205013"
[1] "Starting newton at: 1.86297178962393"
[1] "Newton iter: 1, lambda:1.8647101527151, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.86470991268937, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86470991268936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86470991268936"
[1] "Starting iterative with newton 1.86470991268936"
[1] "Starting newton at: 2.09523661061838"
[1] "Newton iter: 1, lambda:2.11381802157228, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.11386794791095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11386794831576, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.11386794791095"
[1] "Starting iterative with newton 2.11386794791095"
[1] "Starting newton at: 2.20224154039235"
[1] "Newton iter: 1, lambda:2.25288144303201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.253449023636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25344910839282, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25344910839282, diff to last: 0"
[1] "Final threshold is: 0.198185100691698"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.37369228605136"
[1] "Newton iter: 1, lambda:1.47674327216907, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.46954738368463, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46951898949242, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46951898904206, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46951898904206"
[1] "Starting iterative with newton 1.46951898904206"
[1] "Starting newton at: 2.1507276459954"
[1] "Newton iter: 1, lambda:2.20857942149048, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.21009943569738, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.21010060566241, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2101006056631, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.21010060566241"
[1] "Starting iterative with newton 2.21010060566241"
[1] "Starting newton at: 2.69118561032909"
[1] "Newton iter: 1, lambda:2.66915432271393, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.66955019985843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66955032745168, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66955032745169, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66955032745168"
[1] "Starting iterative with newton 2.66955032745168"
[1] "Starting newton at: 2.87659753749802"
[1] "Newton iter: 1, lambda:2.92406901877644, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.92618997006269, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92619416171213, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92619416172849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92619416172849"
[1] "Starting iterative with newton 2.92619416172849"
[1] "Starting newton at: 3.05618370633009"
[1] "Newton iter: 1, lambda:3.07883995115687, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.07935278505371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.07935304481497, diff to last: 0"
[1] "Newton iter: 4, lambda:3.07935304481504, diff to last: 0"
[1] "Final threshold is: 0.270821245076715"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.32661791173874"
[1] "Newton iter: 1, lambda:1.27396353119657, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.2712719931004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.27126451001603, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27126450995804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27126450995804"
[1] "Starting iterative with newton 1.27126450995804"
[1] "Starting newton at: 1.92739180809333"
[1] "Newton iter: 1, lambda:1.84875666148088, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.8491568378904, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84915683320944, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84915683320944"
[1] "Starting iterative with newton 1.84915683320944"
[1] "Starting newton at: 2.30250744790914"
[1] "Newton iter: 1, lambda:2.24127449227026, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.24277889839776, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.24277970398612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24277970398636, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24277970398612"
[1] "Starting iterative with newton 2.24277970398612"
[1] "Starting newton at: 2.4342572706144"
[1] "Newton iter: 1, lambda:2.46716581275461, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.46768159771162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.46768172921557, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46768172921558, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46768172921558"
[1] "Starting iterative with newton 2.46768172921558"
[1] "Starting newton at: 2.57049996105791"
[1] "Newton iter: 1, lambda:2.58502783741878, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.58514306068182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.58514306800103, diff to last: 0"
[1] "Final threshold is: 0.227356737667386"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99927808556109"
[1] "Newton iter: 1, lambda:2.04320540545173, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.04394098725127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04394121842149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04394121842151, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.04394121842151"
[1] "Starting iterative with newton 2.04394121842151"
[1] "Starting newton at: 2.72786379964349"
[1] "Newton iter: 1, lambda:2.833487573052, diff to last: 0.106"
[1] "Newton iter: 2, lambda:2.84649447387367, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.84669044319177, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8466904874484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.8466904874484, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8466904874484"
[1] "Starting iterative with newton 2.8466904874484"
[1] "Starting newton at: 3.28424887317695"
[1] "Newton iter: 1, lambda:3.34394165798563, diff to last: 0.06"
[1] "Newton iter: 2, lambda:3.34891671894826, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.34894966552299, diff to last: 0"
[1] "Newton iter: 4, lambda:3.34894966696077, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.34894966552299"
[1] "Starting iterative with newton 3.34894966552299"
[1] "Starting newton at: 3.55154283600321"
[1] "Newton iter: 1, lambda:3.5798085155738, diff to last: 0.028"
[1] "Newton iter: 2, lambda:3.58095549059643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.58095731861663, diff to last: 0"
[1] "Newton iter: 4, lambda:3.58095731862127, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.58095731861663"
[1] "Starting iterative with newton 3.58095731861663"
[1] "Starting newton at: 3.77878693071721"
[1] "Newton iter: 1, lambda:3.75243565548168, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.75339527445527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75339659889184, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75339659889436, diff to last: 0"
[1] "Final threshold is: 0.330101656219913"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.1543838571949444, 'da': 0.13684669750552814, 'dd': 0.19818510069169823}, {'ad': 0.2708212450767145, 'da': 0.22735673766738604, 'dd': 0.33010165621991333}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.38183580079163. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.087947449069771
0.087947449069771
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4539072944438"
[1] "Starting iterative with newton 14.4539072944438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66817538451388"
[1] "Starting iterative with newton 7.66817538451388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63404078688288"
[1] "Starting iterative with newton 3.63404078688288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39776896592961"
[1] "Starting iterative with newton 3.39776896592961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 1.66423393315017"
[1] "Newton iter: 1, lambda:1.33907427552653, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.2716418130347, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.26652883462188, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26649790429804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649790316341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26649790316341"
[1] "Starting iterative with newton 1.26649790316341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 1.26486330236181"
[1] "Newton iter: 1, lambda:1.10771091085415, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.07363457036962, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.07176573292886, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.07176007554436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07176007549252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07176007554436"
[1] "Starting iterative with newton 1.07176007554436"
[1] "Starting newton at: 1.22950817734822"
[1] "Newton iter: 1, lambda:1.05712153637897, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.01238385032905, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.00878701236026, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.00876364457602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00876364359047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00876364457602"
[1] "Starting iterative with newton 1.00876364457602"
[1] "Starting newton at: 1.16903945836726"
[1] "Newton iter: 1, lambda:0.973194211916883, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.90677956104535, diff to last: 0.066"
[1] "Newton iter: 3, lambda:0.897153310223128, diff to last: 0.01"
[1] "Newton iter: 4, lambda:0.896949741155097, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896949650571732, diff to last: 0"
[1] "Newton iter: 6, lambda:0.896949650571714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.896949650571714"
[1] "Starting iterative with newton 0.896949650571714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 1.13600396023346"
[1] "Newton iter: 1, lambda:1.06941732170701, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.06248744212824, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.06240997821325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06240996852983, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06240996852983"
[1] "Starting iterative with newton 1.06240996852983"
[1] "Starting newton at: 1.2175416794516"
[1] "Newton iter: 1, lambda:1.20128995592854, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.20096257625089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20096244217149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20096244217147, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20096244217147"
[1] "Starting iterative with newton 1.20096244217147"
[1] "Starting newton at: 1.33366068942587"
[1] "Newton iter: 1, lambda:1.38588901903653, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.38341594407497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.38341067567101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38341067564703, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38341067564703"
[1] "Starting iterative with newton 1.38341067564703"
[1] "Starting newton at: 1.51198489471835"
[1] "Newton iter: 1, lambda:1.58094333841804, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.57806157724125, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57805716540463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57805716539422, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57805716539422"
[1] "Starting iterative with newton 1.57805716539422"
[1] "Starting newton at: 1.70528152910682"
[1] "Newton iter: 1, lambda:1.75632782828452, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.7554105388846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75541029134873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75541029134871, diff to last: 0"
[1] "Final threshold is: 0.154383857194943"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 1.147850637425"
[1] "Newton iter: 1, lambda:1.06754129681743, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.05736392074901, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.05719353145868, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05719348368808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05719348368808, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05719348368808"
[1] "Starting iterative with newton 1.05719348368808"
[1] "Starting newton at: 1.22046065671206"
[1] "Newton iter: 1, lambda:1.15928531779852, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.15430839720507, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15427418483888, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15427418321975, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15427418321975"
[1] "Starting iterative with newton 1.15427418321975"
[1] "Starting newton at: 1.32569077669663"
[1] "Newton iter: 1, lambda:1.28942567014219, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.28805908164613, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28805707721231, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28805707720799, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28805707720799"
[1] "Starting iterative with newton 1.28805707720799"
[1] "Starting newton at: 1.44399129404607"
[1] "Newton iter: 1, lambda:1.42567418286816, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.42540990605317, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42540984968144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42540984968144, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42540984968144"
[1] "Starting iterative with newton 1.42540984968144"
[1] "Starting newton at: 1.57543618134456"
[1] "Newton iter: 1, lambda:1.55621599724213, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55600533346134, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55600530718025, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55600530718025, diff to last: 0"
[1] "Final threshold is: 0.136846697505528"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.865981118164301"
[1] "Starting iterative with newton 0.865981118164301"
[1] "Starting newton at: 1.12620410846515"
[1] "Newton iter: 1, lambda:1.11429018018494, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.11408645035448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11408639053692, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11408639053691, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11408639053692"
[1] "Starting iterative with newton 1.11408639053692"
[1] "Starting newton at: 1.49886885960448"
[1] "Newton iter: 1, lambda:1.49949625737835, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.49949602050133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4994960205013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4994960205013"
[1] "Starting iterative with newton 1.4994960205013"
[1] "Starting newton at: 1.86297178962393"
[1] "Newton iter: 1, lambda:1.8647101527151, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.86470991268937, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86470991268936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86470991268936"
[1] "Starting iterative with newton 1.86470991268936"
[1] "Starting newton at: 2.09523661061838"
[1] "Newton iter: 1, lambda:2.11381802157228, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.11386794791095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11386794831576, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.11386794791095"
[1] "Starting iterative with newton 2.11386794791095"
[1] "Starting newton at: 2.20224154039235"
[1] "Newton iter: 1, lambda:2.25288144303201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.253449023636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25344910839282, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25344910839282, diff to last: 0"
[1] "Final threshold is: 0.198185100691698"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.37369228605136"
[1] "Newton iter: 1, lambda:1.47674327216907, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.46954738368463, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46951898949242, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46951898904206, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46951898904206"
[1] "Starting iterative with newton 1.46951898904206"
[1] "Starting newton at: 2.1507276459954"
[1] "Newton iter: 1, lambda:2.20857942149048, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.21009943569738, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.21010060566241, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2101006056631, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.21010060566241"
[1] "Starting iterative with newton 2.21010060566241"
[1] "Starting newton at: 2.69118561032909"
[1] "Newton iter: 1, lambda:2.66915432271393, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.66955019985843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66955032745168, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66955032745169, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66955032745168"
[1] "Starting iterative with newton 2.66955032745168"
[1] "Starting newton at: 2.87659753749802"
[1] "Newton iter: 1, lambda:2.92406901877644, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.92618997006269, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92619416171213, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92619416172849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92619416172849"
[1] "Starting iterative with newton 2.92619416172849"
[1] "Starting newton at: 3.05618370633009"
[1] "Newton iter: 1, lambda:3.07883995115687, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.07935278505371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.07935304481497, diff to last: 0"
[1] "Newton iter: 4, lambda:3.07935304481504, diff to last: 0"
[1] "Final threshold is: 0.270821245076715"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.32661791173874"
[1] "Newton iter: 1, lambda:1.27396353119657, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.2712719931004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.27126451001603, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27126450995804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27126450995804"
[1] "Starting iterative with newton 1.27126450995804"
[1] "Starting newton at: 1.92739180809333"
[1] "Newton iter: 1, lambda:1.84875666148088, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.8491568378904, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84915683320944, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84915683320944"
[1] "Starting iterative with newton 1.84915683320944"
[1] "Starting newton at: 2.30250744790914"
[1] "Newton iter: 1, lambda:2.24127449227026, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.24277889839776, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.24277970398612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24277970398636, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24277970398612"
[1] "Starting iterative with newton 2.24277970398612"
[1] "Starting newton at: 2.4342572706144"
[1] "Newton iter: 1, lambda:2.46716581275461, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.46768159771162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.46768172921557, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46768172921558, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46768172921558"
[1] "Starting iterative with newton 2.46768172921558"
[1] "Starting newton at: 2.57049996105791"
[1] "Newton iter: 1, lambda:2.58502783741878, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.58514306068182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.58514306800103, diff to last: 0"
[1] "Final threshold is: 0.227356737667386"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99927808556109"
[1] "Newton iter: 1, lambda:2.04320540545173, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.04394098725127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04394121842149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04394121842151, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.04394121842151"
[1] "Starting iterative with newton 2.04394121842151"
[1] "Starting newton at: 2.72786379964349"
[1] "Newton iter: 1, lambda:2.833487573052, diff to last: 0.106"
[1] "Newton iter: 2, lambda:2.84649447387367, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.84669044319177, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8466904874484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.8466904874484, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8466904874484"
[1] "Starting iterative with newton 2.8466904874484"
[1] "Starting newton at: 3.28424887317695"
[1] "Newton iter: 1, lambda:3.34394165798563, diff to last: 0.06"
[1] "Newton iter: 2, lambda:3.34891671894826, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.34894966552299, diff to last: 0"
[1] "Newton iter: 4, lambda:3.34894966696077, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.34894966552299"
[1] "Starting iterative with newton 3.34894966552299"
[1] "Starting newton at: 3.55154283600321"
[1] "Newton iter: 1, lambda:3.5798085155738, diff to last: 0.028"
[1] "Newton iter: 2, lambda:3.58095549059643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.58095731861663, diff to last: 0"
[1] "Newton iter: 4, lambda:3.58095731862127, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.58095731861663"
[1] "Starting iterative with newton 3.58095731861663"
[1] "Starting newton at: 3.77878693071721"
[1] "Newton iter: 1, lambda:3.75243565548168, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.75339527445527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75339659889184, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75339659889436, diff to last: 0"
[1] "Final threshold is: 0.330101656219913"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.15438385719494285, 'da': 0.13684669750552816, 'dd': 0.19818510069169826}, {'ad': 0.27082124507671457, 'da': 0.22735673766738607, 'dd': 0.3301016562199134}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.38183580079163. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.087947449069771
0.087947449069771
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13873859572133, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140543992627528, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140544297241238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140544297241246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140544297241238"
[1] "Starting iterative with newton 0.140544297241238"
[1] "Starting newton at: 0.0776189196949882"
[1] "Newton iter: 1, lambda:0.0710929241362001, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0710954593272758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0710954593276585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0710954593272758"
[1] "Starting iterative with newton 0.0710954593272758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675220663262438, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0677913376518372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677913419294035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0677913419294035"
[1] "Starting iterative with newton 0.0677913419294035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673639210061926, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676318032811536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676318075126974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676318032811536"
[1] "Starting iterative with newton 0.0676318032811536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673562801140323, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676240953635901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676240995929196, diff to last: 0"
[1] "Final threshold is: 0.00594736705483742"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.4254439696203"
[1] "Newton iter: 1, lambda:0.303791195796208, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.306373286728148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.306374474090064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306374474090315, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.306374474090315"
[1] "Starting iterative with newton 0.306374474090315"
[1] "Starting newton at: 0.13523400442825"
[1] "Newton iter: 1, lambda:0.140225464455908, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.140228684295933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140228684297273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140228684295933"
[1] "Starting iterative with newton 0.140228684295933"
[1] "Starting newton at: 0.210707966081924"
[1] "Newton iter: 1, lambda:0.12394325026984, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.124856734746493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124856836201499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124856836201501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124856836201501"
[1] "Starting iterative with newton 0.124856836201501"
[1] "Starting newton at: 0.226079814176357"
[1] "Newton iter: 1, lambda:0.12214658536735, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.123448913343889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123449118302695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1234491183027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123449118302695"
[1] "Starting iterative with newton 0.123449118302695"
[1] "Starting newton at: 0.227487532075162"
[1] "Newton iter: 1, lambda:0.121978760526677, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.123320075382504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123320292674385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12332029267439, diff to last: 0"
[1] "Final threshold is: 0.0108457051592497"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.458049633578378"
[1] "Newton iter: 1, lambda:0.506513243897859, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.507319821058822, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.507320042112209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507320042112225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507320042112209"
[1] "Starting iterative with newton 0.507320042112209"
[1] "Starting newton at: 0.230455328358779"
[1] "Newton iter: 1, lambda:0.234704674914243, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.234707855010792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234707855012572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234707855012572"
[1] "Starting iterative with newton 0.234707855012572"
[1] "Starting newton at: 0.230041184663863"
[1] "Newton iter: 1, lambda:0.20241333487184, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.202540324831644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.20254032751925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202540324831644"
[1] "Starting iterative with newton 0.202540324831644"
[1] "Starting newton at: 0.262208714844791"
[1] "Newton iter: 1, lambda:0.197811302192765, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.198495116561203, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198495194000028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198495194000029, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.198495194000028"
[1] "Starting iterative with newton 0.198495194000028"
[1] "Starting newton at: 0.140823549530477"
[1] "Newton iter: 1, lambda:0.197451142850665, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.197983225046409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197983271893986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197983271893986, diff to last: 0"
[1] "Final threshold is: 0.0174121237215629"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.671031040634278"
[1] "Newton iter: 1, lambda:0.588493112576992, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.591059121801569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.591061666941617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591061666944119, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591061666944119"
[1] "Starting iterative with newton 0.591061666944119"
[1] "Starting newton at: 0.283008512020661"
[1] "Newton iter: 1, lambda:0.240830684258307, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.241196843992579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.24119687165779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24119687165779, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24119687165779"
[1] "Starting iterative with newton 0.24119687165779"
[1] "Starting newton at: 0.255834434317004"
[1] "Newton iter: 1, lambda:0.192147097866939, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.19288253440597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.192882632658235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192882632658237, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192882632658235"
[1] "Starting iterative with newton 0.192882632658235"
[1] "Starting newton at: 0.262879056123289"
[1] "Newton iter: 1, lambda:0.1851009537831, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.186177026958042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.186177233362945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186177233362953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186177233362953"
[1] "Starting iterative with newton 0.186177233362953"
[1] "Starting newton at: 0.269584455418572"
[1] "Newton iter: 1, lambda:0.183945069721146, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.185245909790979, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.185246210630035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185246210630051, diff to last: 0"
[1] "Final threshold is: 0.0162919316747545"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0.417873244101333"
[1] "Newton iter: 1, lambda:0.588455636651951, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.599921912357252, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.599971924397052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599971925345479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599971924397052"
[1] "Starting iterative with newton 0.599971924397052"
[1] "Starting newton at: 0.248008583070068"
[1] "Newton iter: 1, lambda:0.301269818033325, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.301980710653506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.30198083677737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301980836777374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301980836777374"
[1] "Starting iterative with newton 0.301980836777374"
[1] "Starting newton at: 0.42728869194407"
[1] "Newton iter: 1, lambda:0.244182266815649, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.251688457653353, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.251701276286864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251701276324232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251701276286864"
[1] "Starting iterative with newton 0.251701276286864"
[1] "Starting newton at: 0.473719842688595"
[1] "Newton iter: 1, lambda:0.23024339416057, diff to last: 0.243"
[1] "Newton iter: 2, lambda:0.243211937909862, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.243249547267522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243249547583625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243249547267522"
[1] "Starting iterative with newton 0.243249547267522"
[1] "Starting newton at: 0.409770149516348"
[1] "Newton iter: 1, lambda:0.235117156134916, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.241822969817238, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.241832992441447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241832992463829, diff to last: 0"
[1] "Final threshold is: 0.0212685947861345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0.826078722829018"
[1] "Newton iter: 1, lambda:0.75016651556823, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.753271570118365, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.75327692725362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753276927269548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753276927269548"
[1] "Starting iterative with newton 0.753276927269548"
[1] "Starting newton at: 0.458495831691782"
[1] "Newton iter: 1, lambda:0.511422223154906, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.512592967781119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.512593535710075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512593535710209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512593535710209"
[1] "Starting iterative with newton 0.512593535710209"
[1] "Starting newton at: 0.557298917853941"
[1] "Newton iter: 1, lambda:0.443774733484236, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.448594559315993, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.448603437006509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448603437036607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.448603437036607"
[1] "Starting iterative with newton 0.448603437036607"
[1] "Starting newton at: 0.29876212892707"
[1] "Newton iter: 1, lambda:0.425454388933443, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.431521716430249, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.431535473124462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431535473195124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.431535473124462"
[1] "Starting iterative with newton 0.431535473124462"
[1] "Starting newton at: 0.310491004231348"
[1] "Newton iter: 1, lambda:0.422288179687847, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.426978751045887, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426986921403534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426986921428308, diff to last: 0"
[1] "Final threshold is: 0.0375524105235956"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0.890771064835476"
[1] "Newton iter: 1, lambda:0.774721765824166, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.781830304193345, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.781858461346959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781858461787514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.781858461346959"
[1] "Starting iterative with newton 0.781858461346959"
[1] "Starting newton at: 0.460749643496214"
[1] "Newton iter: 1, lambda:0.569208492773143, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.574638099009082, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.574651443026342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574651443106837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.574651443026342"
[1] "Starting iterative with newton 0.574651443026342"
[1] "Starting newton at: 0.402763194179843"
[1] "Newton iter: 1, lambda:0.513794049966713, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.519098070480997, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.519109982999974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519109983060003, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.519109982999974"
[1] "Starting iterative with newton 0.519109982999974"
[1] "Starting newton at: 0.387729623552366"
[1] "Newton iter: 1, lambda:0.49883757273372, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.504045574996885, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.504056847848216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504056847900981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504056847900981"
[1] "Starting iterative with newton 0.504056847900981"
[1] "Starting newton at: 0.390528904394158"
[1] "Newton iter: 1, lambda:0.49534546645726, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.499952653272671, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499961429336309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499961429368126, diff to last: 0"
[1] "Final threshold is: 0.0439703323434049"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 0.830773724933668"
[1] "Newton iter: 1, lambda:0.810433416974533, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.810668165573498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810668197119605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.810668197119605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810668197119605"
[1] "Starting iterative with newton 0.810668197119605"
[1] "Starting newton at: 0.672654207715919"
[1] "Newton iter: 1, lambda:0.626976572482743, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.62798417036575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627984667636745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627984667636866, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627984667636745"
[1] "Starting iterative with newton 0.627984667636745"
[1] "Starting newton at: 0.636096443838693"
[1] "Newton iter: 1, lambda:0.571832009147178, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.573715837189284, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.57371748489633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57371748489759, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57371748489759"
[1] "Starting iterative with newton 0.57371748489759"
[1] "Starting newton at: 0.665605363723889"
[1] "Newton iter: 1, lambda:0.551598831757525, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.55734735039556, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.557362449656338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557362449760374, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.557362449656338"
[1] "Starting iterative with newton 0.557362449656338"
[1] "Starting newton at: 0.670397128923964"
[1] "Newton iter: 1, lambda:0.545556888188699, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.552394011109118, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.552415265091941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552415265297014, diff to last: 0"
[1] "Final threshold is: 0.0485835133920375"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 0.969868958722496"
[1] "Newton iter: 1, lambda:0.943670117965994, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.94416827146646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.944168454079036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.944168454079061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.944168454079036"
[1] "Starting iterative with newton 0.944168454079036"
[1] "Starting newton at: 0.801795945762251"
[1] "Newton iter: 1, lambda:0.873219745760432, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.876870275100185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.876879558613869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876879558673809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.876879558613869"
[1] "Starting iterative with newton 0.876879558613869"
[1] "Starting newton at: 0.802388888649659"
[1] "Newton iter: 1, lambda:0.847772642692903, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.849197027412785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.849198406182669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84919840618396, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.84919840618396"
[1] "Starting iterative with newton 0.84919840618396"
[1] "Starting newton at: 0.801791407480171"
[1] "Newton iter: 1, lambda:0.836976293704836, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.83782053454532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.837821014022262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.837821014022417, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.837821014022262"
[1] "Starting iterative with newton 0.837821014022262"
[1] "Starting newton at: 0.813168799641869"
[1] "Newton iter: 1, lambda:0.832884249882906, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.833146663429082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.833146709553301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.833146709553302, diff to last: 0"
[1] "Final threshold is: 0.0732731278060862"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 0.88946935180234"
[1] "Newton iter: 1, lambda:1.00562258101126, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01694920863311, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.01705183681501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01705184518758, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01705183681501"
[1] "Starting iterative with newton 1.01705183681501"
[1] "Starting newton at: 1.17417813911908"
[1] "Newton iter: 1, lambda:1.01336268096622, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.03195945951281, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.03224015710418, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03224022039279, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0322402203928, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0322402203928"
[1] "Starting iterative with newton 1.0322402203928"
[1] "Starting newton at: 1.17192808646104"
[1] "Newton iter: 1, lambda:1.02287453198819, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.03905848756652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.03927181418518, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03927185091157, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03927185091157, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03927185091157"
[1] "Starting iterative with newton 1.03927185091157"
[1] "Starting newton at: 1.16715600778403"
[1] "Newton iter: 1, lambda:1.02814946323557, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.04235951702457, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04252416138805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04252418331193, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04252418331193, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04252418331193"
[1] "Starting iterative with newton 1.04252418331193"
[1] "Starting newton at: 1.16763944378468"
[1] "Newton iter: 1, lambda:1.02988872559393, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.04386831159897, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04402780089761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04402782149077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04402782149077, diff to last: 0"
[1] "Final threshold is: 0.091819581846868"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 0.942110258408979"
[1] "Newton iter: 1, lambda:0.989901616249596, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.991742960516001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99174563155019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.991745631555805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99174563155019"
[1] "Starting iterative with newton 0.99174563155019"
[1] "Starting newton at: 0.948012920496739"
[1] "Newton iter: 1, lambda:0.987117995238326, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.988342466707572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.98834364438513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.988343644386219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.988343644386219"
[1] "Starting iterative with newton 0.988343644386219"
[1] "Starting newton at: 0.947863820473553"
[1] "Newton iter: 1, lambda:0.985630464492264, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.986770391950572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986771411334993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986771411335807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.986771411334993"
[1] "Starting iterative with newton 0.986771411334993"
[1] "Starting newton at: 0.948147479460473"
[1] "Newton iter: 1, lambda:0.984961905839137, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.98604395547096, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986044873425733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986044873426393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.986044873426393"
[1] "Starting iterative with newton 0.986044873426393"
[1] "Starting newton at: 0.948874017369073"
[1] "Newton iter: 1, lambda:0.984685216706348, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.985708330367298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.985709150810572, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9857091508111, diff to last: 0"
[1] "Final threshold is: 0.0866906053385664"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.865981118164301"
[1] "Starting iterative with newton 0.865981118164301"
[1] "Starting newton at: 1.05250382431586"
[1] "Newton iter: 1, lambda:1.13265858478061, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.13895584259753, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13899308001103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13899308130766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13899308130766"
[1] "Starting iterative with newton 1.13899308130766"
[1] "Starting newton at: 1.3466383650818"
[1] "Newton iter: 1, lambda:1.30156002010748, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.30359234756584, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30359664670366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30359664672287, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30359664670366"
[1] "Starting iterative with newton 1.30359664670366"
[1] "Starting newton at: 1.33199483385467"
[1] "Newton iter: 1, lambda:1.39830896205022, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.40342919606973, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.40345828612769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4034582870625, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4034582870625"
[1] "Starting iterative with newton 1.4034582870625"
[1] "Starting newton at: 1.32704792063639"
[1] "Newton iter: 1, lambda:1.44619857030703, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.46399395561994, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46436268198853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46436283782245, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46436283782248, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46436283782245"
[1] "Starting iterative with newton 1.46436283782245"
[1] "Starting newton at: 1.31396662125228"
[1] "Newton iter: 1, lambda:1.46901934796778, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.50047921927039, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.50167251327546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50167418337769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50167418338096, diff to last: 0"
[1] "Final threshold is: 0.132068413761999"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.50636261781477"
[1] "Newton iter: 1, lambda:1.32352694300801, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.3557769597231, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.35703658787048, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3570384598053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35703845980943, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3570384598053"
[1] "Starting iterative with newton 1.3570384598053"
[1] "Starting newton at: 1.34017262366827"
[1] "Newton iter: 1, lambda:1.66405837603455, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.84703796415215, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.90772263983003, diff to last: 0.061"
[1] "Newton iter: 4, lambda:1.91384289315406, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.91390117741614, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91390118265937, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91390118265937"
[1] "Starting iterative with newton 1.91390118265937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625583"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.25192878711919"
[1] "Newton iter: 1, lambda:1.21499847684667, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.21633676703223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21633857823494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21633857823825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21633857823825"
[1] "Starting iterative with newton 1.21633857823825"
[1] "Starting newton at: 1.70972551656318"
[1] "Newton iter: 1, lambda:1.42795007662199, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.49516165955349, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.50085641207428, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.50089517165374, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50089517343948, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50089517343948"
[1] "Starting iterative with newton 1.50089517343948"
[1] "Starting newton at: 1.66999419218361"
[1] "Newton iter: 1, lambda:1.6912053472057, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.69180976632521, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69181024622781, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69181024622811, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69181024622811"
[1] "Starting iterative with newton 1.69181024622811"
[1] "Starting newton at: 1.64759524874396"
[1] "Newton iter: 1, lambda:1.78740277827827, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.81861749798869, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.82003129719631, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.82003409838025, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82003409839123, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82003409839123"
[1] "Starting iterative with newton 1.82003409839123"
[1] "Starting newton at: 1.6376916837711"
[1] "Newton iter: 1, lambda:1.83355837746556, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.89959970148947, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90647167704865, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.90654117240429, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90654117945012, diff to last: 0"
[1] "Final threshold is: 0.167675432659448"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32458385905136"
[1] "Newton iter: 1, lambda:1.47261579437413, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.5054761489748, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.50697683802694, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50697987223573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50697987224811, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50697987223573"
[1] "Starting iterative with newton 1.50697987223573"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625583"
threshold is:
[{'ad': 0.005947367054837417, 'da': 0.010845705159249696, 'dd': 0.017412123721562936}, {'ad': 0.016291931674754484, 'da': 0.021268594786134506, 'dd': 0.037552410523595585}, {'ad': 0.043970332343404916, 'da': 0.04858351339203751, 'dd': 0.07327312780608622}, {'ad': 0.09181958184686798, 'da': 0.08669060533856643, 'dd': 0.13206841376199904}, {'ad': 0.38744940062558253, 'da': 0.16767543265944818, 'dd': 0.38744940062558253}]
Number of points in noise estimation: 128
Estimated noise: 0.08794744906977099
0.08794744906977099
threshold is:
[{'ad': 0.016603681924923563, 'da': 0.014526247212537688, 'dd': 0.017652598624746524}, {'ad': 0.011913316143866037, 'da': 0.02259432588391391, 'dd': 0.03288271886165961}, {'ad': 0.029278672017144736, 'da': 0.04652270912141811, 'dd': 0.06567867136747574}, {'ad': 0.07539921705123875, 'da': 0.07338298421066032, 'dd': 0.08442441200695695}, {'ad': 0.3874494006255825, 'da': 0.09092889347575255, 'dd': 0.3874494006255825}]
['baboon256', 0.075, 3, 0.005583776493674201, 0.0038721602363043055, 0.0035505354548636143, 0.009213651022444244, 0.004432974021430976, 0.0046810779916525635, 0.0044329740171875865, 0.0046810779916525635, 22.530719738925313, 24.120466791779847, 24.49706146224715, 20.355682411713545, 23.53304813790274, 23.296541230122344, 23.53304814205995, 23.296541230122344]
baboon256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.0877182266170465
0.0877182266170465
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.253588375304958"
[1] "Newton iter: 1, lambda:0.150471427735652, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.151316178312648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.151316235542503, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151316235542503, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.151316235542503"
[1] "Starting iterative with newton 0.151316235542503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0744514546320614, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0748085869630961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0748085951732244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0748085951732244"
[1] "Starting iterative with newton 0.0748085951732244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0708522958728885, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0711696238005069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0711696301610782, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0711696301610782"
[1] "Starting iterative with newton 0.0711696301610782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706803122357717, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709958033227597, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709958096040181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0709958096040181"
[1] "Starting iterative with newton 0.0709958096040181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706720959366037, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709874994177143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709875056952032, diff to last: 0"
[1] "Final threshold is: 0.00622689811155071"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.423763841335069"
[1] "Newton iter: 1, lambda:0.306359490693361, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.308815138317025, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.308816234839191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30881623483941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.308816234839191"
[1] "Starting iterative with newton 0.308816234839191"
[1] "Starting newton at: 0.125661530146731"
[1] "Newton iter: 1, lambda:0.146788199524695, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.146839125515173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146839125810957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146839125515173"
[1] "Starting iterative with newton 0.146839125515173"
[1] "Starting newton at: 0.2463061071486"
[1] "Newton iter: 1, lambda:0.133547344603362, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.134929222488476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.134929430687011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134929430687016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134929430687011"
[1] "Starting iterative with newton 0.134929430687011"
[1] "Starting newton at: 0.258215801976762"
[1] "Newton iter: 1, lambda:0.132295864370527, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.134012962294838, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134013282754491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134013282754502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134013282754491"
[1] "Starting iterative with newton 0.134013282754491"
[1] "Starting newton at: 0.259131949909282"
[1] "Newton iter: 1, lambda:0.132197864500069, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.13394224945447, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13394258010109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133942580101102, diff to last: 0"
[1] "Final threshold is: 0.0117492055949804"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.718934887614586"
[1] "Newton iter: 1, lambda:0.503324082150329, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.519637969523604, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.519738459253542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519738463050663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519738463050663"
[1] "Starting iterative with newton 0.519738463050663"
[1] "Starting newton at: 0.0931026600661918"
[1] "Newton iter: 1, lambda:0.218373641691877, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.221009178757714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.221010342059084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221010342059311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221010342059311"
[1] "Starting iterative with newton 0.221010342059311"
[1] "Starting newton at: 0.0998373393697258"
[1] "Newton iter: 1, lambda:0.192359159566159, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.193670295474172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.193670558190295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193670558190306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193670558190295"
[1] "Starting iterative with newton 0.193670558190295"
[1] "Starting newton at: 0.127177123238742"
[1] "Newton iter: 1, lambda:0.190426544137861, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.191034172896446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191034228879316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191034228879317, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191034228879317"
[1] "Starting iterative with newton 0.191034228879317"
[1] "Starting newton at: 0.12981345254972"
[1] "Newton iter: 1, lambda:0.190224394945421, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.190778260210754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190778306690125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190778306690126, diff to last: 0"
[1] "Final threshold is: 0.0167347347398608"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.5649970296126"
[1] "Newton iter: 1, lambda:0.588834963666802, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.589052494584958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589052512582615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589052512582615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589052512582615"
[1] "Starting iterative with newton 0.589052512582615"
[1] "Starting newton at: 0.238353079686947"
[1] "Newton iter: 1, lambda:0.237723959751681, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.237724037351805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237724037351806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237724037351805"
[1] "Starting iterative with newton 0.237724037351805"
[1] "Starting newton at: 0.305236672902832"
[1] "Newton iter: 1, lambda:0.190558991918986, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.192841456570019, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.192842365050555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192842365050699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192842365050555"
[1] "Starting iterative with newton 0.192842365050555"
[1] "Starting newton at: 0.331720531741752"
[1] "Newton iter: 1, lambda:0.183198193484128, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.186961889903899, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18696432184045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186964321841465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18696432184045"
[1] "Starting iterative with newton 0.18696432184045"
[1] "Starting newton at: 0.337598574951856"
[1] "Newton iter: 1, lambda:0.18207308821887, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.186190216920042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186193121061411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186193121062856, diff to last: 0"
[1] "Final threshold is: 0.0163325303878"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0.651476960106531"
[1] "Newton iter: 1, lambda:0.5842131517945, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.585865365425001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.585866382959085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585866382959471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585866382959085"
[1] "Starting iterative with newton 0.585866382959085"
[1] "Starting newton at: 0.205508904794906"
[1] "Newton iter: 1, lambda:0.309257639558252, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.311982922892762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.311984789490357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311984789491233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311984789490357"
[1] "Starting iterative with newton 0.311984789490357"
[1] "Starting newton at: 0.202470387250341"
[1] "Newton iter: 1, lambda:0.268145778503781, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.269144176853859, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269144406808001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269144406808013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269144406808001"
[1] "Starting iterative with newton 0.269144406808001"
[1] "Starting newton at: 0.245310769932698"
[1] "Newton iter: 1, lambda:0.262299219169873, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.26236490919665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262364910177891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262364910177891"
[1] "Starting iterative with newton 0.262364910177891"
[1] "Starting newton at: 0.252090266562807"
[1] "Newton iter: 1, lambda:0.261270383373697, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.261289512877313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261289512960334, diff to last: 0"
[1] "Final threshold is: 0.0229198527105123"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0.630156887391676"
[1] "Newton iter: 1, lambda:0.722834306362777, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.727534969835689, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.727546739540817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727546739614482, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727546739540817"
[1] "Starting iterative with newton 0.727546739540817"
[1] "Starting newton at: 0.45284187514432"
[1] "Newton iter: 1, lambda:0.489844531319716, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.490389677335523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.490389794992566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490389794992571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490389794992566"
[1] "Starting iterative with newton 0.490389794992566"
[1] "Starting newton at: 0.510902716084001"
[1] "Newton iter: 1, lambda:0.428788174524113, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.431216018794497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.43121816964419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431218169645877, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431218169645877"
[1] "Starting iterative with newton 0.431218169645877"
[1] "Starting newton at: 0.316530848465259"
[1] "Newton iter: 1, lambda:0.413024176006955, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.41638139049812, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.416385418351246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416385418357042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.416385418351246"
[1] "Starting iterative with newton 0.416385418351246"
[1] "Starting newton at: 0.306231980641865"
[1] "Newton iter: 1, lambda:0.408884555774987, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.412664731160484, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.41266981108632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412669811095489, diff to last: 0"
[1] "Final threshold is: 0.0361986640068835"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0.685114175262799"
[1] "Newton iter: 1, lambda:0.76636468424118, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.77014440649488, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.770152381779514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770152381814972, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770152381779514"
[1] "Starting iterative with newton 0.770152381779514"
[1] "Starting newton at: 0.444465623972271"
[1] "Newton iter: 1, lambda:0.532822751919729, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.536211032634633, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536215943048413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536215943058719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.536215943058719"
[1] "Starting iterative with newton 0.536215943058719"
[1] "Starting newton at: 0.504338324839133"
[1] "Newton iter: 1, lambda:0.473744632959554, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.474113153172734, diff to last: 0"
[1] "Newton iter: 3, lambda:0.474113206938269, diff to last: 0"
[1] "Newton iter: 4, lambda:0.47411320693827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.474113206938269"
[1] "Starting iterative with newton 0.474113206938269"
[1] "Starting newton at: 0.523452669104477"
[1] "Newton iter: 1, lambda:0.455717870472667, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.457474664471872, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.457475860941409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.457475860941963, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.457475860941409"
[1] "Starting iterative with newton 0.457475860941409"
[1] "Starting newton at: 0.52896999350209"
[1] "Newton iter: 1, lambda:0.450681266001027, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.453010267167485, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.453012358073591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453012358075276, diff to last: 0"
[1] "Final threshold is: 0.0397374406858219"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 0.657526962381254"
[1] "Newton iter: 1, lambda:0.7821670087537, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.791466603798325, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.791516482601847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791516484031567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791516482601847"
[1] "Starting iterative with newton 0.791516482601847"
[1] "Starting newton at: 0.587927220276766"
[1] "Newton iter: 1, lambda:0.621364067711354, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.621911300815426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.621911446177349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621911446177359, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.621911446177359"
[1] "Starting iterative with newton 0.621911446177359"
[1] "Starting newton at: 0.61813543840573"
[1] "Newton iter: 1, lambda:0.570901659217517, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.571917337176699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.571917812583608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571917812583712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.571917812583712"
[1] "Starting iterative with newton 0.571917812583712"
[1] "Starting newton at: 0.644069797160537"
[1] "Newton iter: 1, lambda:0.553257539623873, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.556910704251025, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556916761957162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556916761973805, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556916761973805"
[1] "Starting iterative with newton 0.556916761973805"
[1] "Starting newton at: 0.657031437688992"
[1] "Newton iter: 1, lambda:0.547081331044957, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.55238249266938, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.552395192397307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552395192470107, diff to last: 0"
[1] "Final threshold is: 0.048455126668874"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 0.96115921332918"
[1] "Newton iter: 1, lambda:0.977062772100518, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.977255934034357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.977255962298383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977255962298384, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977255962298383"
[1] "Starting iterative with newton 0.977255962298383"
[1] "Starting newton at: 0.975054897002226"
[1] "Newton iter: 1, lambda:0.889186365349796, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.894190325333278, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.894208138136064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894208138361263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894208138136064"
[1] "Starting iterative with newton 0.894208138136064"
[1] "Starting newton at: 0.987328595712954"
[1] "Newton iter: 1, lambda:0.845674148314222, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.858521181426933, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.858635624704238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858635633736128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.858635624704238"
[1] "Starting iterative with newton 0.858635624704238"
[1] "Starting newton at: 0.721249158868518"
[1] "Newton iter: 1, lambda:0.834259558889674, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.843303868497471, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.843359783790283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843359785919353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.843359785919353"
[1] "Starting iterative with newton 0.843359785919353"
[1] "Starting newton at: 0.709461615596906"
[1] "Newton iter: 1, lambda:0.826994968137524, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.836730781368152, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.836795237929924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836795240743786, diff to last: 0"
[1] "Final threshold is: 0.0734021945596294"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.15870285946713"
[1] "Newton iter: 1, lambda:1.01334537777054, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.02864796526138, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.02883689645552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02883692500544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02883692500544, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02883692500544"
[1] "Starting iterative with newton 1.02883692500544"
[1] "Starting newton at: 1.15138153887312"
[1] "Newton iter: 1, lambda:1.03564491394246, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04565336353189, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04573480277294, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04573480813355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04573480277294"
[1] "Starting iterative with newton 1.04573480277294"
[1] "Starting newton at: 1.15561497165686"
[1] "Newton iter: 1, lambda:1.044199527119, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.053543474607, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.05361478088711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05361478501674, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05361478501674"
[1] "Starting iterative with newton 1.05361478501674"
[1] "Starting newton at: 1.15251757737812"
[1] "Newton iter: 1, lambda:1.04911699291029, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.05722897329809, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05728279926439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05728280162277, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05728279926439"
[1] "Starting iterative with newton 1.05728279926439"
[1] "Starting newton at: 1.1513215060325"
[1] "Newton iter: 1, lambda:1.05132912084358, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05894128968646, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05898872301934, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05898872485271, diff to last: 0"
[1] "Final threshold is: 0.0928926127907074"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 0.945065729042694"
[1] "Newton iter: 1, lambda:0.997228536497698, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.999407294923704, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999411000316743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999411000327447, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999411000316743"
[1] "Starting iterative with newton 0.999411000316743"
[1] "Starting newton at: 0.941490550611879"
[1] "Newton iter: 1, lambda:0.98254178100016, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.983868449522335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.983869807408384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983869807409806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.983869807409806"
[1] "Starting iterative with newton 0.983869807409806"
[1] "Starting newton at: 0.942475505894531"
[1] "Newton iter: 1, lambda:0.975992870187613, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.97686944495561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.976870034616559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.976870034616825, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.976870034616559"
[1] "Starting iterative with newton 0.976870034616559"
[1] "Starting newton at: 0.946707293544501"
[1] "Newton iter: 1, lambda:0.973171531397433, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.973714837017949, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.973715062980947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973715062980986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.973715062980947"
[1] "Starting iterative with newton 0.973715062980947"
[1] "Starting newton at: 0.949862265180113"
[1] "Newton iter: 1, lambda:0.971916407487161, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.972292499842393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.972292607997917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.972292607997926, diff to last: 0"
[1] "Final threshold is: 0.0852877833264412"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.32218944053496"
[1] "Newton iter: 1, lambda:1.1425021994015, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.16902475886575, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.16971048884603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16971093928538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16971093928557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16971093928557"
[1] "Starting iterative with newton 1.16971093928557"
[1] "Starting newton at: 1.2610705459663"
[1] "Newton iter: 1, lambda:1.34089167574294, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.34809040564857, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.34814591548013, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34814591876115, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34814591876115"
[1] "Starting iterative with newton 1.34814591876115"
[1] "Starting newton at: 1.2674623462462"
[1] "Newton iter: 1, lambda:1.42472860758702, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.45594920121468, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.45708309117719, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.45708454747572, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45708454747812, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45708454747572"
[1] "Starting iterative with newton 1.45708454747572"
[1] "Starting newton at: 1.79514696903282"
[1] "Newton iter: 1, lambda:1.38657715123912, diff to last: 0.409"
[1] "Newton iter: 2, lambda:1.50477924751048, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.52279883423679, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.52318620740885, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52318638344232, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52318638344235, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52318638344235"
[1] "Starting iterative with newton 1.52318638344235"
[1] "Starting newton at: 1.75372906234962"
[1] "Newton iter: 1, lambda:1.5042808855264, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.55931767630217, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.56313709456269, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.56315463574674, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56315463611531, diff to last: 0"
[1] "Final threshold is: 0.137117152575919"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.51545557826108"
[1] "Newton iter: 1, lambda:1.3172351047839, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.3542403079819, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.35589485931667, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3558980706961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35589807070818, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3558980706961"
[1] "Starting iterative with newton 1.3558980706961"
[1] "Starting newton at: 1.34122516251646"
[1] "Newton iter: 1, lambda:1.66321229798222, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.84309543814709, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.90117200370522, diff to last: 0.058"
[1] "Newton iter: 4, lambda:1.90671355302054, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.90676091333954, diff to last: 0"
[1] "Newton iter: 6, lambda:1.9067609167737, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90676091333954"
[1] "Starting iterative with newton 1.90676091333954"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.22313290899764"
[1] "Newton iter: 1, lambda:1.23925489114822, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.23952709228974, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2395271689645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23952716896451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2395271689645"
[1] "Starting iterative with newton 1.2395271689645"
[1] "Starting newton at: 1.64667456516608"
[1] "Newton iter: 1, lambda:1.52531145189146, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.54099557440999, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.54130122870777, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54130134304326, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54130134304327, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54130134304326"
[1] "Starting iterative with newton 1.54130134304326"
[1] "Starting newton at: 1.61633665622783"
[1] "Newton iter: 1, lambda:1.73034108274821, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.7500386202464, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.75057733746717, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.75057773171508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.75057773171529, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75057773171529"
[1] "Starting iterative with newton 1.75057773171529"
[1] "Starting newton at: 1.58747977562009"
[1] "Newton iter: 1, lambda:1.80392064207206, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.88456263020853, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.89491353292957, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.89507122785048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89507126398213, diff to last: 0"
[1] "Newton iter: 6, lambda:1.89507126398213, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89507122785048"
[1] "Starting iterative with newton 1.89507122785048"
[1] "Starting newton at: 1.57695741967449"
[1] "Newton iter: 1, lambda:1.84034710199171, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.9660721488842, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.99362748986966, diff to last: 0.028"
[1] "Newton iter: 4, lambda:1.99482389930828, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.99482607815425, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99482607816146, diff to last: 0"
[1] "Final threshold is: 0.174982605985128"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.3300700666138"
[1] "Newton iter: 1, lambda:1.4760693765236, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.50800869309229, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.50942567090227, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50942837689397, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50942837690382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50942837690382"
[1] "Starting iterative with newton 1.50942837690382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
threshold is:
[{'ad': 0.006226898111550711, 'da': 0.011749205594980397, 'dd': 0.01673473473986081}, {'ad': 0.01633253038780004, 'da': 0.022919852710512268, 'dd': 0.03619866400688355}, {'ad': 0.039737440685821857, 'da': 0.04845512666887395, 'dd': 0.07340219455962943}, {'ad': 0.09289261279070736, 'da': 0.08528778332644121, 'dd': 0.1371171525759189}, {'ad': 0.3864395691539775, 'da': 0.1749826059851284, 'dd': 0.3864395691539775}]
Number of points in noise estimation: 128
Estimated noise: 0.0877182266170465
0.0877182266170465
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2524604238365"
[1] "Starting iterative with newton 15.2524604238365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.27839232414259"
[1] "Starting iterative with newton 7.27839232414259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.91368593737251"
[1] "Starting iterative with newton 3.91368593737251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58008173472596"
[1] "Starting iterative with newton 3.58008173472596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 1.6069536282007"
[1] "Newton iter: 1, lambda:1.34173897396007, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.28796511840092, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.28469409425415, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.28468155755385, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28468155736944, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28468155755385"
[1] "Starting iterative with newton 1.28468155755385"
[1] "Starting newton at: 1.48734670307561"
[1] "Newton iter: 1, lambda:1.22864285425298, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.16168172299904, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.15534028853447, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.15528169917205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15528169416767, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15528169917205"
[1] "Starting iterative with newton 1.15528169917205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 1.3068891865417"
[1] "Newton iter: 1, lambda:1.10717323978881, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.05527170996426, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.05081823262033, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.05078497275821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05078497090368, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05078497275821"
[1] "Starting iterative with newton 1.05078497275821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.1375874798308"
[1] "Newton iter: 1, lambda:1.05658917270623, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.04625227174328, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04607598040005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04607592909202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04607592909202, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04607592909202"
[1] "Starting iterative with newton 1.04607592909202"
[1] "Starting newton at: 1.19257298391803"
[1] "Newton iter: 1, lambda:1.14827542138633, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.14564596509609, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14563645742262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14563645729821, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14563645729821"
[1] "Starting iterative with newton 1.14563645729821"
[1] "Starting newton at: 1.27719363407734"
[1] "Newton iter: 1, lambda:1.2970329423145, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.29662327795924, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29662310602251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29662310602247, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29662310602251"
[1] "Starting iterative with newton 1.29662310602251"
[1] "Starting newton at: 1.43868220477134"
[1] "Newton iter: 1, lambda:1.4991319967649, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.49653737777384, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.49653302916637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4965330291541, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4965330291541"
[1] "Starting iterative with newton 1.4965330291541"
[1] "Starting newton at: 1.62448795187556"
[1] "Newton iter: 1, lambda:1.68973330924856, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.68787122975655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68786997484179, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68786997484122, diff to last: 0"
[1] "Final threshold is: 0.148056960953281"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 1.18363774294613"
[1] "Newton iter: 1, lambda:1.07239783049555, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.05362569486874, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.05304535498022, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.0530447993786, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05304479937809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05304479937809"
[1] "Starting iterative with newton 1.05304479937809"
[1] "Starting newton at: 1.21001034155306"
[1] "Newton iter: 1, lambda:1.1153022102137, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.10267238270916, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10243196184046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10243187449693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10243187449691, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.10243187449691"
[1] "Starting iterative with newton 1.10243187449691"
[1] "Starting newton at: 1.24303215077145"
[1] "Newton iter: 1, lambda:1.18219757545011, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.17753016001545, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.17750149102153, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750148993787, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17750148993787"
[1] "Starting iterative with newton 1.17750148993787"
[1] "Starting newton at: 1.31141399022114"
[1] "Newton iter: 1, lambda:1.285741932666, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.28504966928967, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28504915471566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28504915471538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28504915471566"
[1] "Starting iterative with newton 1.28504915471566"
[1] "Starting newton at: 1.44156506358823"
[1] "Newton iter: 1, lambda:1.42753279041948, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.42737864193746, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42737862297989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42737862297989, diff to last: 0"
[1] "Final threshold is: 0.125207121518878"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.11998880308234"
[1] "Newton iter: 1, lambda:1.10104611518677, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.10052455247076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10052415421186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10052415421163, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10052415421163"
[1] "Starting iterative with newton 1.10052415421163"
[1] "Starting newton at: 1.48143348397173"
[1] "Newton iter: 1, lambda:1.49842118652127, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.49824539744984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49824537928285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49824537928285, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49824537928285"
[1] "Starting iterative with newton 1.49824537928285"
[1] "Starting newton at: 1.83671500632667"
[1] "Newton iter: 1, lambda:1.88186594341291, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.88167687596616, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88167687457925, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88167687457925"
[1] "Starting iterative with newton 1.88167687457925"
[1] "Starting newton at: 2.10436935525575"
[1] "Newton iter: 1, lambda:2.15576233142291, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.15621224711643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15621229139709, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15621229139709, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.15621229139709"
[1] "Starting iterative with newton 2.15621229139709"
[1] "Starting newton at: 2.34504520107817"
[1] "Newton iter: 1, lambda:2.31771972167863, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.31797985613638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31797987844095, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31797987844095, diff to last: 0"
[1] "Final threshold is: 0.203329084270837"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.55490723495485"
[1] "Newton iter: 1, lambda:1.51998800975549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51947210919775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51947198317914, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51947198317913, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51947198317913"
[1] "Starting iterative with newton 1.51947198317913"
[1] "Starting newton at: 2.21299692120618"
[1] "Newton iter: 1, lambda:2.26094387743858, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.26212135844074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.26212212190023, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26212212190055, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26212212190023"
[1] "Starting iterative with newton 2.26212212190023"
[1] "Starting newton at: 2.73386121285285"
[1] "Newton iter: 1, lambda:2.69727994952838, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.69837767779285, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69837866649595, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69837866649675, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.69837866649675"
[1] "Starting iterative with newton 2.69837866649675"
[1] "Starting newton at: 2.95643222259758"
[1] "Newton iter: 1, lambda:2.95594119394581, diff to last: 0"
[1] "Newton iter: 2, lambda:2.95594141720769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.95594141720773, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95594141720773"
[1] "Starting iterative with newton 2.95594141720773"
[1] "Starting newton at: 3.07558412287654"
[1] "Newton iter: 1, lambda:3.08593286382328, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.08603751493195, diff to last: 0"
[1] "Newton iter: 3, lambda:3.08603752557555, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08603752557555, diff to last: 0"
[1] "Final threshold is: 0.270701738083508"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.17437856060518"
[1] "Newton iter: 1, lambda:1.24762717492934, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.24157061484874, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.24153081228647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2415308105582, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2415308105582"
[1] "Starting iterative with newton 1.2415308105582"
[1] "Starting newton at: 1.87976771599425"
[1] "Newton iter: 1, lambda:1.82184416477199, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.82190982975144, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82190982952524, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82190982952524"
[1] "Starting iterative with newton 1.82190982952524"
[1] "Starting newton at: 2.27764117218099"
[1] "Newton iter: 1, lambda:2.24059246682378, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.2411428358494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24114294869312, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24114294869312, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24114294869312"
[1] "Starting iterative with newton 2.24114294869312"
[1] "Starting newton at: 2.51252854461186"
[1] "Newton iter: 1, lambda:2.47226319740796, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.47313281075816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.47313320261237, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47313320261245, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47313320261245"
[1] "Starting iterative with newton 2.47313320261245"
[1] "Starting newton at: 2.6655292696888"
[1] "Newton iter: 1, lambda:2.60859256385593, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.61053473591156, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.61053694318576, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61053694318861, diff to last: 0"
[1] "Final threshold is: 0.22899167117454"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.00508793695351"
[1] "Newton iter: 1, lambda:2.07484734781787, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.07656337254876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.07656462006609, diff to last: 0"
[1] "Newton iter: 4, lambda:2.07656462006675, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.07656462006675"
[1] "Starting iterative with newton 2.07656462006675"
[1] "Starting newton at: 2.80444978492816"
[1] "Newton iter: 1, lambda:2.84930261498783, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.85163721203396, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85164346114077, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8516434611855, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8516434611855"
[1] "Starting iterative with newton 2.8516434611855"
[1] "Starting newton at: 3.32503295055959"
[1] "Newton iter: 1, lambda:3.30778779608671, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.30818143404786, diff to last: 0"
[1] "Newton iter: 3, lambda:3.30818164278283, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30818164278288, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.30818164278283"
[1] "Starting iterative with newton 3.30818164278283"
[1] "Starting newton at: 3.61039784458416"
[1] "Newton iter: 1, lambda:3.60019946705466, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.60035089113639, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60035092497248, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60035092497248, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60035092497248"
[1] "Starting iterative with newton 3.60035092497248"
[1] "Starting newton at: 3.87373574704554"
[1] "Newton iter: 1, lambda:3.79378219815051, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.80255411127786, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.80267571884536, diff to last: 0"
[1] "Newton iter: 4, lambda:3.80267574191767, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80267574191767, diff to last: 0"
[1] "Final threshold is: 0.33356397248068"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.14805696095328066, 'da': 0.1252071215188779, 'dd': 0.20332908427083682}, {'ad': 0.2707017380835081, 'da': 0.22899167117453997, 'dd': 0.33356397248067954}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.380990177784193. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08771822661704648
0.08771822661704648
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2524604238365"
[1] "Starting iterative with newton 15.2524604238365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.2783923241426"
[1] "Starting iterative with newton 7.2783923241426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.91368593737251"
[1] "Starting iterative with newton 3.91368593737251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58008173472596"
[1] "Starting iterative with newton 3.58008173472596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 1.6069536282007"
[1] "Newton iter: 1, lambda:1.34173897396007, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.28796511840092, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.28469409425415, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.28468155755385, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28468155736944, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28468155755385"
[1] "Starting iterative with newton 1.28468155755385"
[1] "Starting newton at: 1.48734670307561"
[1] "Newton iter: 1, lambda:1.22864285425298, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.16168172299904, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.15534028853447, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.15528169917205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15528169416767, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15528169917205"
[1] "Starting iterative with newton 1.15528169917205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 1.3068891865417"
[1] "Newton iter: 1, lambda:1.10717323978881, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.05527170996426, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.05081823262033, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.05078497275821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05078497090368, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05078497275821"
[1] "Starting iterative with newton 1.05078497275821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.1375874798308"
[1] "Newton iter: 1, lambda:1.05658917270623, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.04625227174328, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04607598040005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04607592909202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04607592909202, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04607592909202"
[1] "Starting iterative with newton 1.04607592909202"
[1] "Starting newton at: 1.19257298391803"
[1] "Newton iter: 1, lambda:1.14827542138633, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.14564596509609, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14563645742262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14563645729821, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14563645742262"
[1] "Starting iterative with newton 1.14563645742262"
[1] "Starting newton at: 1.27719363407734"
[1] "Newton iter: 1, lambda:1.2970329423145, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.29662327795924, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29662310602251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29662310602248, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29662310602248"
[1] "Starting iterative with newton 1.29662310602248"
[1] "Starting newton at: 1.43868220477134"
[1] "Newton iter: 1, lambda:1.4991319967649, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.49653737777384, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.49653302916637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4965330291541, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4965330291541"
[1] "Starting iterative with newton 1.4965330291541"
[1] "Starting newton at: 1.62448795187556"
[1] "Newton iter: 1, lambda:1.68973330924856, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.68787122975655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68786997484179, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68786997484122, diff to last: 0"
[1] "Final threshold is: 0.148056960953281"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 1.18363774294613"
[1] "Newton iter: 1, lambda:1.07239783049555, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.05362569486874, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.05304535498022, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.0530447993786, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05304479937809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05304479937809"
[1] "Starting iterative with newton 1.05304479937809"
[1] "Starting newton at: 1.21001034155306"
[1] "Newton iter: 1, lambda:1.1153022102137, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.10267238270916, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10243196184046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10243187449693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10243187449691, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.10243187449693"
[1] "Starting iterative with newton 1.10243187449693"
[1] "Starting newton at: 1.24303215077145"
[1] "Newton iter: 1, lambda:1.18219757545011, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.17753016001545, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.17750149102153, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750148993787, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17750148993787"
[1] "Starting iterative with newton 1.17750148993787"
[1] "Starting newton at: 1.31141399022114"
[1] "Newton iter: 1, lambda:1.285741932666, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.28504966928967, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28504915471566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28504915471538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28504915471566"
[1] "Starting iterative with newton 1.28504915471566"
[1] "Starting newton at: 1.44156506358823"
[1] "Newton iter: 1, lambda:1.42753279041948, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.42737864193746, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42737862297989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42737862297989, diff to last: 0"
[1] "Final threshold is: 0.125207121518878"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.11998880308234"
[1] "Newton iter: 1, lambda:1.10104611518677, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.10052455247076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10052415421186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10052415421163, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10052415421163"
[1] "Starting iterative with newton 1.10052415421163"
[1] "Starting newton at: 1.48143348397173"
[1] "Newton iter: 1, lambda:1.49842118652127, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.49824539744984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49824537928285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49824537928285, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49824537928285"
[1] "Starting iterative with newton 1.49824537928285"
[1] "Starting newton at: 1.83671500632667"
[1] "Newton iter: 1, lambda:1.88186594341291, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.88167687596616, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88167687457925, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88167687457925"
[1] "Starting iterative with newton 1.88167687457925"
[1] "Starting newton at: 2.10436935525575"
[1] "Newton iter: 1, lambda:2.1557623314229, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.15621224711643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15621229139709, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15621229139709, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.15621229139709"
[1] "Starting iterative with newton 2.15621229139709"
[1] "Starting newton at: 2.34504520107817"
[1] "Newton iter: 1, lambda:2.31771972167863, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.31797985613638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31797987844095, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31797987844095, diff to last: 0"
[1] "Final threshold is: 0.203329084270837"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.55490723495485"
[1] "Newton iter: 1, lambda:1.51998800975549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51947210919775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51947198317914, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51947198317913, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51947198317914"
[1] "Starting iterative with newton 1.51947198317914"
[1] "Starting newton at: 2.21299692120618"
[1] "Newton iter: 1, lambda:2.26094387743858, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.26212135844074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.26212212190023, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26212212190055, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26212212190023"
[1] "Starting iterative with newton 2.26212212190023"
[1] "Starting newton at: 2.73386121285285"
[1] "Newton iter: 1, lambda:2.69727994952838, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.69837767779285, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69837866649595, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69837866649675, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.69837866649675"
[1] "Starting iterative with newton 2.69837866649675"
[1] "Starting newton at: 2.95643222259758"
[1] "Newton iter: 1, lambda:2.95594119394581, diff to last: 0"
[1] "Newton iter: 2, lambda:2.95594141720769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.95594141720773, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95594141720773"
[1] "Starting iterative with newton 2.95594141720773"
[1] "Starting newton at: 3.07558412287654"
[1] "Newton iter: 1, lambda:3.08593286382328, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.08603751493195, diff to last: 0"
[1] "Newton iter: 3, lambda:3.08603752557555, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08603752557555, diff to last: 0"
[1] "Final threshold is: 0.270701738083508"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.17437856060518"
[1] "Newton iter: 1, lambda:1.24762717492934, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.24157061484874, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.24153081228647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2415308105582, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2415308105582"
[1] "Starting iterative with newton 1.2415308105582"
[1] "Starting newton at: 1.87976771599425"
[1] "Newton iter: 1, lambda:1.82184416477199, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.82190982975144, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82190982952524, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82190982952524"
[1] "Starting iterative with newton 1.82190982952524"
[1] "Starting newton at: 2.27764117218099"
[1] "Newton iter: 1, lambda:2.24059246682378, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.2411428358494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24114294869312, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24114294869312, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24114294869312"
[1] "Starting iterative with newton 2.24114294869312"
[1] "Starting newton at: 2.51252854461186"
[1] "Newton iter: 1, lambda:2.47226319740796, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.47313281075816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.47313320261237, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47313320261245, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47313320261245"
[1] "Starting iterative with newton 2.47313320261245"
[1] "Starting newton at: 2.6655292696888"
[1] "Newton iter: 1, lambda:2.60859256385593, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.61053473591156, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.61053694318576, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61053694318861, diff to last: 0"
[1] "Final threshold is: 0.22899167117454"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.00508793695351"
[1] "Newton iter: 1, lambda:2.07484734781787, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.07656337254876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.07656462006608, diff to last: 0"
[1] "Newton iter: 4, lambda:2.07656462006675, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.07656462006675"
[1] "Starting iterative with newton 2.07656462006675"
[1] "Starting newton at: 2.80444978492816"
[1] "Newton iter: 1, lambda:2.84930261498783, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.85163721203396, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85164346114077, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8516434611855, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8516434611855"
[1] "Starting iterative with newton 2.8516434611855"
[1] "Starting newton at: 3.32503295055959"
[1] "Newton iter: 1, lambda:3.30778779608671, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.30818143404786, diff to last: 0"
[1] "Newton iter: 3, lambda:3.30818164278282, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30818164278288, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.30818164278282"
[1] "Starting iterative with newton 3.30818164278282"
[1] "Starting newton at: 3.61039784458416"
[1] "Newton iter: 1, lambda:3.60019946705466, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.60035089113639, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60035092497248, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60035092497248, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60035092497248"
[1] "Starting iterative with newton 3.60035092497248"
[1] "Starting newton at: 3.87373574704554"
[1] "Newton iter: 1, lambda:3.79378219815051, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.80255411127786, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.80267571884536, diff to last: 0"
[1] "Newton iter: 4, lambda:3.80267574191767, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80267574191767, diff to last: 0"
[1] "Final threshold is: 0.333563972480679"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.14805696095328064, 'da': 0.12520712151887786, 'dd': 0.2033290842708368}, {'ad': 0.27070173808350806, 'da': 0.22899167117453992, 'dd': 0.3335639724806795}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.380990177784193. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08771822661704648
0.08771822661704648
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.253588375304959"
[1] "Newton iter: 1, lambda:0.150471427735652, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.151316178312648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.151316235542503, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151316235542503, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.151316235542503"
[1] "Starting iterative with newton 0.151316235542503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0744514546320613, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0748085869630961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0748085951732244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0748085951732244"
[1] "Starting iterative with newton 0.0748085951732244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0708522958728885, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0711696238005069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0711696301610782, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0711696301610782"
[1] "Starting iterative with newton 0.0711696301610782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706803122357717, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709958033227597, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709958096040181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0709958096040181"
[1] "Starting iterative with newton 0.0709958096040181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706720959366037, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709874994177143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709875056952032, diff to last: 0"
[1] "Final threshold is: 0.00622689811155071"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.423763841335069"
[1] "Newton iter: 1, lambda:0.30635949069336, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.308815138317025, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.308816234839191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30881623483941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.308816234839191"
[1] "Starting iterative with newton 0.308816234839191"
[1] "Starting newton at: 0.125661530146731"
[1] "Newton iter: 1, lambda:0.146788199524695, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.146839125515173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146839125810957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146839125515173"
[1] "Starting iterative with newton 0.146839125515173"
[1] "Starting newton at: 0.246306107148601"
[1] "Newton iter: 1, lambda:0.133547344603362, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.134929222488476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.134929430687011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134929430687016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134929430687011"
[1] "Starting iterative with newton 0.134929430687011"
[1] "Starting newton at: 0.258215801976762"
[1] "Newton iter: 1, lambda:0.132295864370527, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.134012962294838, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134013282754491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134013282754502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134013282754502"
[1] "Starting iterative with newton 0.134013282754502"
[1] "Starting newton at: 0.259131949909271"
[1] "Newton iter: 1, lambda:0.13219786450007, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.133942249454471, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133942580101091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133942580101103, diff to last: 0"
[1] "Final threshold is: 0.0117492055949794"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.718934887614587"
[1] "Newton iter: 1, lambda:0.503324082150329, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.519637969523604, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.519738459253542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519738463050663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519738463050663"
[1] "Starting iterative with newton 0.519738463050663"
[1] "Starting newton at: 0.0931026600661921"
[1] "Newton iter: 1, lambda:0.218373641691877, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.221009178757714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.221010342059084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221010342059311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221010342059084"
[1] "Starting iterative with newton 0.221010342059084"
[1] "Starting newton at: 0.0998373393699525"
[1] "Newton iter: 1, lambda:0.192359159566144, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.193670295474151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.193670558190273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193670558190284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193670558190273"
[1] "Starting iterative with newton 0.193670558190273"
[1] "Starting newton at: 0.127177123238764"
[1] "Newton iter: 1, lambda:0.190426544137859, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.191034172896443, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191034228879314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191034228879315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191034228879314"
[1] "Starting iterative with newton 0.191034228879314"
[1] "Starting newton at: 0.129813452549723"
[1] "Newton iter: 1, lambda:0.19022439494542, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.190778260210754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190778306690125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190778306690125, diff to last: 0"
[1] "Final threshold is: 0.0167347347398608"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.5649970296126"
[1] "Newton iter: 1, lambda:0.588834963666802, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.589052494584958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589052512582615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589052512582615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589052512582615"
[1] "Starting iterative with newton 0.589052512582615"
[1] "Starting newton at: 0.238353079686948"
[1] "Newton iter: 1, lambda:0.237723959751681, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.237724037351805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237724037351806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237724037351805"
[1] "Starting iterative with newton 0.237724037351805"
[1] "Starting newton at: 0.305236672902832"
[1] "Newton iter: 1, lambda:0.190558991918986, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.192841456570019, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.192842365050555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192842365050698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192842365050555"
[1] "Starting iterative with newton 0.192842365050555"
[1] "Starting newton at: 0.331720531741752"
[1] "Newton iter: 1, lambda:0.183198193484128, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.186961889903899, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18696432184045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186964321841465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18696432184045"
[1] "Starting iterative with newton 0.18696432184045"
[1] "Starting newton at: 0.337598574951857"
[1] "Newton iter: 1, lambda:0.18207308821887, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.186190216920042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186193121061411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186193121062856, diff to last: 0"
[1] "Final threshold is: 0.0163325303878"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0.651476960106531"
[1] "Newton iter: 1, lambda:0.5842131517945, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.585865365425001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.585866382959085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585866382959471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585866382959085"
[1] "Starting iterative with newton 0.585866382959085"
[1] "Starting newton at: 0.205508904794906"
[1] "Newton iter: 1, lambda:0.309257639558252, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.311982922892762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.311984789490357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311984789491233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311984789490357"
[1] "Starting iterative with newton 0.311984789490357"
[1] "Starting newton at: 0.202470387250341"
[1] "Newton iter: 1, lambda:0.268145778503781, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.269144176853858, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269144406808001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269144406808013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269144406808001"
[1] "Starting iterative with newton 0.269144406808001"
[1] "Starting newton at: 0.245310769932698"
[1] "Newton iter: 1, lambda:0.262299219169873, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.26236490919665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262364910177891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262364910177891"
[1] "Starting iterative with newton 0.262364910177891"
[1] "Starting newton at: 0.252090266562807"
[1] "Newton iter: 1, lambda:0.261270383373697, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.261289512877313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261289512960334, diff to last: 0"
[1] "Final threshold is: 0.0229198527105123"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0.630156887391676"
[1] "Newton iter: 1, lambda:0.722834306362777, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.727534969835689, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.727546739540817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727546739614481, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727546739540817"
[1] "Starting iterative with newton 0.727546739540817"
[1] "Starting newton at: 0.45284187514432"
[1] "Newton iter: 1, lambda:0.489844531319716, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.490389677335523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.490389794992566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490389794992571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490389794992566"
[1] "Starting iterative with newton 0.490389794992566"
[1] "Starting newton at: 0.510902716084002"
[1] "Newton iter: 1, lambda:0.428788174524113, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.431216018794497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.431218169644189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431218169645877, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431218169644189"
[1] "Starting iterative with newton 0.431218169644189"
[1] "Starting newton at: 0.316530848466947"
[1] "Newton iter: 1, lambda:0.413024176006672, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.416381390497698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.416385418350823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416385418356619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.416385418356619"
[1] "Starting iterative with newton 0.416385418356619"
[1] "Starting newton at: 0.306231980636493"
[1] "Newton iter: 1, lambda:0.408884555775863, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.412664731161828, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.412669811087665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412669811096835, diff to last: 0"
[1] "Final threshold is: 0.0361986640070016"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0.6851141752628"
[1] "Newton iter: 1, lambda:0.76636468424118, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.770144406494879, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.770152381779514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770152381814972, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770152381779514"
[1] "Starting iterative with newton 0.770152381779514"
[1] "Starting newton at: 0.444465623972271"
[1] "Newton iter: 1, lambda:0.532822751919729, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.536211032634633, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536215943048412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536215943058718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.536215943048412"
[1] "Starting iterative with newton 0.536215943048412"
[1] "Starting newton at: 0.50433832484944"
[1] "Newton iter: 1, lambda:0.473744632956477, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.474113153169977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.474113206935512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474113206935513, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.474113206935512"
[1] "Starting iterative with newton 0.474113206935512"
[1] "Starting newton at: 0.523452669107235"
[1] "Newton iter: 1, lambda:0.455717870471739, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.457474664471132, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.457475860940669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.457475860941224, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.457475860940669"
[1] "Starting iterative with newton 0.457475860940669"
[1] "Starting newton at: 0.52896999350283"
[1] "Newton iter: 1, lambda:0.45068126600077, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.453010267167287, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.453012358073392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453012358075077, diff to last: 0"
[1] "Final threshold is: 0.0397374406858044"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 0.657526962381254"
[1] "Newton iter: 1, lambda:0.7821670087537, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.791466603798325, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.791516482601847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791516484031567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791516484031567"
[1] "Starting iterative with newton 0.791516484031567"
[1] "Starting newton at: 0.587927218847045"
[1] "Newton iter: 1, lambda:0.62136406806789, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.621911301230904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.621911446592858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621911446592868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.621911446592858"
[1] "Starting iterative with newton 0.621911446592858"
[1] "Starting newton at: 0.618135437990232"
[1] "Newton iter: 1, lambda:0.570901659365707, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.571917337300929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.571917812707816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571917812707921, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.571917812707816"
[1] "Starting iterative with newton 0.571917812707816"
[1] "Starting newton at: 0.644069797036434"
[1] "Newton iter: 1, lambda:0.553257539675071, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.556910704288441, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556916761994532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556916762011175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556916761994532"
[1] "Starting iterative with newton 0.556916761994532"
[1] "Starting newton at: 0.657031437668265"
[1] "Newton iter: 1, lambda:0.547081331054016, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.552382492675647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.55239519240356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552395192476361, diff to last: 0"
[1] "Final threshold is: 0.0484551266694225"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 0.96115921332918"
[1] "Newton iter: 1, lambda:0.977062772100518, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.977255934034357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.977255962298383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977255962298384, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977255962298383"
[1] "Starting iterative with newton 0.977255962298383"
[1] "Starting newton at: 0.975054897002226"
[1] "Newton iter: 1, lambda:0.889186365349796, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.894190325333277, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.894208138136064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894208138361262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894208138361262"
[1] "Starting iterative with newton 0.894208138361262"
[1] "Starting newton at: 0.987328595487757"
[1] "Newton iter: 1, lambda:0.845674148478906, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.858521181524762, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.858635624800883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858635633832772, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.858635633832772"
[1] "Starting iterative with newton 0.858635633832772"
[1] "Starting newton at: 0.721249149739984"
[1] "Newton iter: 1, lambda:0.834259560941197, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.843303872396537, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.843359787712419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843359789841492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.843359787712419"
[1] "Starting iterative with newton 0.843359787712419"
[1] "Starting newton at: 0.70946161380384"
[1] "Newton iter: 1, lambda:0.826994968529227, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.836730782133849, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.836795238700625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836795241514488, diff to last: 0"
[1] "Final threshold is: 0.073402194627234"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.15870285946713"
[1] "Newton iter: 1, lambda:1.01334537777054, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.02864796526138, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.02883689645552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02883692500544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02883692500544, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02883692500544"
[1] "Starting iterative with newton 1.02883692500544"
[1] "Starting newton at: 1.15138153887312"
[1] "Newton iter: 1, lambda:1.03564491394246, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04565336353189, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04573480277294, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04573480813355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04573480813355"
[1] "Starting iterative with newton 1.04573480813355"
[1] "Starting newton at: 1.15561496629626"
[1] "Newton iter: 1, lambda:1.04419953113306, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.05354347712651, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.05361478338386, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05361478751349, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05361478338386"
[1] "Starting iterative with newton 1.05361478338386"
[1] "Starting newton at: 1.152517579011"
[1] "Newton iter: 1, lambda:1.04911699172282, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.05722897253287, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05728279850476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05728280086313, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05728279850476"
[1] "Starting iterative with newton 1.05728279850476"
[1] "Starting newton at: 1.15132150679214"
[1] "Newton iter: 1, lambda:1.05132912029811, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05894128933091, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05898872266615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05898872449952, diff to last: 0"
[1] "Final threshold is: 0.0928926129205455"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 0.945065729042694"
[1] "Newton iter: 1, lambda:0.997228536497698, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.999407294923704, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999411000316743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999411000327447, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999411000316743"
[1] "Starting iterative with newton 0.999411000316743"
[1] "Starting newton at: 0.941490550611879"
[1] "Newton iter: 1, lambda:0.982541781000159, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.983868449522335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.983869807408384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983869807409806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.983869807409806"
[1] "Starting iterative with newton 0.983869807409806"
[1] "Starting newton at: 0.942475505894531"
[1] "Newton iter: 1, lambda:0.975992870187613, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.976869444955609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.976870034616558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.976870034616825, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.976870034616825"
[1] "Starting iterative with newton 0.976870034616825"
[1] "Starting newton at: 0.946707293544235"
[1] "Newton iter: 1, lambda:0.973171531397538, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.973714837018068, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.973715062981067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973715062981106, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.973715062981067"
[1] "Starting iterative with newton 0.973715062981067"
[1] "Starting newton at: 0.949862265179993"
[1] "Newton iter: 1, lambda:0.971916407487209, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.972292499842447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.972292607997971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97229260799798, diff to last: 0"
[1] "Final threshold is: 0.0852877833264451"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.32218944053496"
[1] "Newton iter: 1, lambda:1.1425021994015, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.16902475886575, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.16971048884603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16971093928537, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16971093928557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16971093928557"
[1] "Starting iterative with newton 1.16971093928557"
[1] "Starting newton at: 1.26107054596631"
[1] "Newton iter: 1, lambda:1.34089167574294, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.34809040564857, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.34814591548013, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34814591876115, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34814591548013"
[1] "Starting iterative with newton 1.34814591548013"
[1] "Starting newton at: 1.26746234952722"
[1] "Newton iter: 1, lambda:1.42472860723568, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.45594919933335, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.45708308918197, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4570845454802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4570845454826, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4570845454802"
[1] "Starting iterative with newton 1.4570845454802"
[1] "Starting newton at: 1.79514697102834"
[1] "Newton iter: 1, lambda:1.38657714602716, diff to last: 0.409"
[1] "Newton iter: 2, lambda:1.5047792453207, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.5227988329881, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.52318620620071, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52318638223421, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52318638223424, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52318638223421"
[1] "Starting iterative with newton 1.52318638223421"
[1] "Starting newton at: 1.75372906355776"
[1] "Newton iter: 1, lambda:1.50428088341907, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.55931767540123, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.56313709383154, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.56315463501714, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56315463538571, diff to last: 0"
[1] "Final threshold is: 0.137117152544251"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.51545557826108"
[1] "Newton iter: 1, lambda:1.3172351047839, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.3542403079819, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.35589485931667, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3558980706961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35589807070818, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35589807070818"
[1] "Starting iterative with newton 1.35589807070818"
[1] "Starting newton at: 1.34122516250438"
[1] "Newton iter: 1, lambda:1.66321229797763, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.84309543815069, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.90117200371458, diff to last: 0.058"
[1] "Newton iter: 4, lambda:1.90671355303106, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.90676091335008, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90676091678423, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90676091335008"
[1] "Starting iterative with newton 1.90676091335008"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.22313290899764"
[1] "Newton iter: 1, lambda:1.23925489114822, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.23952709228974, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2395271689645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23952716896451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2395271689645"
[1] "Starting iterative with newton 1.2395271689645"
[1] "Starting newton at: 1.64667456516608"
[1] "Newton iter: 1, lambda:1.52531145189146, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.54099557440999, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.54130122870777, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54130134304326, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54130134304327, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54130134304327"
[1] "Starting iterative with newton 1.54130134304327"
[1] "Starting newton at: 1.61633665622781"
[1] "Newton iter: 1, lambda:1.73034108274822, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.75003862024641, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.75057733746718, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.75057773171509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.7505777317153, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75057773171509"
[1] "Starting iterative with newton 1.75057773171509"
[1] "Starting newton at: 1.58747977562029"
[1] "Newton iter: 1, lambda:1.80392064207209, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.88456263020843, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.89491353292943, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.89507122785034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89507126398199, diff to last: 0"
[1] "Newton iter: 6, lambda:1.89507126398199, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89507122785034"
[1] "Starting iterative with newton 1.89507122785034"
[1] "Starting newton at: 1.57695741967463"
[1] "Newton iter: 1, lambda:1.84034710199176, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.96607214888416, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.99362748986957, diff to last: 0.028"
[1] "Newton iter: 4, lambda:1.99482389930818, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.99482607815415, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99482607816136, diff to last: 0"
[1] "Final threshold is: 0.174982605985753"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.3300700666138"
[1] "Newton iter: 1, lambda:1.4760693765236, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.50800869309229, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.50942567090227, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50942837689397, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50942837690382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50942837690382"
[1] "Starting iterative with newton 1.50942837690382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
threshold is:
[{'ad': 0.006226898111550709, 'da': 0.011749205594979427, 'dd': 0.01673473473986081}, {'ad': 0.016332530387800036, 'da': 0.02291985271051226, 'dd': 0.03619866400700157}, {'ad': 0.03973744068580443, 'da': 0.04845512666942249, 'dd': 0.07340219462723396}, {'ad': 0.09289261292054547, 'da': 0.08528778332644513, 'dd': 0.13711715254425064}, {'ad': 0.3864395691539774, 'da': 0.17498260598575255, 'dd': 0.3864395691539774}]
Number of points in noise estimation: 128
Estimated noise: 0.0877182266170465
0.0877182266170465
threshold is:
[{'ad': 0.004735678313597447, 'da': 0.003252651839330508, 'dd': 0.03120443016871187}, {'ad': 0.013751321239321435, 'da': 0.02213350931147145, 'dd': 0.025471617042169256}, {'ad': 0.027395991550526855, 'da': 0.0393809090381452, 'dd': 0.054979107053209436}, {'ad': 0.062712212510035, 'da': 0.06142308609495207, 'dd': 0.0985167855412135}, {'ad': 0.3864395691539775, 'da': 0.10206365699593188, 'dd': 0.3864395691539775}]
['baboon256', 0.075, 4, 0.005588664707806035, 0.003919402471098663, 0.0036015682448151632, 0.00921529392982174, 0.004515583293228977, 0.00469856696448203, 0.004515583293531409, 0.00469856696448203, 22.526919451197692, 24.067801378991366, 24.43508351520128, 20.35490808023438, 23.452861424337968, 23.280345791528305, 23.4528614240471, 23.280345791528305]
peppers256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286158114669246, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286322130681661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286322130735541, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286322130735541"
[1] "Starting iterative with newton 0.0286322130735541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0132513532237284, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0132528988500094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132528988500304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0132528988500304"
[1] "Starting iterative with newton 0.0132528988500304"
[1] "Starting newton at: 0.00584783370722928"
[1] "Newton iter: 1, lambda:0.0132242152719773, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246907129146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246907129166, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0132246907129146"
[1] "Starting iterative with newton 0.0132246907129146"
[1] "Starting newton at: 0.00587604184434508"
[1] "Newton iter: 1, lambda:0.0132241662693505, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246380684141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246380684161, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0132246380684161"
[1] "Starting iterative with newton 0.0132246380684161"
[1] "Starting newton at: 0.0058760944888436"
[1] "Newton iter: 1, lambda:0.0132241661778777, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246379701577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246379701596, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000350426376074936"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161193661045442, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161235423988254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161235423991058, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0161235423988254"
[1] "Starting iterative with newton 0.0161235423988254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00928018865803452, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00928082446981053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00928082446981351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00928082446981053"
[1] "Starting iterative with newton 0.00928082446981053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923130135083991, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923193131785413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923193131785706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00923193131785413"
[1] "Starting iterative with newton 0.00923193131785413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923095141077431, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923158133593575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923158133593868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00923158133593575"
[1] "Starting iterative with newton 0.00923158133593575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923094890583771, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923157883069956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0092315788307025, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000244618319412004"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0624814965297208, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626197174114941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626197180874283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0626197174114941"
[1] "Starting iterative with newton 0.0626197174114941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357326683994126, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357644913547342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0357644913799672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0357644913799672"
[1] "Starting iterative with newton 0.0357644913799672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352924739279412, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353234559775874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353234560014571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353234559775874"
[1] "Starting iterative with newton 0.0353234559775874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352851172472523, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353160854288262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353160854526737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0353160854526737"
[1] "Starting iterative with newton 0.0353160854526737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352849942688266, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353159622186237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353159622424709, diff to last: 0"
[1] "Final threshold is: 0.000935802150939646"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0975052355934756"
[1] "Newton iter: 1, lambda:0.146551541203651, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.146761706940117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146761710788262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146761710788262"
[1] "Starting iterative with newton 0.146761710788262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466405846279442, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467411546213707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467411550889376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467411546213707"
[1] "Starting iterative with newton 0.0467411546213707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.042942648145868, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430247302071006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430247305069851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0430247302071006"
[1] "Starting iterative with newton 0.0430247302071006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428055382832915, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428869784228267, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428869787176102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0428869784228267"
[1] "Starting iterative with newton 0.0428869784228267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428004569830001, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428818733912486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428818736858443, diff to last: 0"
[1] "Final threshold is: 0.00113628361893224"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169213768659585"
[1] "Newton iter: 1, lambda:0.221678745547165, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.222052308291361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222052327128738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222052327128738, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.222052327128738"
[1] "Starting iterative with newton 0.222052327128738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876393807524607, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0881999520595039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0881999749678053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0881999749678053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0881999749678053"
[1] "Starting iterative with newton 0.0881999749678053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806742587571568, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811348759330723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0811348909352402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811348909352402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0811348759330723"
[1] "Starting iterative with newton 0.0811348759330723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802983106078068, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807538755296115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807538901799346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807538901799347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0807538901799346"
[1] "Starting iterative with newton 0.0807538901799346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802780122047343, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807333053247458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807333199562689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.080733319956269, diff to last: 0"
[1] "Final threshold is: 0.0021392710185802"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.287037112528718"
[1] "Newton iter: 1, lambda:0.340808751711815, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.341399615690885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341399686421641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341399686421642, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341399686421642"
[1] "Starting iterative with newton 0.341399686421642"
[1] "Starting newton at: 0.247279999307012"
[1] "Newton iter: 1, lambda:0.142420559330587, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.143765793413753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.143766015936771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143766015936777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143766015936771"
[1] "Starting iterative with newton 0.143766015936771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123731545582229, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125520996078415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125521369766163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125521369766179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125521369766179"
[1] "Starting iterative with newton 0.125521369766179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12208349390274, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123816297995317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123816646558826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12381664655884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123816646558826"
[1] "Starting iterative with newton 0.123816646558826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12192934712247, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123656907115949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123657253401005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123657253401019, diff to last: 0"
[1] "Final threshold is: 0.00327666914455295"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326520008113001"
[1] "Newton iter: 1, lambda:0.444087534106492, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.447777589470661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.44778114008368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447781140086964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.44778114008368"
[1] "Starting iterative with newton 0.44778114008368"
[1] "Starting newton at: 0.274123053229703"
[1] "Newton iter: 1, lambda:0.182569677819389, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.183843611962252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183843859786973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183843859786983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183843859786983"
[1] "Starting iterative with newton 0.183843859786983"
[1] "Starting newton at: 0.284290638261996"
[1] "Newton iter: 1, lambda:0.154445339942226, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.156804559722483, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156805342335837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156805342335923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156805342335923"
[1] "Starting iterative with newton 0.156805342335923"
[1] "Starting newton at: 0.277403771343113"
[1] "Newton iter: 1, lambda:0.151788294785393, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.153977679223906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153978347240329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153978347240391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153978347240391"
[1] "Starting iterative with newton 0.153978347240391"
[1] "Starting newton at: 0.276941062840453"
[1] "Newton iter: 1, lambda:0.151500027087299, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.15368136231218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153682024805801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153682024805862, diff to last: 0"
[1] "Final threshold is: 0.00407226535365892"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.562734880071005"
[1] "Newton iter: 1, lambda:0.504978257415991, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.505948601941257, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505948880418908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50594888041893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.505948880418908"
[1] "Starting iterative with newton 0.505948880418908"
[1] "Starting newton at: 0.226206048398645"
[1] "Newton iter: 1, lambda:0.247367417494501, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.247452574068043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247452575444648, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.247452574068043"
[1] "Starting iterative with newton 0.247452574068043"
[1] "Starting newton at: 0.226853054056697"
[1] "Newton iter: 1, lambda:0.216020352666559, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.216041357549893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216041357628924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216041357549893"
[1] "Starting iterative with newton 0.216041357549893"
[1] "Starting newton at: 0.243225463102492"
[1] "Newton iter: 1, lambda:0.211880428978243, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.212054717647943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212054723047801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.212054723047801"
[1] "Starting iterative with newton 0.212054723047801"
[1] "Starting newton at: 0.245431930606913"
[1] "Newton iter: 1, lambda:0.211340322617513, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.211546253000296, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211546260531424, diff to last: 0"
[1] "Final threshold is: 0.005605551518122"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 0.688881368074328"
[1] "Newton iter: 1, lambda:0.61699924262092, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.618906615840796, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618907994212133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618907994212852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618907994212133"
[1] "Starting iterative with newton 0.618907994212133"
[1] "Starting newton at: 0.424280209601566"
[1] "Newton iter: 1, lambda:0.435900522025528, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.435944314093795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435944314714375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435944314093795"
[1] "Starting iterative with newton 0.435944314093795"
[1] "Starting newton at: 0.432925479427718"
[1] "Newton iter: 1, lambda:0.399822804047324, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.400162933762234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.400162969880466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400162969880466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400162969880466"
[1] "Starting iterative with newton 0.400162969880466"
[1] "Starting newton at: 0.434188131319132"
[1] "Newton iter: 1, lambda:0.392383124960567, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.392920721137148, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.39292081068123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392920810681232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39292081068123"
[1] "Starting iterative with newton 0.39292081068123"
[1] "Starting newton at: 0.432962318889134"
[1] "Newton iter: 1, lambda:0.390902403599875, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.391445719516795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391445810832292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391445810832295, diff to last: 0"
[1] "Final threshold is: 0.0103725287020496"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 0.667626932639243"
[1] "Newton iter: 1, lambda:0.668528975800068, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.668529322485812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.668529322485864, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668529322485812"
[1] "Starting iterative with newton 0.668529322485812"
[1] "Starting newton at: 0.404091000823095"
[1] "Newton iter: 1, lambda:0.489716450156222, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.492443824314568, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.492446548517604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49244654852032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492446548517604"
[1] "Starting iterative with newton 0.492446548517604"
[1] "Starting newton at: 0.416625110545598"
[1] "Newton iter: 1, lambda:0.454151602415688, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.454650959756956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45465104760179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454651047601793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45465104760179"
[1] "Starting iterative with newton 0.45465104760179"
[1] "Starting newton at: 0.415813284450058"
[1] "Newton iter: 1, lambda:0.445955402797696, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.446274303738835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446274339251261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.446274339251261, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446274339251261"
[1] "Starting iterative with newton 0.446274339251261"
[1] "Starting newton at: 0.415518088597948"
[1] "Newton iter: 1, lambda:0.44411858040742, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444405045860966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444405074460208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444405074460208, diff to last: 0"
[1] "Final threshold is: 0.0117758429458577"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 0.855770387853631"
[1] "Newton iter: 1, lambda:0.704834368305994, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.714756908136605, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.714802808567677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714802809546238, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.714802809546238"
[1] "Starting iterative with newton 0.714802809546238"
[1] "Starting newton at: 0.571901418824144"
[1] "Newton iter: 1, lambda:0.578115720979486, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.578131968977014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.578131969087897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.578131969087897"
[1] "Starting iterative with newton 0.578131969087897"
[1] "Starting newton at: 0.586250758491395"
[1] "Newton iter: 1, lambda:0.544314769549269, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.545027057732354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.545027265602976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545027265602994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.545027265602976"
[1] "Starting iterative with newton 0.545027265602976"
[1] "Starting newton at: 0.590251360913672"
[1] "Newton iter: 1, lambda:0.53554109359262, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.536741630835555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536742217638932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536742217639072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.536742217638932"
[1] "Starting iterative with newton 0.536742217638932"
[1] "Starting newton at: 0.587722687053756"
[1] "Newton iter: 1, lambda:0.533473355108486, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.534652074872929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.534652639614818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.534652639614947, diff to last: 0"
[1] "Final threshold is: 0.0141672223755313"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.0660388496547"
[1] "Newton iter: 1, lambda:0.966886128520619, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.973243830063221, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.973271722384902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973271722919833, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.973271722384902"
[1] "Starting iterative with newton 0.973271722384902"
[1] "Starting newton at: 1.0725460831889"
[1] "Newton iter: 1, lambda:0.996048594756726, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.99992443718287, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.999934899160118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999934899236172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.999934899160118"
[1] "Starting iterative with newton 0.999934899160118"
[1] "Starting newton at: 1.07280851699626"
[1] "Newton iter: 1, lambda:1.00576423496062, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.00876899159426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00877529795656, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00877529798429, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00877529798429"
[1] "Starting iterative with newton 1.00877529798429"
[1] "Starting newton at: 1.07330770780328"
[1] "Newton iter: 1, lambda:1.00888965242607, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.01167118109027, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01167659062378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01167659064421, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01167659064421"
[1] "Starting iterative with newton 1.01167659064421"
[1] "Starting newton at: 1.07065641424643"
[1] "Newton iter: 1, lambda:1.01016110084556, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.0126213196698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01262555236667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01262555237918, diff to last: 0"
[1] "Final threshold is: 0.0268325456952"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.01443025162291"
[1] "Newton iter: 1, lambda:1.00871090157346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.00873425889581, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00873425928672, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00873425889581"
[1] "Starting iterative with newton 1.00873425889581"
[1] "Starting newton at: 1.01761107928335"
[1] "Newton iter: 1, lambda:1.05451379435675, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.05552813436316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05552888411224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05552888411265, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05552888411265"
[1] "Starting iterative with newton 1.05552888411265"
[1] "Starting newton at: 1.01590108760297"
[1] "Newton iter: 1, lambda:1.06927293184729, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.07142774275162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0714311469357, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07143114694419, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07143114694419"
[1] "Starting iterative with newton 1.07143114694419"
[1] "Starting newton at: 1.0223472322946"
[1] "Newton iter: 1, lambda:1.07464896379163, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.0767210179713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07672417112765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07672417113494, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07672417112765"
[1] "Starting iterative with newton 1.07672417112765"
[1] "Starting newton at: 1.02242926637332"
[1] "Newton iter: 1, lambda:1.07627071002734, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.07846995909916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07847351363152, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07847351364079, diff to last: 0"
[1] "Final threshold is: 0.0285773845701873"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 0.971167746598607"
[1] "Newton iter: 1, lambda:1.06367344412496, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.07077822615019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07081815064905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07081815190408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07081815190408"
[1] "Starting iterative with newton 1.07081815190408"
[1] "Starting newton at: 1.36812500293276"
[1] "Newton iter: 1, lambda:1.13312210026517, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.17030069847676, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.17145988087441, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17146098017139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17146098017238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17146098017238"
[1] "Starting iterative with newton 1.17146098017238"
[1] "Starting newton at: 1.36966671584969"
[1] "Newton iter: 1, lambda:1.18398946289729, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.20846436686943, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.20896946761406, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20896967904662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20896967904665, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20896967904665"
[1] "Starting iterative with newton 1.20896967904665"
[1] "Starting newton at: 1.37862860505828"
[1] "Newton iter: 1, lambda:1.19875801607788, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.22192244559651, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22237673960789, diff to last: 0"
[1] "Newton iter: 4, lambda:1.222376911456, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22237691145603, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.222376911456"
[1] "Starting iterative with newton 1.222376911456"
[1] "Starting newton at: 1.38412443564707"
[1] "Newton iter: 1, lambda:1.20318436024878, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.22662956677364, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22709585118081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22709603252616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22709603252619, diff to last: 0"
[1] "Final threshold is: 0.0325155831671471"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27431069683885"
[1] "Newton iter: 1, lambda:1.47340252790331, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.53492810670228, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.5404374440092, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54047931439746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54047931680161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54047931680161"
[1] "Starting iterative with newton 1.54047931680161"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116735982196394"
threshold is:
[{'ad': 0.0003504263760749357, 'da': 0.00024461831941200373, 'dd': 0.000935802150939646}, {'ad': 0.0011362836189322384, 'da': 0.002139271018580202, 'dd': 0.003276669144552955}, {'ad': 0.004072265353658921, 'da': 0.005605551518122005, 'dd': 0.010372528702049646}, {'ad': 0.01177584294585767, 'da': 0.01416722237553135, 'dd': 0.02683254569520002}, {'ad': 0.028577384570187266, 'da': 0.03251558316714713, 'dd': 0.11673598219639446}]
Number of points in noise estimation: 128
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.0566607954876"
[1] "Starting iterative with newton 51.0566607954876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.74025730339"
[1] "Starting iterative with newton 36.74025730339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.4123794487281"
[1] "Starting iterative with newton 32.4123794487281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.9843334719691"
[1] "Starting iterative with newton 18.9843334719691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.1675815266943"
[1] "Starting iterative with newton 14.1675815266943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65260207522346"
[1] "Starting iterative with newton 6.65260207522346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8248213765614"
[1] "Starting iterative with newton 4.8248213765614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.10576940856549"
[1] "Starting iterative with newton 4.10576940856549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 2.22187432869379"
[1] "Newton iter: 1, lambda:1.71156382690026, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.7044086290622, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70438324138244, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70438324105852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70438324105852"
[1] "Starting iterative with newton 1.70438324105852"
[1] "Starting newton at: 1.96885006048249"
[1] "Newton iter: 1, lambda:1.6096442335613, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.57917723499698, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.57859466556268, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57859444265293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5785944426529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5785944426529"
[1] "Starting iterative with newton 1.5785944426529"
[1] "Starting newton at: 1.85874229646659"
[1] "Newton iter: 1, lambda:1.50101710000138, diff to last: 0.358"
[1] "Newton iter: 2, lambda:1.45514973971932, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.45347534615697, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45347299309614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45347299309149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45347299309149"
[1] "Starting iterative with newton 1.45347299309149"
[1] "Starting newton at: 1.76955595989368"
[1] "Newton iter: 1, lambda:1.4366089367972, diff to last: 0.333"
[1] "Newton iter: 2, lambda:1.38391645258489, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.38138496316161, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38137881010665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38137881007023, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38137881007023"
[1] "Starting iterative with newton 1.38137881007023"
[1] "Starting newton at: 1.71661073952238"
[1] "Newton iter: 1, lambda:1.36832764424868, diff to last: 0.348"
[1] "Newton iter: 2, lambda:1.30048155746678, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.29560640750569, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.29557978741029, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29557978661444, diff to last: 0"
[1] "Final threshold is: 0.0343302652853422"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 1.95695684478689"
[1] "Newton iter: 1, lambda:1.58525661867992, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.55134462600325, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.55058134654641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55058094086465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55058094086453, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55058094086453"
[1] "Starting iterative with newton 1.55058094086453"
[1] "Starting newton at: 1.86337904751634"
[1] "Newton iter: 1, lambda:1.51877341978221, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.477023046025, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.47568540409593, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47568396014568, diff to last: 0"
[1] "Newton iter: 5, lambda:1.475683960144, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.475683960144"
[1] "Starting iterative with newton 1.475683960144"
[1] "Starting newton at: 1.77034721204457"
[1] "Newton iter: 1, lambda:1.45119113600269, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.40294234557359, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.40088138384586, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40087743542565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40087743541113, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40087743541113"
[1] "Starting iterative with newton 1.40087743541113"
[1] "Starting newton at: 1.69115106275234"
[1] "Newton iter: 1, lambda:1.38458336220022, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.32883607937369, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.3256754953144, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.32566484903179, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32566484891075, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32566484891075"
[1] "Starting iterative with newton 1.32566484891075"
[1] "Starting newton at: 1.61754779275325"
[1] "Newton iter: 1, lambda:1.32021920048075, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.2566945419773, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.25200732379663, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.25198065403505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25198065316991, diff to last: 0"
[1] "Final threshold is: 0.0331749756928153"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 1.61883874973983"
[1] "Newton iter: 1, lambda:1.46701498202944, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.45253833897232, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.45236991489959, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45236989172395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45236989172395, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45236989172395"
[1] "Starting iterative with newton 1.45236989172395"
[1] "Starting newton at: 1.68752276224006"
[1] "Newton iter: 1, lambda:1.53171844310915, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.51900972439543, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.51889666569771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51889665659366, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51889666569771"
[1] "Starting iterative with newton 1.51889666569771"
[1] "Starting newton at: 1.75306342742768"
[1] "Newton iter: 1, lambda:1.59075656847025, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.57932055291358, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.57924029417433, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57924029014887, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57924029014887"
[1] "Starting iterative with newton 1.57924029014887"
[1] "Starting newton at: 1.80869796387315"
[1] "Newton iter: 1, lambda:1.63308509744569, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.62180250206578, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.62173166077987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62173165793099, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62173165793099"
[1] "Starting iterative with newton 1.62173165793099"
[1] "Starting newton at: 1.86141515981682"
[1] "Newton iter: 1, lambda:1.67070381068681, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.65957548675231, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.65951249807759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65951249601583, diff to last: 0"
[1] "Final threshold is: 0.0439737519728084"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.33423406123591"
[1] "Newton iter: 1, lambda:1.32409381389413, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32399634133022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32399633222856, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32399633222856"
[1] "Starting iterative with newton 1.32399633222856"
[1] "Starting newton at: 1.80611200971479"
[1] "Newton iter: 1, lambda:1.80523481411494, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.80523468414442, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80523468414442, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80523468414442"
[1] "Starting iterative with newton 1.80523468414442"
[1] "Starting newton at: 2.09328040125427"
[1] "Newton iter: 1, lambda:2.10741847942067, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.10743964911283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10743964916589, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10743964911283"
[1] "Starting iterative with newton 2.10743964911283"
[1] "Starting newton at: 2.26110689478435"
[1] "Newton iter: 1, lambda:2.28574956487842, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.28587357849624, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28587358189666, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28587358189666"
[1] "Starting iterative with newton 2.28587358189666"
[1] "Starting newton at: 2.50544472454846"
[1] "Newton iter: 1, lambda:2.37970957324432, diff to last: 0.126"
[1] "Newton iter: 2, lambda:2.38470354430231, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.38470996743567, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38470996744641, diff to last: 0"
[1] "Final threshold is: 0.0631900301364769"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.29947628211466"
[1] "Newton iter: 1, lambda:1.32146991049621, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.32100209305782, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32100188582353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32100188582349, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32100188582349"
[1] "Starting iterative with newton 1.32100188582349"
[1] "Starting newton at: 1.7465689160001"
[1] "Newton iter: 1, lambda:1.84374108969412, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.84172230243953, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84172188994407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84172188994406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84172188994407"
[1] "Starting iterative with newton 1.84172188994407"
[1] "Starting newton at: 2.14520204154597"
[1] "Newton iter: 1, lambda:2.18512233058469, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.18539695558318, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1853969710787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1853969710787, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.1853969710787"
[1] "Starting iterative with newton 2.1853969710787"
[1] "Starting newton at: 2.33168892709376"
[1] "Newton iter: 1, lambda:2.35808970899179, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.35828344843052, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35828345947153, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35828345947153, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.35828344843052"
[1] "Starting iterative with newton 2.35828344843052"
[1] "Starting newton at: 2.53855146514514"
[1] "Newton iter: 1, lambda:2.4469051795721, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.44995189173156, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44995490915954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44995490916251, diff to last: 0"
[1] "Final threshold is: 0.0649188902033543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 1.3962157863428"
[1] "Newton iter: 1, lambda:1.35322955486189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.35169829832662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.35169623718416, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35169623718042, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35169623718042"
[1] "Starting iterative with newton 1.35169623718042"
[1] "Starting newton at: 1.91099201289595"
[1] "Newton iter: 1, lambda:1.92350620482356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.92350614542406, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92350614542406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92350614542406"
[1] "Starting iterative with newton 1.92350614542406"
[1] "Starting newton at: 2.20093008770975"
[1] "Newton iter: 1, lambda:2.27457351555899, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27587457623426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.27587507752738, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27587507752745, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.27587507752738"
[1] "Starting iterative with newton 2.27587507752738"
[1] "Starting newton at: 2.40874336922074"
[1] "Newton iter: 1, lambda:2.44477035383132, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.4452269393262, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4452270165811, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4452270165811, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4452270165811"
[1] "Starting iterative with newton 2.4452270165811"
[1] "Starting newton at: 2.57889332356102"
[1] "Newton iter: 1, lambda:2.52361498391023, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.52487796860161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52487859738311, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487859738327, diff to last: 0"
[1] "Final threshold is: 0.0669042176358069"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94880044703493"
[1] "Newton iter: 1, lambda:2.17859329474269, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.19994139357617, diff to last: 0.021"
[1] "Newton iter: 3, lambda:2.20023337893979, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20023343466036, diff to last: 0"
[1] "Newton iter: 5, lambda:2.20023343466036, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20023337893979"
[1] "Starting iterative with newton 2.20023337893979"
[1] "Starting newton at: 2.87791521061469"
[1] "Newton iter: 1, lambda:2.97880941887736, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.99171418778472, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.99191940372457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99191945521724, diff to last: 0"
[1] "Newton iter: 5, lambda:2.99191945521724, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.99191945521724"
[1] "Starting iterative with newton 2.99191945521724"
[1] "Starting newton at: 3.37903814925785"
[1] "Newton iter: 1, lambda:3.42837079853678, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.43175467670181, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.43176989748236, diff to last: 0"
[1] "Newton iter: 4, lambda:3.4317698977892, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.4317698977892"
[1] "Starting iterative with newton 3.4317698977892"
[1] "Starting newton at: 3.61694364122548"
[1] "Newton iter: 1, lambda:3.60003856421855, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.60042141230481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60042161297602, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60042161297607, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60042161297602"
[1] "Starting iterative with newton 3.60042161297602"
[1] "Starting newton at: 3.68546161970844"
[1] "Newton iter: 1, lambda:3.69722165254307, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.6974194054048, diff to last: 0"
[1] "Newton iter: 3, lambda:3.69741946047543, diff to last: 0"
[1] "Newton iter: 4, lambda:3.69741946047544, diff to last: 0"
[1] "Final threshold is: 0.0979741982568542"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03433026528534219}, {'ad': 0.03317497569281534, 'da': 0.043973751972808374, 'dd': 0.06319003013647685}, {'ad': 0.06491889020335434, 'da': 0.06690421763580692, 'dd': 0.09797419825685423}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.374188659576118. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.0566607954876"
[1] "Starting iterative with newton 51.0566607954876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.74025730339"
[1] "Starting iterative with newton 36.74025730339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.4123794487281"
[1] "Starting iterative with newton 32.4123794487281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.9843334719691"
[1] "Starting iterative with newton 18.9843334719691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.1675815266943"
[1] "Starting iterative with newton 14.1675815266943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65260207522346"
[1] "Starting iterative with newton 6.65260207522346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8248213765614"
[1] "Starting iterative with newton 4.8248213765614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.10576940856549"
[1] "Starting iterative with newton 4.10576940856549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 2.22187432869379"
[1] "Newton iter: 1, lambda:1.71156382690026, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.7044086290622, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70438324138244, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70438324105852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70438324105852"
[1] "Starting iterative with newton 1.70438324105852"
[1] "Starting newton at: 1.96885006048249"
[1] "Newton iter: 1, lambda:1.6096442335613, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.57917723499698, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.57859466556268, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57859444265293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5785944426529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5785944426529"
[1] "Starting iterative with newton 1.5785944426529"
[1] "Starting newton at: 1.85874229646659"
[1] "Newton iter: 1, lambda:1.50101710000138, diff to last: 0.358"
[1] "Newton iter: 2, lambda:1.45514973971932, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.45347534615697, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45347299309614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45347299309149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45347299309149"
[1] "Starting iterative with newton 1.45347299309149"
[1] "Starting newton at: 1.76955595989368"
[1] "Newton iter: 1, lambda:1.4366089367972, diff to last: 0.333"
[1] "Newton iter: 2, lambda:1.38391645258489, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.38138496316161, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38137881010665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38137881007023, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38137881007023"
[1] "Starting iterative with newton 1.38137881007023"
[1] "Starting newton at: 1.71661073952238"
[1] "Newton iter: 1, lambda:1.36832764424868, diff to last: 0.348"
[1] "Newton iter: 2, lambda:1.30048155746678, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.29560640750569, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.29557978741029, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29557978661444, diff to last: 0"
[1] "Final threshold is: 0.0343302652853422"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 1.95695684478689"
[1] "Newton iter: 1, lambda:1.58525661867992, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.55134462600325, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.55058134654641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55058094086465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55058094086453, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55058094086453"
[1] "Starting iterative with newton 1.55058094086453"
[1] "Starting newton at: 1.86337904751634"
[1] "Newton iter: 1, lambda:1.51877341978221, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.477023046025, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.47568540409593, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47568396014568, diff to last: 0"
[1] "Newton iter: 5, lambda:1.475683960144, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.475683960144"
[1] "Starting iterative with newton 1.475683960144"
[1] "Starting newton at: 1.77034721204457"
[1] "Newton iter: 1, lambda:1.45119113600269, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.40294234557359, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.40088138384586, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40087743542565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40087743541113, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40087743541113"
[1] "Starting iterative with newton 1.40087743541113"
[1] "Starting newton at: 1.69115106275234"
[1] "Newton iter: 1, lambda:1.38458336220022, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.32883607937369, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.3256754953144, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.32566484903179, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32566484891075, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32566484891075"
[1] "Starting iterative with newton 1.32566484891075"
[1] "Starting newton at: 1.61754779275325"
[1] "Newton iter: 1, lambda:1.32021920048075, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.2566945419773, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.25200732379663, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.25198065403505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25198065316991, diff to last: 0"
[1] "Final threshold is: 0.0331749756928153"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 1.61883874973983"
[1] "Newton iter: 1, lambda:1.46701498202944, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.45253833897232, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.45236991489959, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45236989172395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45236989172395, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45236989172395"
[1] "Starting iterative with newton 1.45236989172395"
[1] "Starting newton at: 1.68752276224006"
[1] "Newton iter: 1, lambda:1.53171844310915, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.51900972439543, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.51889666569771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51889665659366, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51889666569771"
[1] "Starting iterative with newton 1.51889666569771"
[1] "Starting newton at: 1.75306342742768"
[1] "Newton iter: 1, lambda:1.59075656847025, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.57932055291358, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.57924029417433, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57924029014887, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57924029014887"
[1] "Starting iterative with newton 1.57924029014887"
[1] "Starting newton at: 1.80869796387315"
[1] "Newton iter: 1, lambda:1.63308509744569, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.62180250206578, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.62173166077987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62173165793099, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62173165793099"
[1] "Starting iterative with newton 1.62173165793099"
[1] "Starting newton at: 1.86141515981682"
[1] "Newton iter: 1, lambda:1.67070381068681, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.65957548675231, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.65951249807759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65951249601583, diff to last: 0"
[1] "Final threshold is: 0.0439737519728084"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.33423406123591"
[1] "Newton iter: 1, lambda:1.32409381389413, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32399634133022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32399633222856, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32399633222856"
[1] "Starting iterative with newton 1.32399633222856"
[1] "Starting newton at: 1.80611200971479"
[1] "Newton iter: 1, lambda:1.80523481411494, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.80523468414442, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80523468414442, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80523468414442"
[1] "Starting iterative with newton 1.80523468414442"
[1] "Starting newton at: 2.09328040125427"
[1] "Newton iter: 1, lambda:2.10741847942067, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.10743964911283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10743964916589, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10743964911283"
[1] "Starting iterative with newton 2.10743964911283"
[1] "Starting newton at: 2.26110689478435"
[1] "Newton iter: 1, lambda:2.28574956487842, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.28587357849624, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28587358189666, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28587358189666"
[1] "Starting iterative with newton 2.28587358189666"
[1] "Starting newton at: 2.50544472454846"
[1] "Newton iter: 1, lambda:2.37970957324432, diff to last: 0.126"
[1] "Newton iter: 2, lambda:2.38470354430231, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.38470996743567, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38470996744641, diff to last: 0"
[1] "Final threshold is: 0.0631900301364769"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.29947628211466"
[1] "Newton iter: 1, lambda:1.32146991049621, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.32100209305782, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32100188582353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32100188582349, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32100188582349"
[1] "Starting iterative with newton 1.32100188582349"
[1] "Starting newton at: 1.7465689160001"
[1] "Newton iter: 1, lambda:1.84374108969412, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.84172230243953, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84172188994407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84172188994406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84172188994407"
[1] "Starting iterative with newton 1.84172188994407"
[1] "Starting newton at: 2.14520204154597"
[1] "Newton iter: 1, lambda:2.18512233058469, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.18539695558318, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1853969710787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1853969710787, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.1853969710787"
[1] "Starting iterative with newton 2.1853969710787"
[1] "Starting newton at: 2.33168892709376"
[1] "Newton iter: 1, lambda:2.35808970899179, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.35828344843052, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35828345947153, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35828345947153, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.35828344843052"
[1] "Starting iterative with newton 2.35828344843052"
[1] "Starting newton at: 2.53855146514514"
[1] "Newton iter: 1, lambda:2.4469051795721, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.44995189173156, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44995490915954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44995490916251, diff to last: 0"
[1] "Final threshold is: 0.0649188902033543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 1.3962157863428"
[1] "Newton iter: 1, lambda:1.35322955486189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.35169829832662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.35169623718416, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35169623718042, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35169623718042"
[1] "Starting iterative with newton 1.35169623718042"
[1] "Starting newton at: 1.91099201289595"
[1] "Newton iter: 1, lambda:1.92350620482356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.92350614542406, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92350614542406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92350614542406"
[1] "Starting iterative with newton 1.92350614542406"
[1] "Starting newton at: 2.20093008770975"
[1] "Newton iter: 1, lambda:2.27457351555899, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27587457623426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.27587507752738, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27587507752745, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.27587507752738"
[1] "Starting iterative with newton 2.27587507752738"
[1] "Starting newton at: 2.40874336922074"
[1] "Newton iter: 1, lambda:2.44477035383132, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.4452269393262, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4452270165811, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4452270165811, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4452270165811"
[1] "Starting iterative with newton 2.4452270165811"
[1] "Starting newton at: 2.57889332356102"
[1] "Newton iter: 1, lambda:2.52361498391023, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.52487796860161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52487859738311, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487859738327, diff to last: 0"
[1] "Final threshold is: 0.0669042176358069"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94880044703493"
[1] "Newton iter: 1, lambda:2.17859329474269, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.19994139357617, diff to last: 0.021"
[1] "Newton iter: 3, lambda:2.20023337893979, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20023343466036, diff to last: 0"
[1] "Newton iter: 5, lambda:2.20023343466036, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20023337893979"
[1] "Starting iterative with newton 2.20023337893979"
[1] "Starting newton at: 2.87791521061469"
[1] "Newton iter: 1, lambda:2.97880941887736, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.99171418778472, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.99191940372457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99191945521724, diff to last: 0"
[1] "Newton iter: 5, lambda:2.99191945521724, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.99191945521724"
[1] "Starting iterative with newton 2.99191945521724"
[1] "Starting newton at: 3.37903814925785"
[1] "Newton iter: 1, lambda:3.42837079853678, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.43175467670181, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.43176989748236, diff to last: 0"
[1] "Newton iter: 4, lambda:3.4317698977892, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.4317698977892"
[1] "Starting iterative with newton 3.4317698977892"
[1] "Starting newton at: 3.61694364122548"
[1] "Newton iter: 1, lambda:3.60003856421855, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.60042141230481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60042161297602, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60042161297607, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60042161297602"
[1] "Starting iterative with newton 3.60042161297602"
[1] "Starting newton at: 3.68546161970844"
[1] "Newton iter: 1, lambda:3.69722165254307, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.6974194054048, diff to last: 0"
[1] "Newton iter: 3, lambda:3.69741946047543, diff to last: 0"
[1] "Newton iter: 4, lambda:3.69741946047544, diff to last: 0"
[1] "Final threshold is: 0.0979741982568542"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03433026528534219}, {'ad': 0.03317497569281534, 'da': 0.043973751972808374, 'dd': 0.06319003013647685}, {'ad': 0.06491889020335434, 'da': 0.06690421763580692, 'dd': 0.09797419825685423}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.374188659576118. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286158114669246, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286322130681661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286322130735541, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286322130735541"
[1] "Starting iterative with newton 0.0286322130735541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0132513532237284, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0132528988500094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132528988500304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0132528988500304"
[1] "Starting iterative with newton 0.0132528988500304"
[1] "Starting newton at: 0.00584783370722928"
[1] "Newton iter: 1, lambda:0.0132242152719773, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246907129146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246907129166, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0132246907129146"
[1] "Starting iterative with newton 0.0132246907129146"
[1] "Starting newton at: 0.00587604184434508"
[1] "Newton iter: 1, lambda:0.0132241662693505, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246380684141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246380684161, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0132246380684161"
[1] "Starting iterative with newton 0.0132246380684161"
[1] "Starting newton at: 0.0058760944888436"
[1] "Newton iter: 1, lambda:0.0132241661778777, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246379701577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246379701596, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000350426376074936"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161193661045442, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161235423988254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161235423991058, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0161235423988254"
[1] "Starting iterative with newton 0.0161235423988254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00928018865803452, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00928082446981053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00928082446981351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00928082446981053"
[1] "Starting iterative with newton 0.00928082446981053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923130135083991, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923193131785413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923193131785706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00923193131785413"
[1] "Starting iterative with newton 0.00923193131785413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923095141077431, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923158133593575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923158133593868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00923158133593575"
[1] "Starting iterative with newton 0.00923158133593575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923094890583771, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923157883069956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0092315788307025, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000244618319412004"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0624814965297208, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626197174114941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626197180874283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0626197174114941"
[1] "Starting iterative with newton 0.0626197174114941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357326683994126, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357644913547342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0357644913799672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0357644913799672"
[1] "Starting iterative with newton 0.0357644913799672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352924739279412, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353234559775874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353234560014571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353234559775874"
[1] "Starting iterative with newton 0.0353234559775874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352851172472523, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353160854288262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353160854526737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0353160854526737"
[1] "Starting iterative with newton 0.0353160854526737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352849942688266, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353159622186237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353159622424709, diff to last: 0"
[1] "Final threshold is: 0.000935802150939646"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0975052355934756"
[1] "Newton iter: 1, lambda:0.146551541203651, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.146761706940117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146761710788262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146761710788262"
[1] "Starting iterative with newton 0.146761710788262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466405846279442, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467411546213707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467411550889376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467411546213707"
[1] "Starting iterative with newton 0.0467411546213707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.042942648145868, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430247302071006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430247305069851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0430247302071006"
[1] "Starting iterative with newton 0.0430247302071006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428055382832915, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428869784228267, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428869787176102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0428869784228267"
[1] "Starting iterative with newton 0.0428869784228267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428004569830001, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428818733912486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428818736858443, diff to last: 0"
[1] "Final threshold is: 0.00113628361893224"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169213768659585"
[1] "Newton iter: 1, lambda:0.221678745547165, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.222052308291361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222052327128738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222052327128738, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.222052327128738"
[1] "Starting iterative with newton 0.222052327128738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876393807524607, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0881999520595039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0881999749678053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0881999749678053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0881999749678053"
[1] "Starting iterative with newton 0.0881999749678053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806742587571568, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811348759330723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0811348909352402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811348909352402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0811348759330723"
[1] "Starting iterative with newton 0.0811348759330723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802983106078068, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807538755296115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807538901799346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807538901799347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0807538901799346"
[1] "Starting iterative with newton 0.0807538901799346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802780122047343, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807333053247458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807333199562689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.080733319956269, diff to last: 0"
[1] "Final threshold is: 0.0021392710185802"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.287037112528718"
[1] "Newton iter: 1, lambda:0.340808751711815, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.341399615690885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341399686421641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341399686421642, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341399686421642"
[1] "Starting iterative with newton 0.341399686421642"
[1] "Starting newton at: 0.247279999307012"
[1] "Newton iter: 1, lambda:0.142420559330587, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.143765793413753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.143766015936771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143766015936777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143766015936771"
[1] "Starting iterative with newton 0.143766015936771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123731545582229, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125520996078415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125521369766163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125521369766179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125521369766179"
[1] "Starting iterative with newton 0.125521369766179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12208349390274, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123816297995317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123816646558826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12381664655884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123816646558826"
[1] "Starting iterative with newton 0.123816646558826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12192934712247, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123656907115949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123657253401005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123657253401019, diff to last: 0"
[1] "Final threshold is: 0.00327666914455295"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326520008113001"
[1] "Newton iter: 1, lambda:0.444087534106492, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.447777589470661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.44778114008368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447781140086964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.44778114008368"
[1] "Starting iterative with newton 0.44778114008368"
[1] "Starting newton at: 0.274123053229703"
[1] "Newton iter: 1, lambda:0.182569677819389, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.183843611962252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183843859786973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183843859786983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183843859786983"
[1] "Starting iterative with newton 0.183843859786983"
[1] "Starting newton at: 0.284290638261996"
[1] "Newton iter: 1, lambda:0.154445339942226, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.156804559722483, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156805342335837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156805342335923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156805342335923"
[1] "Starting iterative with newton 0.156805342335923"
[1] "Starting newton at: 0.277403771343113"
[1] "Newton iter: 1, lambda:0.151788294785393, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.153977679223906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153978347240329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153978347240391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153978347240391"
[1] "Starting iterative with newton 0.153978347240391"
[1] "Starting newton at: 0.276941062840453"
[1] "Newton iter: 1, lambda:0.151500027087299, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.15368136231218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153682024805801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153682024805862, diff to last: 0"
[1] "Final threshold is: 0.00407226535365892"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.562734880071005"
[1] "Newton iter: 1, lambda:0.504978257415991, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.505948601941257, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505948880418908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50594888041893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.505948880418908"
[1] "Starting iterative with newton 0.505948880418908"
[1] "Starting newton at: 0.226206048398645"
[1] "Newton iter: 1, lambda:0.247367417494501, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.247452574068043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247452575444648, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.247452574068043"
[1] "Starting iterative with newton 0.247452574068043"
[1] "Starting newton at: 0.226853054056697"
[1] "Newton iter: 1, lambda:0.216020352666559, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.216041357549893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216041357628924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216041357549893"
[1] "Starting iterative with newton 0.216041357549893"
[1] "Starting newton at: 0.243225463102492"
[1] "Newton iter: 1, lambda:0.211880428978243, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.212054717647943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212054723047801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.212054723047801"
[1] "Starting iterative with newton 0.212054723047801"
[1] "Starting newton at: 0.245431930606913"
[1] "Newton iter: 1, lambda:0.211340322617513, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.211546253000296, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211546260531424, diff to last: 0"
[1] "Final threshold is: 0.005605551518122"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 0.688881368074328"
[1] "Newton iter: 1, lambda:0.61699924262092, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.618906615840796, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618907994212133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618907994212852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618907994212133"
[1] "Starting iterative with newton 0.618907994212133"
[1] "Starting newton at: 0.424280209601566"
[1] "Newton iter: 1, lambda:0.435900522025528, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.435944314093795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435944314714375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435944314093795"
[1] "Starting iterative with newton 0.435944314093795"
[1] "Starting newton at: 0.432925479427718"
[1] "Newton iter: 1, lambda:0.399822804047324, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.400162933762234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.400162969880466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400162969880466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400162969880466"
[1] "Starting iterative with newton 0.400162969880466"
[1] "Starting newton at: 0.434188131319132"
[1] "Newton iter: 1, lambda:0.392383124960567, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.392920721137148, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.39292081068123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392920810681232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39292081068123"
[1] "Starting iterative with newton 0.39292081068123"
[1] "Starting newton at: 0.432962318889134"
[1] "Newton iter: 1, lambda:0.390902403599875, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.391445719516795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391445810832292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391445810832295, diff to last: 0"
[1] "Final threshold is: 0.0103725287020496"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 0.667626932639243"
[1] "Newton iter: 1, lambda:0.668528975800068, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.668529322485812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.668529322485864, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668529322485812"
[1] "Starting iterative with newton 0.668529322485812"
[1] "Starting newton at: 0.404091000823095"
[1] "Newton iter: 1, lambda:0.489716450156222, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.492443824314568, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.492446548517604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49244654852032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492446548517604"
[1] "Starting iterative with newton 0.492446548517604"
[1] "Starting newton at: 0.416625110545598"
[1] "Newton iter: 1, lambda:0.454151602415688, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.454650959756956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45465104760179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454651047601793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45465104760179"
[1] "Starting iterative with newton 0.45465104760179"
[1] "Starting newton at: 0.415813284450058"
[1] "Newton iter: 1, lambda:0.445955402797696, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.446274303738835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446274339251261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.446274339251261, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446274339251261"
[1] "Starting iterative with newton 0.446274339251261"
[1] "Starting newton at: 0.415518088597948"
[1] "Newton iter: 1, lambda:0.44411858040742, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444405045860966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444405074460208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444405074460208, diff to last: 0"
[1] "Final threshold is: 0.0117758429458577"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 0.855770387853631"
[1] "Newton iter: 1, lambda:0.704834368305994, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.714756908136605, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.714802808567677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714802809546238, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.714802809546238"
[1] "Starting iterative with newton 0.714802809546238"
[1] "Starting newton at: 0.571901418824144"
[1] "Newton iter: 1, lambda:0.578115720979486, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.578131968977014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.578131969087897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.578131969087897"
[1] "Starting iterative with newton 0.578131969087897"
[1] "Starting newton at: 0.586250758491395"
[1] "Newton iter: 1, lambda:0.544314769549269, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.545027057732354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.545027265602976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545027265602994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.545027265602976"
[1] "Starting iterative with newton 0.545027265602976"
[1] "Starting newton at: 0.590251360913672"
[1] "Newton iter: 1, lambda:0.53554109359262, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.536741630835555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536742217638932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536742217639072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.536742217638932"
[1] "Starting iterative with newton 0.536742217638932"
[1] "Starting newton at: 0.587722687053756"
[1] "Newton iter: 1, lambda:0.533473355108486, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.534652074872929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.534652639614818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.534652639614947, diff to last: 0"
[1] "Final threshold is: 0.0141672223755313"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.0660388496547"
[1] "Newton iter: 1, lambda:0.966886128520619, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.973243830063221, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.973271722384902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973271722919833, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.973271722384902"
[1] "Starting iterative with newton 0.973271722384902"
[1] "Starting newton at: 1.0725460831889"
[1] "Newton iter: 1, lambda:0.996048594756726, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.99992443718287, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.999934899160118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999934899236172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.999934899160118"
[1] "Starting iterative with newton 0.999934899160118"
[1] "Starting newton at: 1.07280851699626"
[1] "Newton iter: 1, lambda:1.00576423496062, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.00876899159426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00877529795656, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00877529798429, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00877529798429"
[1] "Starting iterative with newton 1.00877529798429"
[1] "Starting newton at: 1.07330770780328"
[1] "Newton iter: 1, lambda:1.00888965242607, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.01167118109027, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01167659062378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01167659064421, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01167659064421"
[1] "Starting iterative with newton 1.01167659064421"
[1] "Starting newton at: 1.07065641424643"
[1] "Newton iter: 1, lambda:1.01016110084556, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.0126213196698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01262555236667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01262555237918, diff to last: 0"
[1] "Final threshold is: 0.0268325456952"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.01443025162291"
[1] "Newton iter: 1, lambda:1.00871090157346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.00873425889581, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00873425928672, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00873425889581"
[1] "Starting iterative with newton 1.00873425889581"
[1] "Starting newton at: 1.01761107928335"
[1] "Newton iter: 1, lambda:1.05451379435675, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.05552813436316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05552888411224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05552888411265, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05552888411265"
[1] "Starting iterative with newton 1.05552888411265"
[1] "Starting newton at: 1.01590108760297"
[1] "Newton iter: 1, lambda:1.06927293184729, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.07142774275162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0714311469357, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07143114694419, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07143114694419"
[1] "Starting iterative with newton 1.07143114694419"
[1] "Starting newton at: 1.0223472322946"
[1] "Newton iter: 1, lambda:1.07464896379163, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.0767210179713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07672417112765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07672417113494, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07672417112765"
[1] "Starting iterative with newton 1.07672417112765"
[1] "Starting newton at: 1.02242926637332"
[1] "Newton iter: 1, lambda:1.07627071002734, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.07846995909916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07847351363152, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07847351364079, diff to last: 0"
[1] "Final threshold is: 0.0285773845701873"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 0.971167746598607"
[1] "Newton iter: 1, lambda:1.06367344412496, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.07077822615019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07081815064905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07081815190408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07081815190408"
[1] "Starting iterative with newton 1.07081815190408"
[1] "Starting newton at: 1.36812500293276"
[1] "Newton iter: 1, lambda:1.13312210026517, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.17030069847676, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.17145988087441, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17146098017139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17146098017238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17146098017238"
[1] "Starting iterative with newton 1.17146098017238"
[1] "Starting newton at: 1.36966671584969"
[1] "Newton iter: 1, lambda:1.18398946289729, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.20846436686943, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.20896946761406, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20896967904662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20896967904665, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20896967904665"
[1] "Starting iterative with newton 1.20896967904665"
[1] "Starting newton at: 1.37862860505828"
[1] "Newton iter: 1, lambda:1.19875801607788, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.22192244559651, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22237673960789, diff to last: 0"
[1] "Newton iter: 4, lambda:1.222376911456, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22237691145603, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.222376911456"
[1] "Starting iterative with newton 1.222376911456"
[1] "Starting newton at: 1.38412443564707"
[1] "Newton iter: 1, lambda:1.20318436024878, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.22662956677364, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22709585118081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22709603252616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22709603252619, diff to last: 0"
[1] "Final threshold is: 0.0325155831671471"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27431069683885"
[1] "Newton iter: 1, lambda:1.47340252790331, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.53492810670228, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.5404374440092, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54047931439746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54047931680161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54047931680161"
[1] "Starting iterative with newton 1.54047931680161"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116735982196394"
threshold is:
[{'ad': 0.0003504263760749357, 'da': 0.00024461831941200373, 'dd': 0.000935802150939646}, {'ad': 0.0011362836189322384, 'da': 0.002139271018580202, 'dd': 0.003276669144552955}, {'ad': 0.004072265353658921, 'da': 0.005605551518122005, 'dd': 0.010372528702049646}, {'ad': 0.01177584294585767, 'da': 0.01416722237553135, 'dd': 0.02683254569520002}, {'ad': 0.028577384570187266, 'da': 0.03251558316714713, 'dd': 0.11673598219639446}]
Number of points in noise estimation: 128
Estimated noise: 0.026497993885783316
0.026497993885783316
threshold is:
[{'ad': 0.0005061310945162489, 'da': 0.02078823006363359, 'dd': 0.004762870809661701}, {'ad': 0.005854853902610202, 'da': 0.003210453446869764, 'dd': 0.001660098642821808}, {'ad': 0.005054831093128875, 'da': 0.005780380209343564, 'dd': 0.00985652725802296}, {'ad': 0.011165884165024328, 'da': 0.014527967488343466, 'dd': 0.022646419528013075}, {'ad': 0.02364870029173144, 'da': 0.02756767628217406, 'dd': 0.11673598219639446}]
['peppers256', 0.025, 0, 0.0006162991285867765, 0.00032817578858626583, 0.0003352850212927096, 0.001899784935507304, 0.0003387096409741308, 0.0004096832213891533, 0.0003387096409741308, 0.0004096832213891533, 32.10208446337509, 34.83893462500616, 34.745858480481495, 27.212955604203096, 34.70172441494504, 33.87551822249737, 34.70172441494504, 33.87551822249737]
peppers256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.026990423909408374
0.026990423909408374
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0207008702070581, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0207083587365536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0207083587375336, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0207083587365536"
[1] "Starting iterative with newton 0.0207083587365536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116811063998278, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116820139311156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011682013931121, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116820139311156"
[1] "Starting iterative with newton 0.0116820139311156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116423264406619, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116432300251298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116432300251352, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0116432300251298"
[1] "Starting iterative with newton 0.0116432300251298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421580569205, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430616242189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430616242244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116430616242189"
[1] "Starting iterative with newton 0.0116430616242189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421573257605, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430608929844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430608929898, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000314251149104849"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268765160203549, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268901945186008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268901945221443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0268901945186008"
[1] "Starting iterative with newton 0.0268901945186008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0156387001185932, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0156418320913877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0156418320915133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0156418320913877"
[1] "Starting iterative with newton 0.0156418320913877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.015535135921971, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155382195341851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155382195343066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0155382195341851"
[1] "Starting iterative with newton 0.0155382195341851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341786773991, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.015537261844837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372618449585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.015537261844837"
[1] "Starting iterative with newton 0.015537261844837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341698293249, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155372529926518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372529927733, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000419357044659396"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0651959194579058, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0653620446955702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.065362045773412, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.065362045773412"
[1] "Starting iterative with newton 0.065362045773412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201095271910729, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201181840866327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201181840882371, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0201181840866327"
[1] "Starting iterative with newton 0.0201181840866327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193818716072653, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193897055244294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193897055257093, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193897055257093"
[1] "Starting iterative with newton 0.0193897055257093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193702022846152, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.019378023466065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193780234673402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.019378023466065"
[1] "Starting iterative with newton 0.019378023466065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193700151651117, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193778361424593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193778361437345, diff to last: 0"
[1] "Final threshold is: 0.000523016011932032"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142908928963949, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.144742607671508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144742907911133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144742907911141, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144742907911133"
[1] "Starting iterative with newton 0.144742907911133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480516287976019, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481548707613397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.048154871237897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481548707613397"
[1] "Starting iterative with newton 0.0481548707613397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449358625411033, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0450228443374434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0450228446633425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0450228443374434"
[1] "Starting iterative with newton 0.0450228443374434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448341916248994, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449206741456925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449206744674667, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0449206741456925"
[1] "Starting iterative with newton 0.0449206741456925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448308743483268, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449173406115379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449173409331783, diff to last: 0"
[1] "Final threshold is: 0.00121233806398869"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430322015153663"
[1] "Newton iter: 1, lambda:0.21219017289987, diff to last: 0.218"
[1] "Newton iter: 2, lambda:0.218379732786079, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.218384877726899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.218384877730452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.218384877726899"
[1] "Starting iterative with newton 0.218384877726899"
[1] "Starting newton at: 0.154047824194793"
[1] "Newton iter: 1, lambda:0.0866934182304077, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0870305276304261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0870305360874954, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870305360874954"
[1] "Starting iterative with newton 0.0870305360874954"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796561158064892, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801105892399293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801106040255714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801106040255714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0801106040255714"
[1] "Starting iterative with newton 0.0801106040255714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792893844222414, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.079738739475885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797387539002492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797387539002492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0797387539002492"
[1] "Starting iterative with newton 0.0797387539002492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792696563668994, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0797187371794097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797187515845566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797187515845567, diff to last: 0"
[1] "Final threshold is: 0.002151642898796"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.429193184278625"
[1] "Newton iter: 1, lambda:0.333308967642602, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.335129437025085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.335130105093876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335130105093966, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.335130105093876"
[1] "Starting iterative with newton 0.335130105093876"
[1] "Starting newton at: 0.228976152561475"
[1] "Newton iter: 1, lambda:0.14991407273386, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.150651358784887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150651423172351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150651423172352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150651423172351"
[1] "Starting iterative with newton 0.150651423172351"
[1] "Starting newton at: 0.13996423204332"
[1] "Newton iter: 1, lambda:0.135500328699297, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.135502598963476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135502598964063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135502598963476"
[1] "Starting iterative with newton 0.135502598963476"
[1] "Starting newton at: 0.155113056252195"
[1] "Newton iter: 1, lambda:0.13415827270436, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.134208105086897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134208105368942, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134208105368942"
[1] "Starting iterative with newton 0.134208105368942"
[1] "Starting newton at: 0.156407549846729"
[1] "Newton iter: 1, lambda:0.134040312976826, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.134097070487438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134097070853219, diff to last: 0"
[1] "Final threshold is: 0.00361933678733834"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.369265435328051"
[1] "Newton iter: 1, lambda:0.442609136275007, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.44403336719543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.444033896117404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444033896117477, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444033896117404"
[1] "Starting iterative with newton 0.444033896117404"
[1] "Starting newton at: 0.266217223086635"
[1] "Newton iter: 1, lambda:0.188682861187731, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.189609881485774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189610014568613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189610014568616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189610014568613"
[1] "Starting iterative with newton 0.189610014568613"
[1] "Starting newton at: 0.281492112879073"
[1] "Newton iter: 1, lambda:0.16193543407659, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.163974725142401, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163975321431169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16397532143122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163975321431169"
[1] "Starting iterative with newton 0.163975321431169"
[1] "Starting newton at: 0.289283842119132"
[1] "Newton iter: 1, lambda:0.158945004838981, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.161348096403903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161348917672729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161348917672825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161348917672729"
[1] "Starting iterative with newton 0.161348917672729"
[1] "Starting newton at: 0.291910245877572"
[1] "Newton iter: 1, lambda:0.158565647933299, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.161078394317629, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161079291492082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161079291492197, diff to last: 0"
[1] "Final threshold is: 0.00434759836039846"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0.619317250222618"
[1] "Newton iter: 1, lambda:0.513750244111357, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.516934537416237, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.516937531954154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5169375319568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5169375319568"
[1] "Starting iterative with newton 0.5169375319568"
[1] "Starting newton at: 0.25467870723564"
[1] "Newton iter: 1, lambda:0.260997223884683, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.261005296379558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261005296392727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261005296379558"
[1] "Starting iterative with newton 0.261005296379558"
[1] "Starting newton at: 0.28362662269046"
[1] "Newton iter: 1, lambda:0.226092430424561, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.226721761903169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226721837547568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226721837547569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.226721837547568"
[1] "Starting iterative with newton 0.226721837547568"
[1] "Starting newton at: 0.281318261071107"
[1] "Newton iter: 1, lambda:0.221285593712756, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.221965028703464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221965116134773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221965116134774, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.221965116134773"
[1] "Starting iterative with newton 0.221965116134773"
[1] "Starting newton at: 0.286074982483903"
[1] "Newton iter: 1, lambda:0.220492471426052, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.221302016769423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221302140747138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221302140747141, diff to last: 0"
[1] "Final threshold is: 0.0059730385908249"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 0.579597466546732"
[1] "Newton iter: 1, lambda:0.625776919121975, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.626595749699245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.626596003352807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626596003352831, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626596003352807"
[1] "Starting iterative with newton 0.626596003352807"
[1] "Starting newton at: 0.405134398826828"
[1] "Newton iter: 1, lambda:0.434336218208518, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.43461798529422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434618011385919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434618011385919, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.434618011385919"
[1] "Starting iterative with newton 0.434618011385919"
[1] "Starting newton at: 0.449983196760746"
[1] "Newton iter: 1, lambda:0.393619710008526, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.394614462057742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.394614775063186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394614775063217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.394614775063186"
[1] "Starting iterative with newton 0.394614775063186"
[1] "Starting newton at: 0.470528951064324"
[1] "Newton iter: 1, lambda:0.383667643818849, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.38599635439792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.385998054768475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385998054769381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.385998054768475"
[1] "Starting iterative with newton 0.385998054768475"
[1] "Starting newton at: 0.478249406862426"
[1] "Newton iter: 1, lambda:0.381235357175326, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.384129041435096, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.384131661971648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384131661973797, diff to last: 0"
[1] "Final threshold is: 0.0103678763936404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 0.668648269799615"
[1] "Newton iter: 1, lambda:0.666824327364915, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.666825744708485, diff to last: 0"
[1] "Newton iter: 3, lambda:0.666825744709341, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.666825744708485"
[1] "Starting iterative with newton 0.666825744708485"
[1] "Starting newton at: 0.611328561479771"
[1] "Newton iter: 1, lambda:0.499203668372173, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.503720750440611, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.503728305041814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503728305062923, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.503728305041814"
[1] "Starting iterative with newton 0.503728305041814"
[1] "Starting newton at: 0.383839546975557"
[1] "Newton iter: 1, lambda:0.46617573004619, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.468637039689841, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.468639208772845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468639208774528, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468639208774528"
[1] "Starting iterative with newton 0.468639208774528"
[1] "Starting newton at: 0.387045461511169"
[1] "Newton iter: 1, lambda:0.458951333379647, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.460810851313038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.460812079970691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460812079971227, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460812079971227"
[1] "Starting iterative with newton 0.460812079971227"
[1] "Starting newton at: 0.389748685219344"
[1] "Newton iter: 1, lambda:0.457409224227168, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.459051676474093, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.459052633361569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459052633361894, diff to last: 0"
[1] "Final threshold is: 0.0123900251711677"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 0.600368855704817"
[1] "Newton iter: 1, lambda:0.70787104338882, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.713443960427723, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.713458426584192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713458426681461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713458426584192"
[1] "Starting iterative with newton 0.713458426584192"
[1] "Starting newton at: 0.561620731055895"
[1] "Newton iter: 1, lambda:0.585553777856151, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.58579775673692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585797781927119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585797781927119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.585797781927119"
[1] "Starting iterative with newton 0.585797781927119"
[1] "Starting newton at: 0.573953031963432"
[1] "Newton iter: 1, lambda:0.555506539023617, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.555646449371761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.555646457460439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.555646457460439"
[1] "Starting iterative with newton 0.555646457460439"
[1] "Starting newton at: 0.569959922995051"
[1] "Newton iter: 1, lambda:0.548104883709127, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.548299959691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.548299975323445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548299975323445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.548299975323445"
[1] "Starting iterative with newton 0.548299975323445"
[1] "Starting newton at: 0.57280820203874"
[1] "Newton iter: 1, lambda:0.54620868718712, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.546496871691489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546496905758502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546496905758502, diff to last: 0"
[1] "Final threshold is: 0.014750183151602"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.02872035657498"
[1] "Newton iter: 1, lambda:0.991243186549867, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.992207878122766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.992208532246219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.992208532246519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.992208532246219"
[1] "Starting iterative with newton 0.992208532246219"
[1] "Starting newton at: 1.06616054964329"
[1] "Newton iter: 1, lambda:1.01547985633037, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.01724579712472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0172480125194, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01724801252289, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0172480125194"
[1] "Starting iterative with newton 1.0172480125194"
[1] "Starting newton at: 1.06118261875905"
[1] "Newton iter: 1, lambda:1.024892215921, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02580907397791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02580967291964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02580967291989, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02580967291964"
[1] "Starting iterative with newton 1.02580967291964"
[1] "Starting newton at: 1.0677665572565"
[1] "Newton iter: 1, lambda:1.02758429597765, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.02870676196172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02870766081506, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02870766081564, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02870766081564"
[1] "Starting iterative with newton 1.02870766081564"
[1] "Starting newton at: 1.06646713827994"
[1] "Newton iter: 1, lambda:1.02869051618445, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.02968451595716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02968522106042, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02968522106077, diff to last: 0"
[1] "Final threshold is: 0.0277916406096735"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.0247629253304"
[1] "Newton iter: 1, lambda:1.01014949568116, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.01030165462291, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01030167126796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01030167126796, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01030165462291"
[1] "Starting iterative with newton 1.01030165462291"
[1] "Starting newton at: 1.01672269949751"
[1] "Newton iter: 1, lambda:1.06029029138527, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.06171765110372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06171914436157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0617191443632, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06171914436157"
[1] "Starting iterative with newton 1.06171914436157"
[1] "Starting newton at: 1.01926558997267"
[1] "Newton iter: 1, lambda:1.07660356999206, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.0791124027364, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.07911704758313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07911704759903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07911704759903"
[1] "Starting iterative with newton 1.07911704759903"
[1] "Starting newton at: 1.02400356211325"
[1] "Newton iter: 1, lambda:1.08227172211741, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.08486983164662, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08487482331476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08487482333315, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08487482333315"
[1] "Starting iterative with newton 1.08487482333315"
[1] "Starting newton at: 1.02382298216507"
[1] "Newton iter: 1, lambda:1.08398564489761, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.08676053211748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08676623060298, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08676623062697, diff to last: 0"
[1] "Final threshold is: 0.0293322812550517"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 0.945247211773518"
[1] "Newton iter: 1, lambda:1.06608370387841, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.07842050558457, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0785416990493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07854171065388, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07854171065388, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07854171065388"
[1] "Starting iterative with newton 1.07854171065388"
[1] "Starting newton at: 1.35840114167642"
[1] "Newton iter: 1, lambda:1.15809886178234, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.18605619720997, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.18671128608813, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18671163890559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1867116389057, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1867116389057"
[1] "Starting iterative with newton 1.1867116389057"
[1] "Starting newton at: 1.38876061884908"
[1] "Newton iter: 1, lambda:1.20023639071681, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.22550175914697, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.22604362184857, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2260438666104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22604386661045, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22604386661045"
[1] "Starting iterative with newton 1.22604386661045"
[1] "Starting newton at: 1.40336326154744"
[1] "Newton iter: 1, lambda:1.21346696265764, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.23915432392915, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.23971747191365, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.23971773757769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23971773757775, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.23971773757769"
[1] "Starting iterative with newton 1.23971773757769"
[1] "Starting newton at: 1.41266174345739"
[1] "Newton iter: 1, lambda:1.21646623341508, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.24375812695671, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.24439568227064, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24439602336522, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24439602336532, diff to last: 0"
[1] "Final threshold is: 0.0335867761818094"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2678375613588"
[1] "Newton iter: 1, lambda:1.47695109247734, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.54584745266745, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.55291052109361, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.55298054113209, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55298054796142, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55298054796142"
[1] "Starting iterative with newton 1.55298054796142"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118905365385124"
threshold is:
[{'ad': 0.00031425114910484944, 'da': 0.0004193570446593961, 'dd': 0.0005230160119320324}, {'ad': 0.0012123380639886933, 'da': 0.0021516428987960043, 'dd': 0.003619336787338343}, {'ad': 0.004347598360398463, 'da': 0.0059730385908249, 'dd': 0.010367876393640353}, {'ad': 0.012390025171167728, 'da': 0.014750183151601964, 'dd': 0.02779164060967348}, {'ad': 0.029332281255051718, 'da': 0.03358677618180942, 'dd': 0.11890536538512356}]
Number of points in noise estimation: 128
Estimated noise: 0.026990423909408374
0.026990423909408374
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.1050133913579"
[1] "Starting iterative with newton 49.1050133913579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.1395747420252"
[1] "Starting iterative with newton 36.1395747420252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6784858535801"
[1] "Starting iterative with newton 32.6784858535801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6029191878242"
[1] "Starting iterative with newton 18.6029191878242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6462221308302"
[1] "Starting iterative with newton 13.6462221308302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.74615419873928"
[1] "Starting iterative with newton 6.74615419873928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96177924106774"
[1] "Starting iterative with newton 4.96177924106774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 2.21656763136468"
[1] "Newton iter: 1, lambda:1.6942992654199, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.69354276497519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69354248317989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69354248317985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69354248317985"
[1] "Starting iterative with newton 1.69354248317985"
[1] "Starting newton at: 1.96394568879926"
[1] "Newton iter: 1, lambda:1.57666173127468, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.54537562023539, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.5447377626275, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54473748475453, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54473748475448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54473748475448"
[1] "Starting iterative with newton 1.54473748475448"
[1] "Starting newton at: 1.85964310378511"
[1] "Newton iter: 1, lambda:1.45121566535617, diff to last: 0.408"
[1] "Newton iter: 2, lambda:1.39692544126635, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.39437789513478, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39437193753996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3943719375073, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3943719375073"
[1] "Starting iterative with newton 1.3943719375073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 1.88320804115623"
[1] "Newton iter: 1, lambda:1.57925594342641, diff to last: 0.304"
[1] "Newton iter: 2, lambda:1.54926075157329, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.54866050053952, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54866024985649, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54866024985645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54866024985649"
[1] "Starting iterative with newton 1.54866024985649"
[1] "Starting newton at: 1.8497393386191"
[1] "Newton iter: 1, lambda:1.55317806836415, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.52114093597006, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52041614116903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5204157542553, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52041575425519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5204157542553"
[1] "Starting iterative with newton 1.5204157542553"
[1] "Starting newton at: 1.82985963947213"
[1] "Newton iter: 1, lambda:1.53585813798766, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.50222737410748, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.50139811192585, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50139758593574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50139758593553, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50139758593553"
[1] "Starting iterative with newton 1.50139758593553"
[1] "Starting newton at: 1.80083228817571"
[1] "Newton iter: 1, lambda:1.52041309871036, diff to last: 0.28"
[1] "Newton iter: 2, lambda:1.486973854877, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.48612733401565, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48612676912435, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4861267691241, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4861267691241"
[1] "Starting iterative with newton 1.4861267691241"
[1] "Starting newton at: 1.78976795524626"
[1] "Newton iter: 1, lambda:1.50845539336468, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47359916083743, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47265527771602, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47265455670216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47265455670174, diff to last: 0"
[1] "Final threshold is: 0.0397475707575017"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 1.57657301496805"
[1] "Newton iter: 1, lambda:1.45706082429324, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.44742605706808, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44735083008149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44735082544483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44735082544483"
[1] "Starting iterative with newton 1.44735082544483"
[1] "Starting newton at: 1.70618330521227"
[1] "Newton iter: 1, lambda:1.55645739580442, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.54563795494723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.54556148655479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54556148267194, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54556148267194"
[1] "Starting iterative with newton 1.54556148267194"
[1] "Starting newton at: 1.78273631336508"
[1] "Newton iter: 1, lambda:1.62567713463471, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.6162821724299, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.61623319510413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61623319375021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61623319375021"
[1] "Starting iterative with newton 1.61623319375021"
[1] "Starting newton at: 1.8797729308867"
[1] "Newton iter: 1, lambda:1.67613438336293, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.66494932829306, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.66488802450516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66488802262084, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66488802262084"
[1] "Starting iterative with newton 1.66488802262084"
[1] "Starting newton at: 1.93289217793958"
[1] "Newton iter: 1, lambda:1.71135894678307, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.7008680477334, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.7008188433277, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70081884221959, diff to last: 0"
[1] "Final threshold is: 0.045905821544616"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.34330387492109"
[1] "Newton iter: 1, lambda:1.2873353567221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.28429491721058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.28428537140994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28428537131559, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28428537131559"
[1] "Starting iterative with newton 1.28428537131559"
[1] "Starting newton at: 1.70350036184849"
[1] "Newton iter: 1, lambda:1.74621348383209, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.74567025150619, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74567017837151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74567017837151, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.74567017837151"
[1] "Starting iterative with newton 1.74567017837151"
[1] "Starting newton at: 2.0631191627068"
[1] "Newton iter: 1, lambda:2.08343625017801, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.08346754797559, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08346754806793, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.08346754797559"
[1] "Starting iterative with newton 2.08346754797559"
[1] "Starting newton at: 2.24394412918497"
[1] "Newton iter: 1, lambda:2.25918829847633, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.25923263160798, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25923263200419, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.25923263160798"
[1] "Starting iterative with newton 2.25923263160798"
[1] "Starting newton at: 2.40161422134223"
[1] "Newton iter: 1, lambda:2.34818921443799, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.34895907292424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34895921523513, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34895921523514, diff to last: 0"
[1] "Final threshold is: 0.0633994049651075"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.28584366798594"
[1] "Newton iter: 1, lambda:1.34641464574253, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.34291168151414, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.34290057723925, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34290057712723, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34290057723925"
[1] "Starting iterative with newton 1.34290057723925"
[1] "Starting newton at: 1.9744368768016"
[1] "Newton iter: 1, lambda:1.87078413746106, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.87119308190119, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87119306978931, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87119306978931, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87119308190119"
[1] "Starting iterative with newton 1.87119308190119"
[1] "Starting newton at: 2.1626790689445"
[1] "Newton iter: 1, lambda:2.20084520523174, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.20111048663742, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20111050162121, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20111050162121, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.20111048663742"
[1] "Starting iterative with newton 2.20111048663742"
[1] "Starting newton at: 2.35943661848319"
[1] "Newton iter: 1, lambda:2.37066388135955, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.37070034463238, diff to last: 0"
[1] "Newton iter: 3, lambda:2.3707003450257, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37070034463238"
[1] "Starting iterative with newton 2.37070034463238"
[1] "Starting newton at: 2.54412911106317"
[1] "Newton iter: 1, lambda:2.44486361323571, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.44842057556599, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.44842463166851, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44842463167381, diff to last: 0"
[1] "Final threshold is: 0.06608401871897"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 1.3767984844531"
[1] "Newton iter: 1, lambda:1.40372609561385, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.40313758247153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40313731107049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313731107044, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313731107049"
[1] "Starting iterative with newton 1.40313731107049"
[1] "Starting newton at: 1.95533766376003"
[1] "Newton iter: 1, lambda:1.99060282849447, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.99066737451124, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99066737488014, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99066737451124"
[1] "Starting iterative with newton 1.99066737451124"
[1] "Starting newton at: 2.2717632413603"
[1] "Newton iter: 1, lambda:2.33288081031299, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.33397203398933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3339724311919, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33397243119196, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3339724311919"
[1] "Starting iterative with newton 2.3339724311919"
[1] "Starting newton at: 2.48369646152382"
[1] "Newton iter: 1, lambda:2.48990862443752, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.48992363888031, diff to last: 0"
[1] "Newton iter: 3, lambda:2.48992363896864, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.48992363896864"
[1] "Starting iterative with newton 2.48992363896864"
[1] "Starting newton at: 2.64626400549874"
[1] "Newton iter: 1, lambda:2.55365197849493, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.55736899955954, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.55737463314792, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5573746331609, diff to last: 0"
[1] "Final threshold is: 0.0690246254441805"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94250877023739"
[1] "Newton iter: 1, lambda:2.20566360454894, diff to last: 0.263"
[1] "Newton iter: 2, lambda:2.23355601201059, diff to last: 0.028"
[1] "Newton iter: 3, lambda:2.23408666542549, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23408686196833, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23408686196836, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23408686196836"
[1] "Starting iterative with newton 2.23408686196836"
[1] "Starting newton at: 2.90017876746809"
[1] "Newton iter: 1, lambda:3.00320656512582, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.01734666866824, diff to last: 0.014"
[1] "Newton iter: 3, lambda:3.01760525714733, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0176053428519, diff to last: 0"
[1] "Newton iter: 5, lambda:3.01760534285191, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.0176053428519"
[1] "Starting iterative with newton 3.0176053428519"
[1] "Starting newton at: 3.52535068534103"
[1] "Newton iter: 1, lambda:3.52446486409737, diff to last: 0.001"
[1] "Newton iter: 2, lambda:3.52446601687771, diff to last: 0"
[1] "Newton iter: 3, lambda:3.52446601687966, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52446601687966"
[1] "Starting iterative with newton 3.52446601687966"
[1] "Starting newton at: 3.83409109393792"
[1] "Newton iter: 1, lambda:3.79666132704419, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.79872873039229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.79873543279217, diff to last: 0"
[1] "Newton iter: 4, lambda:3.7987354328624, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.79873543279217"
[1] "Starting iterative with newton 3.79873543279217"
[1] "Starting newton at: 3.91340245040163"
[1] "Newton iter: 1, lambda:3.93031926590093, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.93079475628636, diff to last: 0"
[1] "Newton iter: 3, lambda:3.9307951221793, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93079512217952, diff to last: 0"
[1] "Final threshold is: 0.10609382664866"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.03974757075750171, 'da': 0.045905821544615956, 'dd': 0.06339940496510754}, {'ad': 0.06608401871897003, 'da': 0.0690246254441805, 'dd': 0.10609382664865988}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.370812868595774. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02699042390940837
0.02699042390940837
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.1050133913579"
[1] "Starting iterative with newton 49.1050133913579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.1395747420252"
[1] "Starting iterative with newton 36.1395747420252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6784858535801"
[1] "Starting iterative with newton 32.6784858535801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6029191878242"
[1] "Starting iterative with newton 18.6029191878242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6462221308302"
[1] "Starting iterative with newton 13.6462221308302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.74615419873928"
[1] "Starting iterative with newton 6.74615419873928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96177924106774"
[1] "Starting iterative with newton 4.96177924106774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 2.21656763136468"
[1] "Newton iter: 1, lambda:1.6942992654199, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.69354276497519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69354248317989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69354248317985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69354248317989"
[1] "Starting iterative with newton 1.69354248317989"
[1] "Starting newton at: 1.96394568879926"
[1] "Newton iter: 1, lambda:1.57666173127468, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.54537562023539, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.5447377626275, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54473748475453, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54473748475448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54473748475448"
[1] "Starting iterative with newton 1.54473748475448"
[1] "Starting newton at: 1.85964310378511"
[1] "Newton iter: 1, lambda:1.45121566535617, diff to last: 0.408"
[1] "Newton iter: 2, lambda:1.39692544126635, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.39437789513478, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39437193753996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3943719375073, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3943719375073"
[1] "Starting iterative with newton 1.3943719375073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 1.88320804115623"
[1] "Newton iter: 1, lambda:1.57925594342641, diff to last: 0.304"
[1] "Newton iter: 2, lambda:1.54926075157329, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.54866050053952, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54866024985649, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54866024985645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54866024985645"
[1] "Starting iterative with newton 1.54866024985645"
[1] "Starting newton at: 1.8497393386191"
[1] "Newton iter: 1, lambda:1.55317806836415, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.52114093597006, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52041614116903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5204157542553, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52041575425519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52041575425519"
[1] "Starting iterative with newton 1.52041575425519"
[1] "Starting newton at: 1.82985963947213"
[1] "Newton iter: 1, lambda:1.53585813798766, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.50222737410748, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.50139811192585, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50139758593574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50139758593553, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50139758593574"
[1] "Starting iterative with newton 1.50139758593574"
[1] "Starting newton at: 1.80083228817571"
[1] "Newton iter: 1, lambda:1.52041309871036, diff to last: 0.28"
[1] "Newton iter: 2, lambda:1.486973854877, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.48612733401565, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48612676912435, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4861267691241, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4861267691241"
[1] "Starting iterative with newton 1.4861267691241"
[1] "Starting newton at: 1.78976795524626"
[1] "Newton iter: 1, lambda:1.50845539336468, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47359916083744, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47265527771602, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47265455670216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47265455670174, diff to last: 0"
[1] "Final threshold is: 0.0397475707575017"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 1.57657301496805"
[1] "Newton iter: 1, lambda:1.45706082429324, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.44742605706808, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44735083008149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44735082544483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44735082544483"
[1] "Starting iterative with newton 1.44735082544483"
[1] "Starting newton at: 1.70618330521227"
[1] "Newton iter: 1, lambda:1.55645739580442, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.54563795494723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.54556148655479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54556148267194, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54556148267194"
[1] "Starting iterative with newton 1.54556148267194"
[1] "Starting newton at: 1.78273631336508"
[1] "Newton iter: 1, lambda:1.62567713463471, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.6162821724299, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.61623319510413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61623319375021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61623319375021"
[1] "Starting iterative with newton 1.61623319375021"
[1] "Starting newton at: 1.8797729308867"
[1] "Newton iter: 1, lambda:1.67613438336293, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.66494932829306, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.66488802450516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66488802262084, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66488802262084"
[1] "Starting iterative with newton 1.66488802262084"
[1] "Starting newton at: 1.93289217793958"
[1] "Newton iter: 1, lambda:1.71135894678307, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.7008680477334, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.7008188433277, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70081884221959, diff to last: 0"
[1] "Final threshold is: 0.0459058215446159"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.34330387492109"
[1] "Newton iter: 1, lambda:1.2873353567221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.28429491721058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.28428537140994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28428537131559, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28428537131559"
[1] "Starting iterative with newton 1.28428537131559"
[1] "Starting newton at: 1.70350036184849"
[1] "Newton iter: 1, lambda:1.74621348383209, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.74567025150619, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74567017837151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74567017837151, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.74567017837151"
[1] "Starting iterative with newton 1.74567017837151"
[1] "Starting newton at: 2.0631191627068"
[1] "Newton iter: 1, lambda:2.08343625017801, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.08346754797559, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08346754806793, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.08346754797559"
[1] "Starting iterative with newton 2.08346754797559"
[1] "Starting newton at: 2.24394412918497"
[1] "Newton iter: 1, lambda:2.25918829847633, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.25923263160798, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25923263200419, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.25923263160798"
[1] "Starting iterative with newton 2.25923263160798"
[1] "Starting newton at: 2.40161422134223"
[1] "Newton iter: 1, lambda:2.34818921443799, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.34895907292424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34895921523513, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34895921523514, diff to last: 0"
[1] "Final threshold is: 0.0633994049651075"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.28584366798594"
[1] "Newton iter: 1, lambda:1.34641464574253, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.34291168151414, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.34290057723925, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34290057712723, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34290057723925"
[1] "Starting iterative with newton 1.34290057723925"
[1] "Starting newton at: 1.9744368768016"
[1] "Newton iter: 1, lambda:1.87078413746106, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.87119308190119, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87119306978931, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87119306978931, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87119308190119"
[1] "Starting iterative with newton 1.87119308190119"
[1] "Starting newton at: 2.1626790689445"
[1] "Newton iter: 1, lambda:2.20084520523174, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.20111048663742, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20111050162121, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20111050162121, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.20111048663742"
[1] "Starting iterative with newton 2.20111048663742"
[1] "Starting newton at: 2.35943661848319"
[1] "Newton iter: 1, lambda:2.37066388135955, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.37070034463238, diff to last: 0"
[1] "Newton iter: 3, lambda:2.3707003450257, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37070034463238"
[1] "Starting iterative with newton 2.37070034463238"
[1] "Starting newton at: 2.54412911106317"
[1] "Newton iter: 1, lambda:2.44486361323571, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.44842057556599, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.44842463166851, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44842463167381, diff to last: 0"
[1] "Final threshold is: 0.06608401871897"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 1.3767984844531"
[1] "Newton iter: 1, lambda:1.40372609561385, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.40313758247153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40313731107049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313731107044, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313731107049"
[1] "Starting iterative with newton 1.40313731107049"
[1] "Starting newton at: 1.95533766376003"
[1] "Newton iter: 1, lambda:1.99060282849447, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.99066737451124, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99066737488014, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99066737451124"
[1] "Starting iterative with newton 1.99066737451124"
[1] "Starting newton at: 2.2717632413603"
[1] "Newton iter: 1, lambda:2.33288081031299, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.33397203398933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3339724311919, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33397243119196, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3339724311919"
[1] "Starting iterative with newton 2.3339724311919"
[1] "Starting newton at: 2.48369646152382"
[1] "Newton iter: 1, lambda:2.48990862443752, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.48992363888031, diff to last: 0"
[1] "Newton iter: 3, lambda:2.48992363896864, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.48992363896864"
[1] "Starting iterative with newton 2.48992363896864"
[1] "Starting newton at: 2.64626400549874"
[1] "Newton iter: 1, lambda:2.55365197849493, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.55736899955954, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.55737463314792, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5573746331609, diff to last: 0"
[1] "Final threshold is: 0.0690246254441805"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94250877023739"
[1] "Newton iter: 1, lambda:2.20566360454894, diff to last: 0.263"
[1] "Newton iter: 2, lambda:2.23355601201058, diff to last: 0.028"
[1] "Newton iter: 3, lambda:2.23408666542549, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23408686196833, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23408686196836, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23408686196833"
[1] "Starting iterative with newton 2.23408686196833"
[1] "Starting newton at: 2.90017876746809"
[1] "Newton iter: 1, lambda:3.00320656512582, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.01734666866824, diff to last: 0.014"
[1] "Newton iter: 3, lambda:3.01760525714733, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0176053428519, diff to last: 0"
[1] "Newton iter: 5, lambda:3.01760534285191, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.0176053428519"
[1] "Starting iterative with newton 3.0176053428519"
[1] "Starting newton at: 3.52535068534103"
[1] "Newton iter: 1, lambda:3.52446486409737, diff to last: 0.001"
[1] "Newton iter: 2, lambda:3.52446601687771, diff to last: 0"
[1] "Newton iter: 3, lambda:3.52446601687966, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52446601687966"
[1] "Starting iterative with newton 3.52446601687966"
[1] "Starting newton at: 3.83409109393792"
[1] "Newton iter: 1, lambda:3.79666132704419, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.79872873039229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.79873543279217, diff to last: 0"
[1] "Newton iter: 4, lambda:3.7987354328624, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.79873543279217"
[1] "Starting iterative with newton 3.79873543279217"
[1] "Starting newton at: 3.91340245040163"
[1] "Newton iter: 1, lambda:3.93031926590093, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.93079475628636, diff to last: 0"
[1] "Newton iter: 3, lambda:3.9307951221793, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93079512217952, diff to last: 0"
[1] "Final threshold is: 0.10609382664866"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0397475707575017, 'da': 0.04590582154461595, 'dd': 0.06339940496510753}, {'ad': 0.06608401871897002, 'da': 0.06902462544418049, 'dd': 0.10609382664865986}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.370812868595774. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02699042390940837
0.02699042390940837
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0207008702070581, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0207083587365536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0207083587375336, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0207083587365536"
[1] "Starting iterative with newton 0.0207083587365536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116811063998278, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116820139311156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011682013931121, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116820139311156"
[1] "Starting iterative with newton 0.0116820139311156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116423264406619, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116432300251298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116432300251352, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0116432300251298"
[1] "Starting iterative with newton 0.0116432300251298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421580569205, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430616242189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430616242244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116430616242189"
[1] "Starting iterative with newton 0.0116430616242189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421573257605, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430608929844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430608929898, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000314251149104849"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268765160203549, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268901945186008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268901945221443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0268901945186008"
[1] "Starting iterative with newton 0.0268901945186008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0156387001185932, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0156418320913877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0156418320915133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0156418320913877"
[1] "Starting iterative with newton 0.0156418320913877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.015535135921971, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155382195341851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155382195343066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0155382195341851"
[1] "Starting iterative with newton 0.0155382195341851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341786773991, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.015537261844837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372618449585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.015537261844837"
[1] "Starting iterative with newton 0.015537261844837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341698293249, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155372529926518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372529927733, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000419357044659396"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0651959194579058, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0653620446955702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.065362045773412, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.065362045773412"
[1] "Starting iterative with newton 0.065362045773412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201095271910729, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201181840866327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201181840882371, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0201181840866327"
[1] "Starting iterative with newton 0.0201181840866327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193818716072653, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193897055244294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193897055257093, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193897055257093"
[1] "Starting iterative with newton 0.0193897055257093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193702022846152, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.019378023466065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193780234673402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.019378023466065"
[1] "Starting iterative with newton 0.019378023466065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193700151651117, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193778361424593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193778361437345, diff to last: 0"
[1] "Final threshold is: 0.000523016011932032"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142908928963949, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.144742607671508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144742907911133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144742907911141, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144742907911133"
[1] "Starting iterative with newton 0.144742907911133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480516287976019, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481548707613397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.048154871237897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481548707613397"
[1] "Starting iterative with newton 0.0481548707613397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449358625411033, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0450228443374434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0450228446633425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0450228443374434"
[1] "Starting iterative with newton 0.0450228443374434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448341916248994, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449206741456925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449206744674667, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0449206741456925"
[1] "Starting iterative with newton 0.0449206741456925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448308743483268, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449173406115379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449173409331782, diff to last: 0"
[1] "Final threshold is: 0.00121233806398869"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430322015153664"
[1] "Newton iter: 1, lambda:0.21219017289987, diff to last: 0.218"
[1] "Newton iter: 2, lambda:0.218379732786079, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.218384877726899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.218384877730452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.218384877726899"
[1] "Starting iterative with newton 0.218384877726899"
[1] "Starting newton at: 0.154047824194793"
[1] "Newton iter: 1, lambda:0.0866934182304077, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0870305276304261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0870305360874954, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870305360874954"
[1] "Starting iterative with newton 0.0870305360874954"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796561158064892, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801105892399293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801106040255714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801106040255714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0801106040255714"
[1] "Starting iterative with newton 0.0801106040255714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792893844222414, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.079738739475885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797387539002492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797387539002492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0797387539002492"
[1] "Starting iterative with newton 0.0797387539002492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792696563668994, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0797187371794097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797187515845566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797187515845567, diff to last: 0"
[1] "Final threshold is: 0.002151642898796"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.429193184278625"
[1] "Newton iter: 1, lambda:0.333308967642602, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.335129437025085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.335130105093876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335130105093966, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.335130105093876"
[1] "Starting iterative with newton 0.335130105093876"
[1] "Starting newton at: 0.228976152561475"
[1] "Newton iter: 1, lambda:0.14991407273386, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.150651358784887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150651423172351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150651423172352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150651423172351"
[1] "Starting iterative with newton 0.150651423172351"
[1] "Starting newton at: 0.13996423204332"
[1] "Newton iter: 1, lambda:0.135500328699297, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.135502598963476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135502598964063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135502598963476"
[1] "Starting iterative with newton 0.135502598963476"
[1] "Starting newton at: 0.155113056252195"
[1] "Newton iter: 1, lambda:0.13415827270436, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.134208105086897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134208105368942, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134208105368942"
[1] "Starting iterative with newton 0.134208105368942"
[1] "Starting newton at: 0.156407549846729"
[1] "Newton iter: 1, lambda:0.134040312976826, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.134097070487438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134097070853219, diff to last: 0"
[1] "Final threshold is: 0.00361933678733834"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.369265435328051"
[1] "Newton iter: 1, lambda:0.442609136275007, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.44403336719543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.444033896117404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444033896117477, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444033896117404"
[1] "Starting iterative with newton 0.444033896117404"
[1] "Starting newton at: 0.266217223086635"
[1] "Newton iter: 1, lambda:0.188682861187731, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.189609881485774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189610014568613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189610014568616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189610014568613"
[1] "Starting iterative with newton 0.189610014568613"
[1] "Starting newton at: 0.281492112879073"
[1] "Newton iter: 1, lambda:0.16193543407659, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.163974725142401, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163975321431169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16397532143122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163975321431169"
[1] "Starting iterative with newton 0.163975321431169"
[1] "Starting newton at: 0.289283842119132"
[1] "Newton iter: 1, lambda:0.158945004838981, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.161348096403903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161348917672729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161348917672825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161348917672729"
[1] "Starting iterative with newton 0.161348917672729"
[1] "Starting newton at: 0.291910245877572"
[1] "Newton iter: 1, lambda:0.158565647933299, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.161078394317628, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161079291492082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161079291492197, diff to last: 0"
[1] "Final threshold is: 0.00434759836039846"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0.619317250222619"
[1] "Newton iter: 1, lambda:0.513750244111357, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.516934537416237, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.516937531954154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5169375319568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5169375319568"
[1] "Starting iterative with newton 0.5169375319568"
[1] "Starting newton at: 0.25467870723564"
[1] "Newton iter: 1, lambda:0.260997223884683, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.261005296379558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261005296392727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261005296379558"
[1] "Starting iterative with newton 0.261005296379558"
[1] "Starting newton at: 0.28362662269046"
[1] "Newton iter: 1, lambda:0.226092430424561, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.226721761903169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226721837547568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226721837547569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.226721837547569"
[1] "Starting iterative with newton 0.226721837547569"
[1] "Starting newton at: 0.281318261071106"
[1] "Newton iter: 1, lambda:0.221285593712756, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.221965028703464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221965116134773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221965116134775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.221965116134773"
[1] "Starting iterative with newton 0.221965116134773"
[1] "Starting newton at: 0.286074982483902"
[1] "Newton iter: 1, lambda:0.220492471426052, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.221302016769423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221302140747138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221302140747141, diff to last: 0"
[1] "Final threshold is: 0.0059730385908249"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 0.579597466546732"
[1] "Newton iter: 1, lambda:0.625776919121975, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.626595749699245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.626596003352807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626596003352831, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626596003352831"
[1] "Starting iterative with newton 0.626596003352831"
[1] "Starting newton at: 0.405134398826804"
[1] "Newton iter: 1, lambda:0.434336218208522, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.434617985294225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434618011385924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434618011385924, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.434618011385924"
[1] "Starting iterative with newton 0.434618011385924"
[1] "Starting newton at: 0.449983196760741"
[1] "Newton iter: 1, lambda:0.393619710008527, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.394614462057743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.394614775063187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394614775063218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.394614775063187"
[1] "Starting iterative with newton 0.394614775063187"
[1] "Starting newton at: 0.470528951064324"
[1] "Newton iter: 1, lambda:0.383667643818849, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.385996354397921, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.385998054768475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385998054769381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.385998054769381"
[1] "Starting iterative with newton 0.385998054769381"
[1] "Starting newton at: 0.47824940686152"
[1] "Newton iter: 1, lambda:0.381235357175591, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.384129041435293, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.384131661971845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384131661973993, diff to last: 0"
[1] "Final threshold is: 0.0103678763936457"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 0.668648269799615"
[1] "Newton iter: 1, lambda:0.666824327364915, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.666825744708485, diff to last: 0"
[1] "Newton iter: 3, lambda:0.666825744709341, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.666825744709341"
[1] "Starting iterative with newton 0.666825744709341"
[1] "Starting newton at: 0.611328561478915"
[1] "Newton iter: 1, lambda:0.49920366837244, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.50372075044079, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.503728305041992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503728305063102, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.503728305041992"
[1] "Starting iterative with newton 0.503728305041992"
[1] "Starting newton at: 0.383839546975378"
[1] "Newton iter: 1, lambda:0.466175730046217, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.468637039689881, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.468639208772884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468639208774568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468639208774568"
[1] "Starting iterative with newton 0.468639208774568"
[1] "Starting newton at: 0.38704546151113"
[1] "Newton iter: 1, lambda:0.458951333379654, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.460810851313046, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.4608120799707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460812079971236, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.4608120799707"
[1] "Starting iterative with newton 0.4608120799707"
[1] "Starting newton at: 0.389748685219872"
[1] "Newton iter: 1, lambda:0.45740922422708, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.459051676473974, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.45905263336145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459052633361775, diff to last: 0"
[1] "Final threshold is: 0.0123900251711645"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 0.600368855704818"
[1] "Newton iter: 1, lambda:0.70787104338882, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.713443960427723, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.713458426584192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713458426681461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713458426584192"
[1] "Starting iterative with newton 0.713458426584192"
[1] "Starting newton at: 0.561620731055895"
[1] "Newton iter: 1, lambda:0.585553777856151, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.58579775673692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585797781927119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585797781927119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.585797781927119"
[1] "Starting iterative with newton 0.585797781927119"
[1] "Starting newton at: 0.573953031963432"
[1] "Newton iter: 1, lambda:0.555506539023617, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.555646449371761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.555646457460439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.555646457460439"
[1] "Starting iterative with newton 0.555646457460439"
[1] "Starting newton at: 0.569959922995051"
[1] "Newton iter: 1, lambda:0.548104883709127, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.548299959691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.548299975323445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548299975323445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.548299975323445"
[1] "Starting iterative with newton 0.548299975323445"
[1] "Starting newton at: 0.572808202038741"
[1] "Newton iter: 1, lambda:0.54620868718712, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.546496871691489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546496905758502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546496905758502, diff to last: 0"
[1] "Final threshold is: 0.014750183151602"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.02872035657498"
[1] "Newton iter: 1, lambda:0.991243186549867, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.992207878122766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.992208532246219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.992208532246519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.992208532246219"
[1] "Starting iterative with newton 0.992208532246219"
[1] "Starting newton at: 1.06616054964329"
[1] "Newton iter: 1, lambda:1.01547985633037, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.01724579712472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0172480125194, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01724801252289, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0172480125194"
[1] "Starting iterative with newton 1.0172480125194"
[1] "Starting newton at: 1.06118261875905"
[1] "Newton iter: 1, lambda:1.024892215921, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02580907397791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02580967291964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02580967291989, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02580967291964"
[1] "Starting iterative with newton 1.02580967291964"
[1] "Starting newton at: 1.0677665572565"
[1] "Newton iter: 1, lambda:1.02758429597765, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.02870676196172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02870766081506, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02870766081564, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02870766081506"
[1] "Starting iterative with newton 1.02870766081506"
[1] "Starting newton at: 1.06646713828051"
[1] "Newton iter: 1, lambda:1.02869051618421, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.02968451595697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02968522106022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02968522106058, diff to last: 0"
[1] "Final threshold is: 0.0277916406096682"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.0247629253304"
[1] "Newton iter: 1, lambda:1.01014949568116, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.01030165462291, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01030167126796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01030167126796, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01030165462291"
[1] "Starting iterative with newton 1.01030165462291"
[1] "Starting newton at: 1.01672269949751"
[1] "Newton iter: 1, lambda:1.06029029138527, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.06171765110372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06171914436157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0617191443632, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06171914436157"
[1] "Starting iterative with newton 1.06171914436157"
[1] "Starting newton at: 1.01926558997267"
[1] "Newton iter: 1, lambda:1.07660356999206, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.0791124027364, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.07911704758313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07911704759903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07911704758313"
[1] "Starting iterative with newton 1.07911704758313"
[1] "Starting newton at: 1.02400356212915"
[1] "Newton iter: 1, lambda:1.08227172211395, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.0848698316414, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08487482330953, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08487482332792, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08487482332792"
[1] "Starting iterative with newton 1.08487482332792"
[1] "Starting newton at: 1.0238229821703"
[1] "Newton iter: 1, lambda:1.08398564489649, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.08676053211576, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08676623060126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08676623062525, diff to last: 0"
[1] "Final threshold is: 0.0293322812543579"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 0.945247211773518"
[1] "Newton iter: 1, lambda:1.06608370387841, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.07842050558457, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0785416990493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07854171065388, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07854171065388, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07854171065388"
[1] "Starting iterative with newton 1.07854171065388"
[1] "Starting newton at: 1.35840114167642"
[1] "Newton iter: 1, lambda:1.15809886178234, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.18605619720997, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.18671128608813, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18671163890559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1867116389057, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.18671163890559"
[1] "Starting iterative with newton 1.18671163890559"
[1] "Starting newton at: 1.38876061884918"
[1] "Newton iter: 1, lambda:1.20023639071672, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.22550175914693, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.22604362184854, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22604386661036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22604386661041, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22604386661041"
[1] "Starting iterative with newton 1.22604386661041"
[1] "Starting newton at: 1.40336326154748"
[1] "Newton iter: 1, lambda:1.21346696265761, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.23915432392914, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.23971747191364, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.23971773757768, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23971773757773, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.23971773757773"
[1] "Starting iterative with newton 1.23971773757773"
[1] "Starting newton at: 1.41266174345735"
[1] "Newton iter: 1, lambda:1.21646623341512, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.24375812695673, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.24439568227066, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24439602336524, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24439602336534, diff to last: 0"
[1] "Final threshold is: 0.0335867761818098"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2678375613588"
[1] "Newton iter: 1, lambda:1.47695109247734, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.54584745266745, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.55291052109361, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.55298054113209, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55298054796142, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55298054796142"
[1] "Starting iterative with newton 1.55298054796142"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118905365385124"
threshold is:
[{'ad': 0.0003142511491048494, 'da': 0.000419357044659396, 'dd': 0.0005230160119320322}, {'ad': 0.001212338063988693, 'da': 0.0021516428987960043, 'dd': 0.0036193367873383416}, {'ad': 0.004347598360398461, 'da': 0.005973038590824899, 'dd': 0.010367876393645654}, {'ad': 0.012390025171164522, 'da': 0.014750183151601962, 'dd': 0.027791640609668225}, {'ad': 0.029332281254357943, 'da': 0.033586776181809844, 'dd': 0.11890536538512354}]
Number of points in noise estimation: 128
Estimated noise: 0.026990423909408374
0.026990423909408374
threshold is:
[{'ad': 0.01033475514929627, 'da': 0.008467518532342844, 'dd': 0.009505050029558398}, {'ad': 0.0032486055856693064, 'da': 0.002211204460920946, 'dd': 0.00685312435972632}, {'ad': 0.006212232830693942, 'da': 0.007676156841302995, 'dd': 0.00872567067094008}, {'ad': 0.011743127784033414, 'da': 0.014280317196975601, 'dd': 0.023059760241264077}, {'ad': 0.02384388365613299, 'da': 0.029358957480300044, 'dd': 0.11890536538512356}]
['peppers256', 0.025, 1, 0.0006232671183681315, 0.0003284108299493932, 0.0003328799057307531, 0.0019404560394891486, 0.00033969515784953704, 0.00041267819855695417, 0.0003396951578485575, 0.00041267819855695417, 32.053257845278026, 34.83582529659453, 34.77712420204233, 27.12096191637464, 34.68910643692864, 33.843884739297266, 34.68910643694117, 33.843884739297266]
peppers256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0337731952915891, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0337965419811706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0337965419923229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0337965419811706"
[1] "Starting iterative with newton 0.0337965419811706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0112390098026713, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0112400905128149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0112400905128249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0112400905128149"
[1] "Starting iterative with newton 0.0112400905128149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110846487645216, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110856966377987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011085696637808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110856966377987"
[1] "Starting iterative with newton 0.0110856966377987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835830796181, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846307294295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846307294389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110846307294295"
[1] "Starting iterative with newton 0.0110846307294295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835757218917, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846233701605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846233701698, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000298424908490789"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321895434960157, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0322170905282097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322170905483805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0322170905282097"
[1] "Starting iterative with newton 0.0322170905282097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00567410114354928, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00567434682029696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00567434682029742, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00567434682029696"
[1] "Starting iterative with newton 0.00567434682029696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548225312189214, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0054824799507962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548247995079659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0054824799507962"
[1] "Starting iterative with newton 0.0054824799507962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548087673699479, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548110343341287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548110343341326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00548110343341287"
[1] "Starting iterative with newton 0.00548110343341287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548086686289633, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548109355836411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0054810935583645, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000147564314001639"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638217556209883, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.063989958277116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639899594439546, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.063989958277116"
[1] "Starting iterative with newton 0.063989958277116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393920149177707, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394346787896143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394346788396302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0394346788396302"
[1] "Starting iterative with newton 0.0394346788396302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388925558744579, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389342223892801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389342224370747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0389342223892801"
[1] "Starting iterative with newton 0.0389342223892801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.038882231244886, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389238772032755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389238772510248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0389238772032755"
[1] "Starting iterative with newton 0.0389238772032755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388820177590812, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389236632924442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389236633401925, diff to last: 0"
[1] "Final threshold is: 0.00104791929037872"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131332069326545"
[1] "Newton iter: 1, lambda:0.146002033884236, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.146020816341498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146020816372262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146020816372262"
[1] "Starting iterative with newton 0.146020816372262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480333818375204, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481322682844647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0481322687035447, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481322682844647"
[1] "Starting iterative with newton 0.0481322682844647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449128775785185, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449965269695366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449965272596891, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0449965269695366"
[1] "Starting iterative with newton 0.0449965269695366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448117101699596, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448948953695226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448948956561614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0448948953695226"
[1] "Starting iterative with newton 0.0448948953695226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448084300917777, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448916002712278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448916005577534, diff to last: 0"
[1] "Final threshold is: 0.00120859060841075"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.2186773702336, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.225238408508122, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.225244238181753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225244238186352, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225244238181753"
[1] "Starting iterative with newton 0.225244238181753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897689066935996, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0904089306536094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0904089631522153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0904089631522154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0904089631522154"
[1] "Starting iterative with newton 0.0904089631522154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819278909907816, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824408346371273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824408547295137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824408547295137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0824408547295137"
[1] "Starting iterative with newton 0.0824408547295137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814577740037077, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819636364012577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819636558964136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819636558964136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0819636558964136"
[1] "Starting iterative with newton 0.0819636558964136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814296005016299, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819350404072945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819350598671259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819350598671259, diff to last: 0"
[1] "Final threshold is: 0.00220589026135584"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.189409794607122"
[1] "Newton iter: 1, lambda:0.340330273052231, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.344985911883569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.344990256248636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344990256252416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344990256248636"
[1] "Starting iterative with newton 0.344990256248636"
[1] "Starting newton at: 0.255178279784494"
[1] "Newton iter: 1, lambda:0.138749329678271, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.140395682094703, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140396012194618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140396012194631, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140396012194618"
[1] "Starting iterative with newton 0.140396012194618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122327076670268, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.124012896885537, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124013217013324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124013217013336, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124013217013324"
[1] "Starting iterative with newton 0.124013217013324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121053412223913, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12269376017653, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122694061341232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122694061341242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.122694061341232"
[1] "Starting iterative with newton 0.122694061341232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12095077504673, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122587496403321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122587796083721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122587796083731, diff to last: 0"
[1] "Final threshold is: 0.00330036038273101"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.508390277038294"
[1] "Newton iter: 1, lambda:0.444205952667968, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.445260366804549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.445260655964718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44526065596474, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445260655964718"
[1] "Starting iterative with newton 0.445260655964718"
[1] "Starting newton at: 0.311736519581711"
[1] "Newton iter: 1, lambda:0.186288450393152, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.188749126268253, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188750080358691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188750080358835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188750080358691"
[1] "Starting iterative with newton 0.188750080358691"
[1] "Starting newton at: 0.270427769901517"
[1] "Newton iter: 1, lambda:0.15978962334116, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.161563002300706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161563459880423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161563459880454, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.161563459880423"
[1] "Starting iterative with newton 0.161563459880423"
[1] "Starting newton at: 0.265118471028039"
[1] "Newton iter: 1, lambda:0.15696880632366, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.158648592868626, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158648999717133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158648999717157, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.158648999717133"
[1] "Starting iterative with newton 0.158648999717133"
[1] "Starting newton at: 0.267797015733494"
[1] "Newton iter: 1, lambda:0.156560496970487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.158335593062854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158336046946187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158336046946217, diff to last: 0"
[1] "Final threshold is: 0.00426278987952966"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0.624765834398259"
[1] "Newton iter: 1, lambda:0.52099406825944, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.524145359092423, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.524148363567451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52414836357018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.52414836357018"
[1] "Starting iterative with newton 0.52414836357018"
[1] "Starting newton at: 0.273308316742411"
[1] "Newton iter: 1, lambda:0.244689304456836, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.24484788271345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.244847887593365, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24484788271345"
[1] "Starting iterative with newton 0.24484788271345"
[1] "Starting newton at: 0.27861052062968"
[1] "Newton iter: 1, lambda:0.209229083381451, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.210091367136995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210091500891589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210091500891592, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210091500891592"
[1] "Starting iterative with newton 0.210091500891592"
[1] "Starting newton at: 0.264202582214379"
[1] "Newton iter: 1, lambda:0.205036539775284, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.205657768973732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205657837691231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205657837691232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205657837691231"
[1] "Starting iterative with newton 0.205657837691231"
[1] "Starting newton at: 0.265563460765048"
[1] "Newton iter: 1, lambda:0.204428189785175, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.205090518870182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205090596878356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205090596878357, diff to last: 0"
[1] "Final threshold is: 0.00552153560494482"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 0.803949100015374"
[1] "Newton iter: 1, lambda:0.590568441414908, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.60627327412209, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.606365710612112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606365713798861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606365710612112"
[1] "Starting iterative with newton 0.606365710612112"
[1] "Starting newton at: 0.38462608125681"
[1] "Newton iter: 1, lambda:0.440898825969637, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.441922960901349, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.441923296633713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44192329663375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.441923296633713"
[1] "Starting iterative with newton 0.441923296633713"
[1] "Starting newton at: 0.396747366114452"
[1] "Newton iter: 1, lambda:0.410745108312748, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.410806277408716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.410806278573948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.410806277408716"
[1] "Starting iterative with newton 0.410806277408716"
[1] "Starting newton at: 0.369220686243916"
[1] "Newton iter: 1, lambda:0.404286889649838, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.404669922517768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.404669967956857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404669967956858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.404669967956858"
[1] "Starting iterative with newton 0.404669967956858"
[1] "Starting newton at: 0.372975574914644"
[1] "Newton iter: 1, lambda:0.403166830084288, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.403450224863583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.403450249709226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403450249709226, diff to last: 0"
[1] "Final threshold is: 0.0108618578935369"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 0.665397458012388"
[1] "Newton iter: 1, lambda:0.671843702583313, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.671861600848619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.671861600986285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.671861600986285"
[1] "Starting iterative with newton 0.671861600986285"
[1] "Starting newton at: 0.403186430785346"
[1] "Newton iter: 1, lambda:0.496164760061649, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.499427403331318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.49943135257746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499431352583242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499431352583242"
[1] "Starting iterative with newton 0.499431352583242"
[1] "Starting newton at: 0.408404597400494"
[1] "Newton iter: 1, lambda:0.460818823524003, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.461809653308576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461810004171311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461810004171355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.461810004171311"
[1] "Starting iterative with newton 0.461810004171311"
[1] "Starting newton at: 0.409364109171321"
[1] "Newton iter: 1, lambda:0.452657215903189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.453326252884049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453326411478454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453326411478463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453326411478454"
[1] "Starting iterative with newton 0.453326411478454"
[1] "Starting newton at: 0.407779214563378"
[1] "Newton iter: 1, lambda:0.450742360092807, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.451399872475047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451400025352175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451400025352183, diff to last: 0"
[1] "Final threshold is: 0.0121527819899678"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 0.835948427510297"
[1] "Newton iter: 1, lambda:0.710178241080228, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.717164389908442, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.71718718933077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717187189572948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717187189572948"
[1] "Starting iterative with newton 0.717187189572948"
[1] "Starting newton at: 0.551638356435871"
[1] "Newton iter: 1, lambda:0.583641770618493, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.584079776616814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584079857957501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584079857957504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.584079857957504"
[1] "Starting iterative with newton 0.584079857957504"
[1] "Starting newton at: 0.569011358967789"
[1] "Newton iter: 1, lambda:0.551741121032254, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.551863937033638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.551863943273539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.551863943273539"
[1] "Starting iterative with newton 0.551863943273539"
[1] "Starting newton at: 0.572067462207596"
[1] "Newton iter: 1, lambda:0.543469663442928, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.543803330050312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.543803375820894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543803375820895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.543803375820895"
[1] "Starting iterative with newton 0.543803375820895"
[1] "Starting newton at: 0.574687317044452"
[1] "Newton iter: 1, lambda:0.541317298403639, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.541770320925543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541770405165931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.541770405165934, diff to last: 0"
[1] "Final threshold is: 0.0145857714949426"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.01064952237207"
[1] "Newton iter: 1, lambda:0.981634813751415, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.982207959971786, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.982208187497942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982208187497977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.982208187497942"
[1] "Starting iterative with newton 0.982208187497942"
[1] "Starting newton at: 1.02883911377285"
[1] "Newton iter: 1, lambda:1.00886661178209, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00914293429791, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00914298782949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00914298782949, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00914298782949"
[1] "Starting iterative with newton 1.00914298782949"
[1] "Starting newton at: 1.05233565832005"
[1] "Newton iter: 1, lambda:1.01714251967301, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.0179958398347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01799635261521, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0179963526154, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0179963526154"
[1] "Starting iterative with newton 1.0179963526154"
[1] "Starting newton at: 1.05561696995453"
[1] "Newton iter: 1, lambda:1.02000054287789, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02087539623178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02087593594948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02087593594968, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02087593594948"
[1] "Starting iterative with newton 1.02087593594948"
[1] "Starting newton at: 1.05519278107748"
[1] "Newton iter: 1, lambda:1.02100159023507, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.02180888385959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02180934361956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02180934361971, diff to last: 0"
[1] "Final threshold is: 0.027509582390108"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.02204202400463"
[1] "Newton iter: 1, lambda:1.01101294649786, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.01110001377905, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01110001924186, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01110001924186"
[1] "Starting iterative with newton 1.01110001924186"
[1] "Starting newton at: 1.02082292930556"
[1] "Newton iter: 1, lambda:1.0641246557041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.06553932537818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06554079706371, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06554079706531, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06554079706371"
[1] "Starting iterative with newton 1.06554079706371"
[1] "Starting newton at: 1.02190638789187"
[1] "Newton iter: 1, lambda:1.0812618187741, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.08396371051161, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08396911761143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08396911763305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08396911761143"
[1] "Starting iterative with newton 1.08396911761143"
[1] "Starting newton at: 1.01910410759109"
[1] "Newton iter: 1, lambda:1.08654119201948, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.09005342045749, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09006258122908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09006258129126, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09006258122908"
[1] "Starting iterative with newton 1.09006258122908"
[1] "Starting newton at: 1.01918433703856"
[1] "Newton iter: 1, lambda:1.08835018038719, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.09205131361352, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09206149454484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09206149462169, diff to last: 0"
[1] "Final threshold is: 0.0294009404483783"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 0.972679905942708"
[1] "Newton iter: 1, lambda:1.06450063270076, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.0714894777185, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07152806065258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07152806182329, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07152806182329"
[1] "Starting iterative with newton 1.07152806182329"
[1] "Starting newton at: 1.34706449647957"
[1] "Newton iter: 1, lambda:1.14254391903769, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.17147385906509, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.17217150732766, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1721719051782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17217190517833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17217190517833"
[1] "Starting iterative with newton 1.17217190517833"
[1] "Starting newton at: 1.37952499315754"
[1] "Newton iter: 1, lambda:1.18110137369818, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.20872701010203, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.20937174468603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20937208910707, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20937208910717, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20937208910707"
[1] "Starting iterative with newton 1.20937208910707"
[1] "Starting newton at: 1.39417412201914"
[1] "Newton iter: 1, lambda:1.1936290342619, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.22188368307226, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.22256182768613, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22256221057247, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22256221057259, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22256221057259"
[1] "Starting iterative with newton 1.22256221057259"
[1] "Starting newton at: 1.40222045436718"
[1] "Newton iter: 1, lambda:1.19690959679489, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.22642641675821, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.22716847578727, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22716893504056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22716893504073, diff to last: 0"
[1] "Final threshold is: 0.033038359979656"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25700592709148"
[1] "Newton iter: 1, lambda:1.47862500183673, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.55651364163505, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56565546972895, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56577356800471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5657735875193, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5657735875193, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5657735875193"
[1] "Starting iterative with newton 1.5657735875193"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118605785521809"
threshold is:
[{'ad': 0.0002984249084907888, 'da': 0.00014756431400163864, 'dd': 0.0010479192903787194}, {'ad': 0.0012085906084107468, 'da': 0.002205890261355839, 'dd': 0.0033003603827310097}, {'ad': 0.004262789879529656, 'da': 0.005521535604944823, 'dd': 0.010861857893536933}, {'ad': 0.012152781989967805, 'da': 0.014585771494942602, 'dd': 0.027509582390107975}, {'ad': 0.02940094044837833, 'da': 0.033038359979656026, 'dd': 0.11860578552180855}]
Number of points in noise estimation: 128
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.1526109154795"
[1] "Starting iterative with newton 50.1526109154795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5473174769483"
[1] "Starting iterative with newton 35.5473174769483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.0639326729823"
[1] "Starting iterative with newton 32.0639326729823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7672325968968"
[1] "Starting iterative with newton 18.7672325968968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.4727870608418"
[1] "Starting iterative with newton 13.4727870608418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.84825767144896"
[1] "Starting iterative with newton 6.84825767144896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00575557330799"
[1] "Starting iterative with newton 5.00575557330799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 2.13233301986022"
[1] "Newton iter: 1, lambda:1.7488693576167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.73109473439542, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.7309483723222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73094836205701, diff to last: 0"
[1] "Newton iter: 5, lambda:1.73094836205701, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73094836205701"
[1] "Starting iterative with newton 1.73094836205701"
[1] "Starting newton at: 2.04707461130108"
[1] "Newton iter: 1, lambda:1.71644439401833, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.69597056486832, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.69576156849407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69576154590486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69576154590486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69576154590486"
[1] "Starting iterative with newton 1.69576154590486"
[1] "Starting newton at: 2.01649208591844"
[1] "Newton iter: 1, lambda:1.68761912673398, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.66460157849106, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.66431977556643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66431973165509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66431973165509, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66431973165509"
[1] "Starting iterative with newton 1.66431973165509"
[1] "Starting newton at: 1.99819994355719"
[1] "Newton iter: 1, lambda:1.67302447125741, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.64881350621995, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64849144715635, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64849138786434, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64849138786434, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64849138786434"
[1] "Starting iterative with newton 1.64849138786434"
[1] "Starting newton at: 1.99276015955299"
[1] "Newton iter: 1, lambda:1.66935329366803, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.64488803907668, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64455649424313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64455643088672, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64455643088672, diff to last: 0"
[1] "Final threshold is: 0.0442754422957181"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 1.9049074173402"
[1] "Newton iter: 1, lambda:1.57424636733876, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.54122624494863, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.54048679215477, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54048640406439, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54048640406428, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54048640406439"
[1] "Starting iterative with newton 1.54048640406439"
[1] "Starting newton at: 1.83304618729037"
[1] "Newton iter: 1, lambda:1.50856990182926, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.46765775883131, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.46634867107343, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46634726482145, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46634726481982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46634726482145"
[1] "Starting iterative with newton 1.46634726482145"
[1] "Starting newton at: 1.75933296487374"
[1] "Newton iter: 1, lambda:1.45238805123873, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.40645875457843, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.40460225043133, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40459907262499, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40459907261566, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40459907261566"
[1] "Starting iterative with newton 1.40459907261566"
[1] "Starting newton at: 1.694610552574"
[1] "Newton iter: 1, lambda:1.39780264485868, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.34625598612409, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.34363671552645, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34362964238202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34362964233035, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34362964233035"
[1] "Starting iterative with newton 1.34362964233035"
[1] "Starting newton at: 1.61950580348618"
[1] "Newton iter: 1, lambda:1.33701189576102, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.28039221531635, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.27681841378649, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27680358076785, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27680358051189, diff to last: 0"
[1] "Final threshold is: 0.0343746448526789"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 1.59177278856704"
[1] "Newton iter: 1, lambda:1.45463041353292, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.44234089988017, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.44221805944794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44221804700126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44221804700126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44221804700126"
[1] "Starting iterative with newton 1.44221804700126"
[1] "Starting newton at: 1.6811910344059"
[1] "Newton iter: 1, lambda:1.53320793790808, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.52190184799502, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.52181410665715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5218141012867, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52181410665715"
[1] "Starting iterative with newton 1.52181410665715"
[1] "Starting newton at: 1.75639309083253"
[1] "Newton iter: 1, lambda:1.59199889297867, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.58078928216327, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.58071383719939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58071383371739, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58071383371739"
[1] "Starting iterative with newton 1.58071383371739"
[1] "Starting newton at: 1.86082767938258"
[1] "Newton iter: 1, lambda:1.64743992293067, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.63418268381255, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.63409019308081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63409018846343, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63409018846343"
[1] "Starting iterative with newton 1.63409018846343"
[1] "Starting newton at: 1.91046523550854"
[1] "Newton iter: 1, lambda:1.68818086232387, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.67647600982153, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.67641099506409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67641099300798, diff to last: 0"
[1] "Final threshold is: 0.0451330443163005"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.32520480342708"
[1] "Newton iter: 1, lambda:1.34112750292083, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.34088546983664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34088541471942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34088541471942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34088541471942"
[1] "Starting iterative with newton 1.34088541471942"
[1] "Starting newton at: 1.78217938346972"
[1] "Newton iter: 1, lambda:1.84272151990703, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.84190983836521, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8419097356116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8419097356116, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8419097356116"
[1] "Starting iterative with newton 1.8419097356116"
[1] "Starting newton at: 2.2022644129818"
[1] "Newton iter: 1, lambda:2.16195648559525, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.16220635577388, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16220636342814, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16220635577388"
[1] "Starting iterative with newton 2.16220635577388"
[1] "Starting newton at: 2.36815605594474"
[1] "Newton iter: 1, lambda:2.30093896091438, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30200165966247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3020018791285, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30200187912851, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.30200187912851"
[1] "Starting iterative with newton 2.30200187912851"
[1] "Starting newton at: 2.47748837743339"
[1] "Newton iter: 1, lambda:2.34329020068809, diff to last: 0.134"
[1] "Newton iter: 2, lambda:2.34833333172651, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.34833869016908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34833869017521, diff to last: 0"
[1] "Final threshold is: 0.0632229653021525"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.27858697681401"
[1] "Newton iter: 1, lambda:1.35865381358677, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.35258120193947, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.35254858699251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35254858604497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35254858604497"
[1] "Starting iterative with newton 1.35254858604497"
[1] "Starting newton at: 1.9786016669039"
[1] "Newton iter: 1, lambda:1.8839921302964, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.88440681055164, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88440680121562, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.88440680121562"
[1] "Starting iterative with newton 1.88440680121562"
[1] "Starting newton at: 2.18986834051531"
[1] "Newton iter: 1, lambda:2.21378152393296, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.21390041057708, diff to last: 0"
[1] "Newton iter: 3, lambda:2.21390041378145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.21390041378145"
[1] "Starting iterative with newton 2.21390041378145"
[1] "Starting newton at: 2.38486141368309"
[1] "Newton iter: 1, lambda:2.37892686379861, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.3789377888792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37893778891582, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37893778891582"
[1] "Starting iterative with newton 2.37893778891582"
[1] "Starting newton at: 2.54081127055664"
[1] "Newton iter: 1, lambda:2.44618863130536, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.44948925505928, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44949284896827, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44949284897255, diff to last: 0"
[1] "Final threshold is: 0.065946280256125"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 1.38912614733307"
[1] "Newton iter: 1, lambda:1.36875642292117, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.36841197074736, diff to last: 0"
[1] "Newton iter: 3, lambda:1.36841186956296, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36841186956296, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36841186956296"
[1] "Starting iterative with newton 1.36841186956296"
[1] "Starting newton at: 1.93854524901161"
[1] "Newton iter: 1, lambda:1.94813977903331, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.94814215341947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94814215341968, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94814215341968"
[1] "Starting iterative with newton 1.94814215341968"
[1] "Starting newton at: 2.22478370207916"
[1] "Newton iter: 1, lambda:2.28569200770123, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.28663850589762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.2866387749175, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28663877491752, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.2866387749175"
[1] "Starting iterative with newton 2.2866387749175"
[1] "Starting newton at: 2.41418359739697"
[1] "Newton iter: 1, lambda:2.44804328337443, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.44844775041414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44844781101004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44844781101005, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.44844781101004"
[1] "Starting iterative with newton 2.44844781101004"
[1] "Starting newton at: 2.60392429350064"
[1] "Newton iter: 1, lambda:2.52228784560347, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.52508711618174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.52509019502686, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52509019503059, diff to last: 0"
[1] "Final threshold is: 0.0679815439115788"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93193637981584"
[1] "Newton iter: 1, lambda:2.272864796645, diff to last: 0.341"
[1] "Newton iter: 2, lambda:2.32460560113846, diff to last: 0.052"
[1] "Newton iter: 3, lambda:2.32679991000702, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.32680394746862, diff to last: 0"
[1] "Newton iter: 5, lambda:2.32680394748229, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.32680394746862"
[1] "Starting iterative with newton 2.32680394746862"
[1] "Starting newton at: 2.97516876053954"
[1] "Newton iter: 1, lambda:3.08581961167314, diff to last: 0.111"
[1] "Newton iter: 2, lambda:3.10294227195748, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.10333553844049, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10333574321341, diff to last: 0"
[1] "Newton iter: 5, lambda:3.10333574321346, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.10333574321341"
[1] "Starting iterative with newton 3.10333574321341"
[1] "Starting newton at: 3.69415434835836"
[1] "Newton iter: 1, lambda:3.56292355430882, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.58285697093551, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.58342575092207, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.58342620290672, diff to last: 0"
[1] "Newton iter: 5, lambda:3.58342620290701, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.58342620290672"
[1] "Starting iterative with newton 3.58342620290672"
[1] "Starting newton at: 3.7843650096962"
[1] "Newton iter: 1, lambda:3.75247637816282, diff to last: 0.032"
[1] "Newton iter: 2, lambda:3.75382033285766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75382283874138, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75382283875008, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.75382283875008"
[1] "Starting iterative with newton 3.75382283875008"
[1] "Starting newton at: 3.78675860608262"
[1] "Newton iter: 1, lambda:3.79257238175449, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.79261970323687, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79261970634557, diff to last: 0"
[1] "Final threshold is: 0.10210650835944"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04427544229571806}, {'ad': 0.034374644852678875, 'da': 0.045133044316300504, 'dd': 0.06322296530215255}, {'ad': 0.06594628025612503, 'da': 0.06798154391157882, 'dd': 0.10210650835944032}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375077907731368. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.1526109154795"
[1] "Starting iterative with newton 50.1526109154795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5473174769483"
[1] "Starting iterative with newton 35.5473174769483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.0639326729823"
[1] "Starting iterative with newton 32.0639326729823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7672325968968"
[1] "Starting iterative with newton 18.7672325968968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.4727870608418"
[1] "Starting iterative with newton 13.4727870608418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.84825767144896"
[1] "Starting iterative with newton 6.84825767144896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00575557330799"
[1] "Starting iterative with newton 5.00575557330799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 2.13233301986022"
[1] "Newton iter: 1, lambda:1.7488693576167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.73109473439542, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.7309483723222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73094836205701, diff to last: 0"
[1] "Newton iter: 5, lambda:1.73094836205701, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73094836205701"
[1] "Starting iterative with newton 1.73094836205701"
[1] "Starting newton at: 2.04707461130108"
[1] "Newton iter: 1, lambda:1.71644439401833, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.69597056486832, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.69576156849407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69576154590486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69576154590486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69576154590486"
[1] "Starting iterative with newton 1.69576154590486"
[1] "Starting newton at: 2.01649208591844"
[1] "Newton iter: 1, lambda:1.68761912673398, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.66460157849106, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.66431977556643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66431973165509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66431973165509, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66431973165509"
[1] "Starting iterative with newton 1.66431973165509"
[1] "Starting newton at: 1.99819994355719"
[1] "Newton iter: 1, lambda:1.67302447125741, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.64881350621995, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64849144715635, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64849138786434, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64849138786434, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64849138786434"
[1] "Starting iterative with newton 1.64849138786434"
[1] "Starting newton at: 1.99276015955299"
[1] "Newton iter: 1, lambda:1.66935329366803, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.64488803907668, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64455649424313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64455643088672, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64455643088672, diff to last: 0"
[1] "Final threshold is: 0.0442754422957181"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 1.9049074173402"
[1] "Newton iter: 1, lambda:1.57424636733876, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.54122624494863, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.54048679215477, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54048640406439, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54048640406428, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54048640406439"
[1] "Starting iterative with newton 1.54048640406439"
[1] "Starting newton at: 1.83304618729037"
[1] "Newton iter: 1, lambda:1.50856990182926, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.46765775883131, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.46634867107343, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46634726482145, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46634726481982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46634726482145"
[1] "Starting iterative with newton 1.46634726482145"
[1] "Starting newton at: 1.75933296487374"
[1] "Newton iter: 1, lambda:1.45238805123873, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.40645875457843, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.40460225043133, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40459907262499, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40459907261566, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40459907261566"
[1] "Starting iterative with newton 1.40459907261566"
[1] "Starting newton at: 1.694610552574"
[1] "Newton iter: 1, lambda:1.39780264485868, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.34625598612409, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.34363671552645, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34362964238202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34362964233035, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34362964233035"
[1] "Starting iterative with newton 1.34362964233035"
[1] "Starting newton at: 1.61950580348618"
[1] "Newton iter: 1, lambda:1.33701189576102, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.28039221531635, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.27681841378649, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27680358076785, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27680358051189, diff to last: 0"
[1] "Final threshold is: 0.0343746448526789"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 1.59177278856704"
[1] "Newton iter: 1, lambda:1.45463041353292, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.44234089988017, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.44221805944794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44221804700126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44221804700126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44221804700126"
[1] "Starting iterative with newton 1.44221804700126"
[1] "Starting newton at: 1.6811910344059"
[1] "Newton iter: 1, lambda:1.53320793790808, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.52190184799502, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.52181410665715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5218141012867, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52181410665715"
[1] "Starting iterative with newton 1.52181410665715"
[1] "Starting newton at: 1.75639309083253"
[1] "Newton iter: 1, lambda:1.59199889297867, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.58078928216327, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.58071383719939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58071383371739, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58071383371739"
[1] "Starting iterative with newton 1.58071383371739"
[1] "Starting newton at: 1.86082767938258"
[1] "Newton iter: 1, lambda:1.64743992293067, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.63418268381255, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.63409019308081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63409018846343, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63409018846343"
[1] "Starting iterative with newton 1.63409018846343"
[1] "Starting newton at: 1.91046523550854"
[1] "Newton iter: 1, lambda:1.68818086232387, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.67647600982153, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.67641099506409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67641099300798, diff to last: 0"
[1] "Final threshold is: 0.0451330443163005"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.32520480342708"
[1] "Newton iter: 1, lambda:1.34112750292083, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.34088546983664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34088541471942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34088541471942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34088541471942"
[1] "Starting iterative with newton 1.34088541471942"
[1] "Starting newton at: 1.78217938346972"
[1] "Newton iter: 1, lambda:1.84272151990703, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.84190983836521, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8419097356116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8419097356116, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8419097356116"
[1] "Starting iterative with newton 1.8419097356116"
[1] "Starting newton at: 2.2022644129818"
[1] "Newton iter: 1, lambda:2.16195648559525, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.16220635577388, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16220636342814, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16220635577388"
[1] "Starting iterative with newton 2.16220635577388"
[1] "Starting newton at: 2.36815605594474"
[1] "Newton iter: 1, lambda:2.30093896091438, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30200165966247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3020018791285, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30200187912851, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.30200187912851"
[1] "Starting iterative with newton 2.30200187912851"
[1] "Starting newton at: 2.47748837743339"
[1] "Newton iter: 1, lambda:2.34329020068809, diff to last: 0.134"
[1] "Newton iter: 2, lambda:2.34833333172651, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.34833869016908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34833869017521, diff to last: 0"
[1] "Final threshold is: 0.0632229653021525"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.27858697681401"
[1] "Newton iter: 1, lambda:1.35865381358677, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.35258120193947, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.35254858699251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35254858604497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35254858604497"
[1] "Starting iterative with newton 1.35254858604497"
[1] "Starting newton at: 1.9786016669039"
[1] "Newton iter: 1, lambda:1.8839921302964, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.88440681055164, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88440680121562, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.88440680121562"
[1] "Starting iterative with newton 1.88440680121562"
[1] "Starting newton at: 2.18986834051531"
[1] "Newton iter: 1, lambda:2.21378152393296, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.21390041057708, diff to last: 0"
[1] "Newton iter: 3, lambda:2.21390041378145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.21390041378145"
[1] "Starting iterative with newton 2.21390041378145"
[1] "Starting newton at: 2.38486141368309"
[1] "Newton iter: 1, lambda:2.37892686379861, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.3789377888792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37893778891582, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37893778891582"
[1] "Starting iterative with newton 2.37893778891582"
[1] "Starting newton at: 2.54081127055664"
[1] "Newton iter: 1, lambda:2.44618863130536, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.44948925505928, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44949284896827, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44949284897255, diff to last: 0"
[1] "Final threshold is: 0.065946280256125"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 1.38912614733307"
[1] "Newton iter: 1, lambda:1.36875642292117, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.36841197074736, diff to last: 0"
[1] "Newton iter: 3, lambda:1.36841186956296, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36841186956296, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36841186956296"
[1] "Starting iterative with newton 1.36841186956296"
[1] "Starting newton at: 1.93854524901161"
[1] "Newton iter: 1, lambda:1.94813977903331, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.94814215341947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94814215341968, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94814215341968"
[1] "Starting iterative with newton 1.94814215341968"
[1] "Starting newton at: 2.22478370207916"
[1] "Newton iter: 1, lambda:2.28569200770123, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.28663850589762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.2866387749175, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28663877491752, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.2866387749175"
[1] "Starting iterative with newton 2.2866387749175"
[1] "Starting newton at: 2.41418359739697"
[1] "Newton iter: 1, lambda:2.44804328337443, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.44844775041414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44844781101004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44844781101005, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.44844781101004"
[1] "Starting iterative with newton 2.44844781101004"
[1] "Starting newton at: 2.60392429350064"
[1] "Newton iter: 1, lambda:2.52228784560347, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.52508711618174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.52509019502686, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52509019503059, diff to last: 0"
[1] "Final threshold is: 0.0679815439115788"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93193637981584"
[1] "Newton iter: 1, lambda:2.272864796645, diff to last: 0.341"
[1] "Newton iter: 2, lambda:2.32460560113846, diff to last: 0.052"
[1] "Newton iter: 3, lambda:2.32679991000702, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.32680394746862, diff to last: 0"
[1] "Newton iter: 5, lambda:2.32680394748229, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.32680394746862"
[1] "Starting iterative with newton 2.32680394746862"
[1] "Starting newton at: 2.97516876053954"
[1] "Newton iter: 1, lambda:3.08581961167314, diff to last: 0.111"
[1] "Newton iter: 2, lambda:3.10294227195748, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.10333553844049, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10333574321341, diff to last: 0"
[1] "Newton iter: 5, lambda:3.10333574321346, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.10333574321341"
[1] "Starting iterative with newton 3.10333574321341"
[1] "Starting newton at: 3.69415434835836"
[1] "Newton iter: 1, lambda:3.56292355430882, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.58285697093551, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.58342575092207, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.58342620290672, diff to last: 0"
[1] "Newton iter: 5, lambda:3.58342620290701, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.58342620290672"
[1] "Starting iterative with newton 3.58342620290672"
[1] "Starting newton at: 3.7843650096962"
[1] "Newton iter: 1, lambda:3.75247637816282, diff to last: 0.032"
[1] "Newton iter: 2, lambda:3.75382033285766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75382283874138, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75382283875008, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.75382283875008"
[1] "Starting iterative with newton 3.75382283875008"
[1] "Starting newton at: 3.78675860608262"
[1] "Newton iter: 1, lambda:3.79257238175449, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.79261970323687, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79261970634557, diff to last: 0"
[1] "Final threshold is: 0.10210650835944"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04427544229571806}, {'ad': 0.034374644852678875, 'da': 0.045133044316300504, 'dd': 0.06322296530215255}, {'ad': 0.06594628025612503, 'da': 0.06798154391157882, 'dd': 0.10210650835944032}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375077907731368. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0337731952915891, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0337965419811706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0337965419923229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0337965419811706"
[1] "Starting iterative with newton 0.0337965419811706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0112390098026713, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0112400905128149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0112400905128249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0112400905128149"
[1] "Starting iterative with newton 0.0112400905128149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110846487645216, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110856966377987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011085696637808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110856966377987"
[1] "Starting iterative with newton 0.0110856966377987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835830796181, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846307294295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846307294389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110846307294295"
[1] "Starting iterative with newton 0.0110846307294295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835757218917, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846233701605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846233701698, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000298424908490789"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321895434960157, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0322170905282097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322170905483805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0322170905282097"
[1] "Starting iterative with newton 0.0322170905282097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00567410114354928, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00567434682029696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00567434682029742, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00567434682029696"
[1] "Starting iterative with newton 0.00567434682029696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548225312189214, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0054824799507962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548247995079659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0054824799507962"
[1] "Starting iterative with newton 0.0054824799507962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548087673699479, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548110343341287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548110343341326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00548110343341287"
[1] "Starting iterative with newton 0.00548110343341287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548086686289633, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548109355836411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0054810935583645, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000147564314001639"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638217556209883, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.063989958277116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639899594439546, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.063989958277116"
[1] "Starting iterative with newton 0.063989958277116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393920149177707, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394346787896143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394346788396302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0394346788396302"
[1] "Starting iterative with newton 0.0394346788396302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388925558744579, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389342223892801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389342224370747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0389342223892801"
[1] "Starting iterative with newton 0.0389342223892801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.038882231244886, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389238772032755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389238772510248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0389238772032755"
[1] "Starting iterative with newton 0.0389238772032755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388820177590812, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389236632924442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389236633401925, diff to last: 0"
[1] "Final threshold is: 0.00104791929037872"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131332069326545"
[1] "Newton iter: 1, lambda:0.146002033884236, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.146020816341498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146020816372262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146020816372262"
[1] "Starting iterative with newton 0.146020816372262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480333818375204, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481322682844647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0481322687035447, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481322682844647"
[1] "Starting iterative with newton 0.0481322682844647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449128775785185, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449965269695366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449965272596891, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0449965269695366"
[1] "Starting iterative with newton 0.0449965269695366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448117101699596, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448948953695226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448948956561614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0448948953695226"
[1] "Starting iterative with newton 0.0448948953695226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448084300917777, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448916002712278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448916005577534, diff to last: 0"
[1] "Final threshold is: 0.00120859060841075"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.2186773702336, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.225238408508122, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.225244238181753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225244238186352, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225244238181753"
[1] "Starting iterative with newton 0.225244238181753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897689066935996, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0904089306536094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0904089631522153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0904089631522154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0904089631522154"
[1] "Starting iterative with newton 0.0904089631522154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819278909907816, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824408346371273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824408547295137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824408547295137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0824408547295137"
[1] "Starting iterative with newton 0.0824408547295137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814577740037077, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819636364012577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819636558964136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819636558964136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0819636558964136"
[1] "Starting iterative with newton 0.0819636558964136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814296005016299, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819350404072945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819350598671259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819350598671259, diff to last: 0"
[1] "Final threshold is: 0.00220589026135584"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.189409794607122"
[1] "Newton iter: 1, lambda:0.340330273052231, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.344985911883569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.344990256248636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344990256252416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344990256248636"
[1] "Starting iterative with newton 0.344990256248636"
[1] "Starting newton at: 0.255178279784494"
[1] "Newton iter: 1, lambda:0.138749329678271, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.140395682094703, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140396012194618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140396012194631, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140396012194618"
[1] "Starting iterative with newton 0.140396012194618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122327076670268, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.124012896885537, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124013217013324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124013217013336, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124013217013324"
[1] "Starting iterative with newton 0.124013217013324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121053412223913, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12269376017653, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122694061341232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122694061341242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.122694061341232"
[1] "Starting iterative with newton 0.122694061341232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12095077504673, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122587496403321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122587796083721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122587796083731, diff to last: 0"
[1] "Final threshold is: 0.00330036038273101"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.508390277038294"
[1] "Newton iter: 1, lambda:0.444205952667968, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.445260366804549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.445260655964718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44526065596474, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445260655964718"
[1] "Starting iterative with newton 0.445260655964718"
[1] "Starting newton at: 0.311736519581711"
[1] "Newton iter: 1, lambda:0.186288450393152, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.188749126268253, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188750080358691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188750080358835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188750080358691"
[1] "Starting iterative with newton 0.188750080358691"
[1] "Starting newton at: 0.270427769901517"
[1] "Newton iter: 1, lambda:0.15978962334116, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.161563002300706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161563459880423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161563459880454, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.161563459880423"
[1] "Starting iterative with newton 0.161563459880423"
[1] "Starting newton at: 0.265118471028039"
[1] "Newton iter: 1, lambda:0.15696880632366, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.158648592868626, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158648999717133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158648999717157, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.158648999717133"
[1] "Starting iterative with newton 0.158648999717133"
[1] "Starting newton at: 0.267797015733494"
[1] "Newton iter: 1, lambda:0.156560496970487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.158335593062854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158336046946187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158336046946217, diff to last: 0"
[1] "Final threshold is: 0.00426278987952966"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0.624765834398259"
[1] "Newton iter: 1, lambda:0.52099406825944, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.524145359092423, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.524148363567451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52414836357018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.52414836357018"
[1] "Starting iterative with newton 0.52414836357018"
[1] "Starting newton at: 0.273308316742411"
[1] "Newton iter: 1, lambda:0.244689304456836, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.24484788271345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.244847887593365, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24484788271345"
[1] "Starting iterative with newton 0.24484788271345"
[1] "Starting newton at: 0.27861052062968"
[1] "Newton iter: 1, lambda:0.209229083381451, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.210091367136995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210091500891589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210091500891592, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210091500891592"
[1] "Starting iterative with newton 0.210091500891592"
[1] "Starting newton at: 0.264202582214379"
[1] "Newton iter: 1, lambda:0.205036539775284, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.205657768973732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205657837691231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205657837691232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205657837691231"
[1] "Starting iterative with newton 0.205657837691231"
[1] "Starting newton at: 0.265563460765048"
[1] "Newton iter: 1, lambda:0.204428189785175, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.205090518870182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205090596878356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205090596878357, diff to last: 0"
[1] "Final threshold is: 0.00552153560494482"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 0.803949100015374"
[1] "Newton iter: 1, lambda:0.590568441414908, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.60627327412209, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.606365710612112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606365713798861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606365710612112"
[1] "Starting iterative with newton 0.606365710612112"
[1] "Starting newton at: 0.38462608125681"
[1] "Newton iter: 1, lambda:0.440898825969637, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.441922960901349, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.441923296633713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44192329663375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.441923296633713"
[1] "Starting iterative with newton 0.441923296633713"
[1] "Starting newton at: 0.396747366114452"
[1] "Newton iter: 1, lambda:0.410745108312748, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.410806277408716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.410806278573948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.410806277408716"
[1] "Starting iterative with newton 0.410806277408716"
[1] "Starting newton at: 0.369220686243916"
[1] "Newton iter: 1, lambda:0.404286889649838, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.404669922517768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.404669967956857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404669967956858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.404669967956858"
[1] "Starting iterative with newton 0.404669967956858"
[1] "Starting newton at: 0.372975574914644"
[1] "Newton iter: 1, lambda:0.403166830084288, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.403450224863583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.403450249709226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403450249709226, diff to last: 0"
[1] "Final threshold is: 0.0108618578935369"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 0.665397458012388"
[1] "Newton iter: 1, lambda:0.671843702583313, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.671861600848619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.671861600986285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.671861600986285"
[1] "Starting iterative with newton 0.671861600986285"
[1] "Starting newton at: 0.403186430785346"
[1] "Newton iter: 1, lambda:0.496164760061649, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.499427403331318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.49943135257746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499431352583242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499431352583242"
[1] "Starting iterative with newton 0.499431352583242"
[1] "Starting newton at: 0.408404597400494"
[1] "Newton iter: 1, lambda:0.460818823524003, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.461809653308576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461810004171311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461810004171355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.461810004171311"
[1] "Starting iterative with newton 0.461810004171311"
[1] "Starting newton at: 0.409364109171321"
[1] "Newton iter: 1, lambda:0.452657215903189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.453326252884049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453326411478454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453326411478463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453326411478454"
[1] "Starting iterative with newton 0.453326411478454"
[1] "Starting newton at: 0.407779214563378"
[1] "Newton iter: 1, lambda:0.450742360092807, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.451399872475047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451400025352175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451400025352183, diff to last: 0"
[1] "Final threshold is: 0.0121527819899678"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 0.835948427510297"
[1] "Newton iter: 1, lambda:0.710178241080228, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.717164389908442, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.71718718933077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717187189572948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717187189572948"
[1] "Starting iterative with newton 0.717187189572948"
[1] "Starting newton at: 0.551638356435871"
[1] "Newton iter: 1, lambda:0.583641770618493, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.584079776616814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584079857957501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584079857957504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.584079857957504"
[1] "Starting iterative with newton 0.584079857957504"
[1] "Starting newton at: 0.569011358967789"
[1] "Newton iter: 1, lambda:0.551741121032254, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.551863937033638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.551863943273539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.551863943273539"
[1] "Starting iterative with newton 0.551863943273539"
[1] "Starting newton at: 0.572067462207596"
[1] "Newton iter: 1, lambda:0.543469663442928, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.543803330050312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.543803375820894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543803375820895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.543803375820895"
[1] "Starting iterative with newton 0.543803375820895"
[1] "Starting newton at: 0.574687317044452"
[1] "Newton iter: 1, lambda:0.541317298403639, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.541770320925543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541770405165931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.541770405165934, diff to last: 0"
[1] "Final threshold is: 0.0145857714949426"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.01064952237207"
[1] "Newton iter: 1, lambda:0.981634813751415, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.982207959971786, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.982208187497942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982208187497977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.982208187497942"
[1] "Starting iterative with newton 0.982208187497942"
[1] "Starting newton at: 1.02883911377285"
[1] "Newton iter: 1, lambda:1.00886661178209, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00914293429791, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00914298782949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00914298782949, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00914298782949"
[1] "Starting iterative with newton 1.00914298782949"
[1] "Starting newton at: 1.05233565832005"
[1] "Newton iter: 1, lambda:1.01714251967301, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.0179958398347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01799635261521, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0179963526154, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0179963526154"
[1] "Starting iterative with newton 1.0179963526154"
[1] "Starting newton at: 1.05561696995453"
[1] "Newton iter: 1, lambda:1.02000054287789, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02087539623178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02087593594948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02087593594968, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02087593594948"
[1] "Starting iterative with newton 1.02087593594948"
[1] "Starting newton at: 1.05519278107748"
[1] "Newton iter: 1, lambda:1.02100159023507, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.02180888385959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02180934361956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02180934361971, diff to last: 0"
[1] "Final threshold is: 0.027509582390108"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.02204202400463"
[1] "Newton iter: 1, lambda:1.01101294649786, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.01110001377905, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01110001924186, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01110001924186"
[1] "Starting iterative with newton 1.01110001924186"
[1] "Starting newton at: 1.02082292930556"
[1] "Newton iter: 1, lambda:1.0641246557041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.06553932537818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06554079706371, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06554079706531, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06554079706371"
[1] "Starting iterative with newton 1.06554079706371"
[1] "Starting newton at: 1.02190638789187"
[1] "Newton iter: 1, lambda:1.0812618187741, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.08396371051161, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08396911761143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08396911763305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08396911761143"
[1] "Starting iterative with newton 1.08396911761143"
[1] "Starting newton at: 1.01910410759109"
[1] "Newton iter: 1, lambda:1.08654119201948, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.09005342045749, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09006258122908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09006258129126, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09006258122908"
[1] "Starting iterative with newton 1.09006258122908"
[1] "Starting newton at: 1.01918433703856"
[1] "Newton iter: 1, lambda:1.08835018038719, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.09205131361352, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09206149454484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09206149462169, diff to last: 0"
[1] "Final threshold is: 0.0294009404483783"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 0.972679905942708"
[1] "Newton iter: 1, lambda:1.06450063270076, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.0714894777185, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07152806065258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07152806182329, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07152806182329"
[1] "Starting iterative with newton 1.07152806182329"
[1] "Starting newton at: 1.34706449647957"
[1] "Newton iter: 1, lambda:1.14254391903769, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.17147385906509, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.17217150732766, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1721719051782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17217190517833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17217190517833"
[1] "Starting iterative with newton 1.17217190517833"
[1] "Starting newton at: 1.37952499315754"
[1] "Newton iter: 1, lambda:1.18110137369818, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.20872701010203, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.20937174468603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20937208910707, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20937208910717, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20937208910707"
[1] "Starting iterative with newton 1.20937208910707"
[1] "Starting newton at: 1.39417412201914"
[1] "Newton iter: 1, lambda:1.1936290342619, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.22188368307226, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.22256182768613, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22256221057247, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22256221057259, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22256221057259"
[1] "Starting iterative with newton 1.22256221057259"
[1] "Starting newton at: 1.40222045436718"
[1] "Newton iter: 1, lambda:1.19690959679489, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.22642641675821, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.22716847578727, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22716893504056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22716893504073, diff to last: 0"
[1] "Final threshold is: 0.033038359979656"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25700592709148"
[1] "Newton iter: 1, lambda:1.47862500183673, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.55651364163505, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56565546972895, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56577356800471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5657735875193, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5657735875193, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5657735875193"
[1] "Starting iterative with newton 1.5657735875193"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118605785521809"
threshold is:
[{'ad': 0.0002984249084907888, 'da': 0.00014756431400163864, 'dd': 0.0010479192903787194}, {'ad': 0.0012085906084107468, 'da': 0.002205890261355839, 'dd': 0.0033003603827310097}, {'ad': 0.004262789879529656, 'da': 0.005521535604944823, 'dd': 0.010861857893536933}, {'ad': 0.012152781989967805, 'da': 0.014585771494942602, 'dd': 0.027509582390107975}, {'ad': 0.02940094044837833, 'da': 0.033038359979656026, 'dd': 0.11860578552180855}]
Number of points in noise estimation: 128
Estimated noise: 0.02692242203683176
0.02692242203683176
threshold is:
[{'ad': 0.015127396994863318, 'da': 0.03485920233351453, 'dd': 0.0055696204112928305}, {'ad': 0.0026336421031927237, 'da': 0.0012743236095393226, 'dd': 0.0040601840543512124}, {'ad': 0.005398312001451799, 'da': 0.003901152170489232, 'dd': 0.012126132606916522}, {'ad': 0.010921121874408968, 'da': 0.014496851665982129, 'dd': 0.024504488225929755}, {'ad': 0.024560979732430828, 'da': 0.026320088404324867, 'dd': 0.11860578552180855}]
['peppers256', 0.025, 2, 0.0006226189492953187, 0.0003304858720496544, 0.0003365856989791829, 0.001935005363554826, 0.0003413312696426393, 0.0004168650507117805, 0.0003413312696426393, 0.0004168650507117805, 32.057776657782085, 34.80847101449207, 34.729043404884465, 27.133178268419506, 34.668239238186885, 33.80004513890886, 34.668239238186885, 33.80004513890886]
peppers256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249915117869244, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249995465831013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249995465839317, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249995465831013"
[1] "Starting iterative with newton 0.0249995465831013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00133274133906808, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00133274942974193, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00133274133906808"
[1] "Starting iterative with newton 0.00133274133906808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125835588156261, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125836280572168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00125835588156261"
[1] "Starting iterative with newton 0.00125835588156261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812764908818, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813456984019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00125812764908818"
[1] "Starting iterative with newton 0.00125812764908818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812694886908, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813386961065, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.35467705070719e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249505353508529, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249583819903713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249583819911472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249583819911472"
[1] "Starting iterative with newton 0.0249583819911472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00749709163933794, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00749763474227346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00749763474227632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00749763474227346"
[1] "Starting iterative with newton 0.00749763474227346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00734078753526862, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00734130400565605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00734130400565861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00734130400565605"
[1] "Starting iterative with newton 0.00734130400565605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733939420757671, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733991044383445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.007339910443837, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00733991044383445"
[1] "Starting iterative with newton 0.00733991044383445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733938178768246, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733989802185346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00733989802185601, diff to last: 0"
[1] "Final threshold is: 0.000195711469900365"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0664032383953489, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665777763943568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665777775990544, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0665777763943568"
[1] "Starting iterative with newton 0.0665777763943568"
[1] "Starting newton at: 0.00814812218295224"
[1] "Newton iter: 1, lambda:0.0383695690257258, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0383923624843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0383923624972639, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0383923624972639"
[1] "Starting iterative with newton 0.0383923624972639"
[1] "Starting newton at: 0.0363335360800451"
[1] "Newton iter: 1, lambda:0.0380751040475066, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0380751792835588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380751792835589, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0380751792835588"
[1] "Starting iterative with newton 0.0380751792835588"
[1] "Starting newton at: 0.0366507192937503"
[1] "Newton iter: 1, lambda:0.038071439228, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714892929325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714892929326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0380714892929325"
[1] "Starting iterative with newton 0.0380714892929325"
[1] "Starting newton at: 0.0366544092843766"
[1] "Newton iter: 1, lambda:0.0380713965470756, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714463492435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714463492436, diff to last: 0"
[1] "Final threshold is: 0.00101513927088074"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145877857461851, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147754507313069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147754816051146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147754816051154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147754816051154"
[1] "Starting iterative with newton 0.147754816051154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052245121462157, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0523797581156676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05237975900967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0523797581156676"
[1] "Starting iterative with newton 0.0523797581156676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486852800981503, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487981616145121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487981622213071, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0487981616145121"
[1] "Starting iterative with newton 0.0487981616145121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485515156312664, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486636261120033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486636267097302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486636267097302"
[1] "Starting iterative with newton 0.0486636267097302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485464904431513, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486585720238473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486585726212358, diff to last: 0"
[1] "Final threshold is: 0.00129743500872716"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.228888647565255"
[1] "Newton iter: 1, lambda:0.210819489423523, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.210861270412556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210861270636388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210861270636388"
[1] "Starting iterative with newton 0.210861270636388"
[1] "Starting newton at: 0.1656346566972"
[1] "Newton iter: 1, lambda:0.0861257405409618, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0865687940116535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0865688077978211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0865688077978211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0865688077978211"
[1] "Starting iterative with newton 0.0865688077978211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800860164095336, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805232547520335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805232677748168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0805232677748168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0805232547520335"
[1] "Starting iterative with newton 0.0805232547520335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797886559211681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802219996375663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802220124102258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802220124102258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0802220124102258"
[1] "Starting iterative with newton 0.0802220124102258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797738208744522, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802069709095513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802069836698424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802069836698424, diff to last: 0"
[1] "Final threshold is: 0.00213864370098367"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.242105954842779"
[1] "Newton iter: 1, lambda:0.339332054869544, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.341320419438044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341321239463142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341321239463281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341321239463142"
[1] "Starting iterative with newton 0.341321239463142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143091898241765, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145553430836339, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.145554157535936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145554157535999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145554157535936"
[1] "Starting iterative with newton 0.145554157535936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127484524181428, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129334754840849, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129335143953322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129335143953339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129335143953322"
[1] "Starting iterative with newton 0.129335143953322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126160157977111, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127963631132563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127963999112063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127963999112078, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127963999112063"
[1] "Starting iterative with newton 0.127963999112063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126047995211134, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127847543384507, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12784790961947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127847909619485, diff to last: 0"
[1] "Final threshold is: 0.00340894413530286"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.553628327309281"
[1] "Newton iter: 1, lambda:0.440754928384074, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.443926832298359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.443929411426618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443929411428322, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.443929411428322"
[1] "Starting iterative with newton 0.443929411428322"
[1] "Starting newton at: 0.243362077278226"
[1] "Newton iter: 1, lambda:0.197883707503432, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.198208965624255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.198208982305693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198208982305693, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198208982305693"
[1] "Starting iterative with newton 0.198208982305693"
[1] "Starting newton at: 0.278456614766451"
[1] "Newton iter: 1, lambda:0.171115521838527, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.172807205122854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.172807627583918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172807627583944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172807627583918"
[1] "Starting iterative with newton 0.172807627583918"
[1] "Starting newton at: 0.289196705120309"
[1] "Newton iter: 1, lambda:0.167943686927354, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.170085585891263, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.170086258365464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17008625836553, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17008625836553"
[1] "Starting iterative with newton 0.17008625836553"
[1] "Starting newton at: 0.286281884195056"
[1] "Newton iter: 1, lambda:0.167747377126301, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.169793138055333, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169793751046928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169793751046983, diff to last: 0"
[1] "Final threshold is: 0.00452739050302221"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.545881480695127"
[1] "Newton iter: 1, lambda:0.519083347931651, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.519298336981483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.519298350927984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519298350927984, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519298350927984"
[1] "Starting iterative with newton 0.519298350927984"
[1] "Starting newton at: 0.258040917772899"
[1] "Newton iter: 1, lambda:0.255452551769489, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.255453816361826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255453816362128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255453816361826"
[1] "Starting iterative with newton 0.255453816361826"
[1] "Starting newton at: 0.180972725161496"
[1] "Newton iter: 1, lambda:0.225632478210723, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.225989237400462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225989260103472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225989260103472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.225989260103472"
[1] "Starting iterative with newton 0.225989260103472"
[1] "Starting newton at: 0.1773150486558"
[1] "Newton iter: 1, lambda:0.222169204748897, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.222526678595899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222526701239743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222526701239743, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222526701239743"
[1] "Starting iterative with newton 0.222526701239743"
[1] "Starting newton at: 0.18077760751953"
[1] "Newton iter: 1, lambda:0.221818017985588, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.222116989343295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222117005169627, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222117005169627, diff to last: 0"
[1] "Final threshold is: 0.0059225408094481"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 0.639101672803461"
[1] "Newton iter: 1, lambda:0.607511300907773, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.607876711944315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607876761351218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607876761351219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607876761351219"
[1] "Starting iterative with newton 0.607876761351219"
[1] "Starting newton at: 0.370977021682867"
[1] "Newton iter: 1, lambda:0.439106920279463, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.440616512097671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.440617244271247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44061724427142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440617244271247"
[1] "Starting iterative with newton 0.440617244271247"
[1] "Starting newton at: 0.373847726639524"
[1] "Newton iter: 1, lambda:0.408838130685449, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.409222128805848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.409222174786587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409222174786588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.409222174786588"
[1] "Starting iterative with newton 0.409222174786588"
[1] "Starting newton at: 0.38118224634037"
[1] "Newton iter: 1, lambda:0.402953870815406, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.403101309723241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.40310131646069, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40310131646069"
[1] "Starting iterative with newton 0.40310131646069"
[1] "Starting newton at: 0.374065132561455"
[1] "Newton iter: 1, lambda:0.401662972803759, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.401899809625773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.401899826990009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401899826990009, diff to last: 0"
[1] "Final threshold is: 0.0107162804794738"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 0.643906191238841"
[1] "Newton iter: 1, lambda:0.670052927985681, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670347990099227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6703480273368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6703480273368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6703480273368"
[1] "Starting iterative with newton 0.6703480273368"
[1] "Starting newton at: 0.415302361680444"
[1] "Newton iter: 1, lambda:0.496910201141345, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.499418150321735, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.499420482325768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499420482327783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499420482325768"
[1] "Starting iterative with newton 0.499420482325768"
[1] "Starting newton at: 0.437034383537675"
[1] "Newton iter: 1, lambda:0.461844639572727, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.462065723710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.462065741185247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462065741185247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.462065741185247"
[1] "Starting iterative with newton 0.462065741185247"
[1] "Starting newton at: 0.438631303067453"
[1] "Newton iter: 1, lambda:0.453576000337143, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.453655393501387, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453655395735884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453655395735884"
[1] "Starting iterative with newton 0.453655395735884"
[1] "Starting newton at: 0.434554521653754"
[1] "Newton iter: 1, lambda:0.451646841548612, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.451750530131139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451750533935137, diff to last: 0"
[1] "Final threshold is: 0.012045502643427"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 0.590278017837892"
[1] "Newton iter: 1, lambda:0.70733492334476, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.713932481222757, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.713952673427092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713952673615758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713952673615758"
[1] "Starting iterative with newton 0.713952673615758"
[1] "Starting newton at: 0.559286559313616"
[1] "Newton iter: 1, lambda:0.579100561913641, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.579266614290404, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579266625890107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579266625890107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.579266625890107"
[1] "Starting iterative with newton 0.579266625890107"
[1] "Starting newton at: 0.56812027644284"
[1] "Newton iter: 1, lambda:0.546633328252916, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.546821727309064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546821741876257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546821741876258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546821741876257"
[1] "Starting iterative with newton 0.546821741876257"
[1] "Starting newton at: 0.576471404305009"
[1] "Newton iter: 1, lambda:0.538151110538924, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.538743917670064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.538744061001005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538744061001014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538744061001005"
[1] "Starting iterative with newton 0.538744061001005"
[1] "Starting newton at: 0.576978931319553"
[1] "Newton iter: 1, lambda:0.536042515173184, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.536717497776279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536717683305253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536717683305267, diff to last: 0"
[1] "Final threshold is: 0.014311071680893"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.08536821880413"
[1] "Newton iter: 1, lambda:0.959194530565387, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.969335860313368, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.969407054842258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.969407058331697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.969407058331697"
[1] "Starting iterative with newton 0.969407058331697"
[1] "Starting newton at: 1.09216240138376"
[1] "Newton iter: 1, lambda:0.979082048209671, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.987361243566852, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.987409074148275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.987409075737321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.987409074148275"
[1] "Starting iterative with newton 0.987409074148275"
[1] "Starting newton at: 1.09974321622297"
[1] "Newton iter: 1, lambda:0.984845149877294, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.993404004499847, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.993455284379867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993455286211859, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.993455284379867"
[1] "Starting iterative with newton 0.993455284379867"
[1] "Starting newton at: 1.10084702129774"
[1] "Newton iter: 1, lambda:0.987008910181169, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.995423757427721, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.995473372527652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995473374244346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995473374244346"
[1] "Starting iterative with newton 0.995473374244346"
[1] "Starting newton at: 1.09954154117338"
[1] "Newton iter: 1, lambda:0.988007078433493, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.99609967009737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.996145565044376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996145566513773, diff to last: 0"
[1] "Final threshold is: 0.0265612835749364"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.02525500077077"
[1] "Newton iter: 1, lambda:1.00511081180926, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00539912827685, diff to last: 0"
[1] "Newton iter: 3, lambda:1.0053991880748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0053991880748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0053991880748"
[1] "Starting iterative with newton 1.0053991880748"
[1] "Starting newton at: 1.03055801272142"
[1] "Newton iter: 1, lambda:1.05373506156729, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.05413421299265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05413432972969, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0541343297297, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05413432972969"
[1] "Starting iterative with newton 1.05413432972969"
[1] "Starting newton at: 1.02928415536686"
[1] "Newton iter: 1, lambda:1.069727605637, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.07096358594593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07096471274235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07096471274328, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07096471274235"
[1] "Starting iterative with newton 1.07096471274235"
[1] "Starting newton at: 1.0298639121536"
[1] "Newton iter: 1, lambda:1.07510666019905, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.07666123037321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07666301696593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07666301696829, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07666301696829"
[1] "Starting iterative with newton 1.07666301696829"
[1] "Starting newton at: 1.03246843757338"
[1] "Newton iter: 1, lambda:1.0770663503555, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.0785774795089, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07857916876631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07857916876842, diff to last: 0"
[1] "Final threshold is: 0.0287592980031998"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 0.987826421480951"
[1] "Newton iter: 1, lambda:1.06030815241451, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.06459018446164, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06460455219994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06460455236126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06460455219994"
[1] "Starting iterative with newton 1.06460455219994"
[1] "Starting newton at: 0.988793301658805"
[1] "Newton iter: 1, lambda:1.13902892338346, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.15903727891329, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.15936701164353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15936709999231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15936709999232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15936709999232"
[1] "Starting iterative with newton 1.15936709999232"
[1] "Starting newton at: 1.02187086918678"
[1] "Newton iter: 1, lambda:1.17342209230678, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.19415892115541, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.19451845924768, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19451856577713, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19451856577714, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19451856577713"
[1] "Starting iterative with newton 1.19451856577713"
[1] "Starting newton at: 1.03165942872464"
[1] "Newton iter: 1, lambda:1.18526095471079, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.20671865251376, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.20710582139188, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20710594554764, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20710594554765, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20710594554765"
[1] "Starting iterative with newton 1.20710594554765"
[1] "Starting newton at: 1.03124518839158"
[1] "Newton iter: 1, lambda:1.18853518471759, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.21112504959555, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.21155528507949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21155543866921, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21155543866923, diff to last: 0"
[1] "Final threshold is: 0.0323049850368166"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29193332380301"
[1] "Newton iter: 1, lambda:1.48269703356174, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.54001450101529, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.544865702341, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.54489873286917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54489873439243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54489873439243"
[1] "Starting iterative with newton 1.54489873439243"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.117467573823695"
threshold is:
[{'ad': 3.354677050707194e-05, 'da': 0.00019571146990036468, 'dd': 0.0010151392708807423}, {'ad': 0.0012974350087271605, 'da': 0.0021386437009836686, 'dd': 0.0034089441353028632}, {'ad': 0.004527390503022212, 'da': 0.005922540809448104, 'dd': 0.010716280479473839}, {'ad': 0.01204550264342696, 'da': 0.014311071680892996, 'dd': 0.02656128357493635}, {'ad': 0.028759298003199794, 'da': 0.032304985036816634, 'dd': 0.1174675738236952}]
Number of points in noise estimation: 128
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.985955878225"
[1] "Starting iterative with newton 49.985955878225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5949966069283"
[1] "Starting iterative with newton 35.5949966069283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9087164832546"
[1] "Starting iterative with newton 31.9087164832546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4884061727877"
[1] "Starting iterative with newton 18.4884061727877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.2385383185096"
[1] "Starting iterative with newton 14.2385383185096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65104902210478"
[1] "Starting iterative with newton 6.65104902210478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.94967367273922"
[1] "Starting iterative with newton 4.94967367273922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92038627770241"
[1] "Starting iterative with newton 3.92038627770241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 2.13475058520964"
[1] "Newton iter: 1, lambda:1.74609537505348, diff to last: 0.389"
[1] "Newton iter: 2, lambda:1.73169268351512, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.73160012650985, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73160012257337, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73160012257337"
[1] "Starting iterative with newton 1.73160012257337"
[1] "Starting newton at: 2.07937766673745"
[1] "Newton iter: 1, lambda:1.71035469687471, diff to last: 0.369"
[1] "Newton iter: 2, lambda:1.69187611843503, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.69171028123876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69171026740465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69171026740465, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69171026740465"
[1] "Starting iterative with newton 1.69171026740465"
[1] "Starting newton at: 2.0074078132088"
[1] "Newton iter: 1, lambda:1.65882563603019, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.63514479098444, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.63483789100368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63483783733027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63483783733027, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.63483783733027"
[1] "Starting iterative with newton 1.63483783733027"
[1] "Starting newton at: 1.92831524485355"
[1] "Newton iter: 1, lambda:1.60092256172926, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.57204238555066, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.5715225943695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57152241848687, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57152241848685, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57152241848687"
[1] "Starting iterative with newton 1.57152241848687"
[1] "Starting newton at: 1.84649020299126"
[1] "Newton iter: 1, lambda:1.54704171513909, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.51498723344496, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.51426784213266, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.51426746389801, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5142674638979, diff to last: 0"
[1] "Final threshold is: 0.0403765161722124"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 1.89882206539121"
[1] "Newton iter: 1, lambda:1.57794012793681, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.54638220845241, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.54571453435288, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54571422201804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54571422201797, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54571422201797"
[1] "Starting iterative with newton 1.54571422201797"
[1] "Starting newton at: 1.84291052546846"
[1] "Newton iter: 1, lambda:1.53174770510639, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.49563188637307, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.49466497225433, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49466424723739, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49466424723698, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49466424723698"
[1] "Starting iterative with newton 1.49466424723698"
[1] "Starting newton at: 1.76999158298516"
[1] "Newton iter: 1, lambda:1.47258965798246, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.43111020550058, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.42966437254462, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.42966253599281, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42966253598984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42966253598984"
[1] "Starting iterative with newton 1.42966253598984"
[1] "Starting newton at: 1.68960785284968"
[1] "Newton iter: 1, lambda:1.41098190373281, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.36544793523295, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.36347150167572, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.36346762171324, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36346762169827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36346762169827"
[1] "Starting iterative with newton 1.36346762169827"
[1] "Starting newton at: 1.61289872439884"
[1] "Newton iter: 1, lambda:1.33687927553735, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.28227584318209, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.27896520964098, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.2789525490034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27895254881794, diff to last: 0"
[1] "Final threshold is: 0.0341020655214457"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 1.60940208839642"
[1] "Newton iter: 1, lambda:1.46069931343608, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.44680604296343, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.44665090955794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44665088989986, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44665088989986, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44665088989986"
[1] "Starting iterative with newton 1.44665088989986"
[1] "Starting newton at: 1.69448691811394"
[1] "Newton iter: 1, lambda:1.52537273494499, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.51100724810767, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.51086280937036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51086279447202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51086279447202, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51086279447202"
[1] "Starting iterative with newton 1.51086279447202"
[1] "Starting newton at: 1.74579651440886"
[1] "Newton iter: 1, lambda:1.57401748458221, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.56131195424751, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.56121077710454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56121077055765, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56121077055765"
[1] "Starting iterative with newton 1.56121077055765"
[1] "Starting newton at: 1.79225658260081"
[1] "Newton iter: 1, lambda:1.6137572722555, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.60192853988235, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.60184864121234, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6018486374904, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60184864121234"
[1] "Starting iterative with newton 1.60184864121234"
[1] "Starting newton at: 1.85061599466401"
[1] "Newton iter: 1, lambda:1.65352535131054, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.64175970573607, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.64168791355922, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6416879108246, diff to last: 0"
[1] "Final threshold is: 0.043774062417288"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.3498998657444"
[1] "Newton iter: 1, lambda:1.31203844455907, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.31064778313975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3106458346096, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31064583460577, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31064583460577"
[1] "Starting iterative with newton 1.31064583460577"
[1] "Starting newton at: 1.7740412905559"
[1] "Newton iter: 1, lambda:1.77176823332705, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.77176695562556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77176695562515, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77176695562556"
[1] "Starting iterative with newton 1.77176695562556"
[1] "Starting newton at: 2.09419540663832"
[1] "Newton iter: 1, lambda:2.07143000046763, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.07146419631213, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07146419636586, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.07146419636586"
[1] "Starting iterative with newton 2.07146419636586"
[1] "Starting newton at: 2.23955486399789"
[1] "Newton iter: 1, lambda:2.22876753689145, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.22878509487087, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22878509491498, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22878509487087"
[1] "Starting iterative with newton 2.22878509487087"
[1] "Starting newton at: 2.42241542275827"
[1] "Newton iter: 1, lambda:2.29315661856062, diff to last: 0.129"
[1] "Newton iter: 2, lambda:2.2972884214299, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.29729136925125, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29729136925277, diff to last: 0"
[1] "Final threshold is: 0.0612551113553956"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.30177854143552"
[1] "Newton iter: 1, lambda:1.32215189808597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.32174893835538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3217487837202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32174878372018, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32174878372018"
[1] "Starting iterative with newton 1.32174878372018"
[1] "Starting newton at: 1.74422685880515"
[1] "Newton iter: 1, lambda:1.82919118939553, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.82758434811461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82758402814993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82758402814992, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82758402814992"
[1] "Starting iterative with newton 1.82758402814992"
[1] "Starting newton at: 2.1214893013854"
[1] "Newton iter: 1, lambda:2.16488016467687, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.16515534250421, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16515535638186, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16515535638186, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16515534250421"
[1] "Starting iterative with newton 2.16515534250421"
[1] "Starting newton at: 2.32360458047469"
[1] "Newton iter: 1, lambda:2.34096546490469, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.3410459529966, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34104595479772, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34104595479772"
[1] "Starting iterative with newton 2.34104595479772"
[1] "Starting newton at: 2.50762401372702"
[1] "Newton iter: 1, lambda:2.41970438058554, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.42239450725573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.42239673616328, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42239673616482, diff to last: 0"
[1] "Final threshold is: 0.0645909281715939"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 1.39483785976976"
[1] "Newton iter: 1, lambda:1.36723946607241, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.36660274143905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36660239018607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36660239018596, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36660239018607"
[1] "Starting iterative with newton 1.36660239018607"
[1] "Starting newton at: 1.94359038304496"
[1] "Newton iter: 1, lambda:1.93265272062236, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.93265492338347, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9326549233835, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9326549233835"
[1] "Starting iterative with newton 1.9326549233835"
[1] "Starting newton at: 2.23233561927207"
[1] "Newton iter: 1, lambda:2.26495993479078, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.26522412397051, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26522414298325, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26522414298325, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.26522414298325"
[1] "Starting iterative with newton 2.26522414298325"
[1] "Starting newton at: 2.40900405872788"
[1] "Newton iter: 1, lambda:2.4176303512206, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.41765543377234, diff to last: 0"
[1] "Newton iter: 3, lambda:2.41765543398732, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41765543398732"
[1] "Starting iterative with newton 2.41765543398732"
[1] "Starting newton at: 2.56653992029451"
[1] "Newton iter: 1, lambda:2.48501906634419, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.48764638382792, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.48764889781698, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48764889781929, diff to last: 0"
[1] "Final threshold is: 0.0663308156242332"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96659524896573"
[1] "Newton iter: 1, lambda:2.13849662149018, diff to last: 0.172"
[1] "Newton iter: 2, lambda:2.15122459328004, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.15132500440222, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15132501075202, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.15132500440222"
[1] "Starting iterative with newton 2.15132500440222"
[1] "Starting newton at: 3.02255583118427"
[1] "Newton iter: 1, lambda:2.95391246467744, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.95966089880635, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.95970369536425, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95970369772784, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95970369536425"
[1] "Starting iterative with newton 2.95970369536425"
[1] "Starting newton at: 3.57128744149908"
[1] "Newton iter: 1, lambda:3.5234230192708, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.52666250620978, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.52667840342237, diff to last: 0"
[1] "Newton iter: 4, lambda:3.52667840380365, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52667840342237"
[1] "Starting iterative with newton 3.52667840342237"
[1] "Starting newton at: 3.94087188766605"
[1] "Newton iter: 1, lambda:3.88570061716624, diff to last: 0.055"
[1] "Newton iter: 2, lambda:3.88998902989643, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.89001760602791, diff to last: 0"
[1] "Newton iter: 4, lambda:3.89001760728821, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.89001760728821"
[1] "Starting iterative with newton 3.89001760728821"
[1] "Starting newton at: 4.10089769047897"
[1] "Newton iter: 1, lambda:4.0181482878666, diff to last: 0.083"
[1] "Newton iter: 2, lambda:4.02722297935744, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.02735126522025, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02735129046781, diff to last: 0"
[1] "Newton iter: 5, lambda:4.02735129046781, diff to last: 0"
[1] "Final threshold is: 0.107385530223423"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04037651617221244}, {'ad': 0.03410206552144571, 'da': 0.043774062417287964, 'dd': 0.06125511135539561}, {'ad': 0.06459092817159391, 'da': 0.06633081562423317, 'dd': 0.10738553022342281}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375296395959235. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.985955878225"
[1] "Starting iterative with newton 49.985955878225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5949966069283"
[1] "Starting iterative with newton 35.5949966069283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9087164832546"
[1] "Starting iterative with newton 31.9087164832546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4884061727877"
[1] "Starting iterative with newton 18.4884061727877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.2385383185096"
[1] "Starting iterative with newton 14.2385383185096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65104902210478"
[1] "Starting iterative with newton 6.65104902210478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.94967367273922"
[1] "Starting iterative with newton 4.94967367273922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92038627770241"
[1] "Starting iterative with newton 3.92038627770241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 2.13475058520964"
[1] "Newton iter: 1, lambda:1.74609537505348, diff to last: 0.389"
[1] "Newton iter: 2, lambda:1.73169268351512, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.73160012650985, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73160012257337, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73160012257337"
[1] "Starting iterative with newton 1.73160012257337"
[1] "Starting newton at: 2.07937766673745"
[1] "Newton iter: 1, lambda:1.71035469687471, diff to last: 0.369"
[1] "Newton iter: 2, lambda:1.69187611843503, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.69171028123876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69171026740465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69171026740465, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69171026740465"
[1] "Starting iterative with newton 1.69171026740465"
[1] "Starting newton at: 2.0074078132088"
[1] "Newton iter: 1, lambda:1.65882563603019, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.63514479098444, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.63483789100368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63483783733027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63483783733027, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.63483783733027"
[1] "Starting iterative with newton 1.63483783733027"
[1] "Starting newton at: 1.92831524485355"
[1] "Newton iter: 1, lambda:1.60092256172926, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.57204238555066, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.5715225943695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57152241848687, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57152241848685, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57152241848687"
[1] "Starting iterative with newton 1.57152241848687"
[1] "Starting newton at: 1.84649020299126"
[1] "Newton iter: 1, lambda:1.54704171513909, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.51498723344496, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.51426784213266, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.51426746389801, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5142674638979, diff to last: 0"
[1] "Final threshold is: 0.0403765161722124"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 1.89882206539121"
[1] "Newton iter: 1, lambda:1.57794012793681, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.54638220845241, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.54571453435288, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54571422201804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54571422201797, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54571422201797"
[1] "Starting iterative with newton 1.54571422201797"
[1] "Starting newton at: 1.84291052546846"
[1] "Newton iter: 1, lambda:1.53174770510639, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.49563188637307, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.49466497225433, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49466424723739, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49466424723698, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49466424723698"
[1] "Starting iterative with newton 1.49466424723698"
[1] "Starting newton at: 1.76999158298516"
[1] "Newton iter: 1, lambda:1.47258965798246, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.43111020550058, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.42966437254462, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.42966253599281, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42966253598984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42966253598984"
[1] "Starting iterative with newton 1.42966253598984"
[1] "Starting newton at: 1.68960785284968"
[1] "Newton iter: 1, lambda:1.41098190373281, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.36544793523295, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.36347150167572, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.36346762171324, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36346762169827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36346762169827"
[1] "Starting iterative with newton 1.36346762169827"
[1] "Starting newton at: 1.61289872439884"
[1] "Newton iter: 1, lambda:1.33687927553735, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.28227584318209, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.27896520964098, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.2789525490034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27895254881794, diff to last: 0"
[1] "Final threshold is: 0.0341020655214457"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 1.60940208839642"
[1] "Newton iter: 1, lambda:1.46069931343608, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.44680604296343, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.44665090955794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44665088989986, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44665088989986, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44665088989986"
[1] "Starting iterative with newton 1.44665088989986"
[1] "Starting newton at: 1.69448691811394"
[1] "Newton iter: 1, lambda:1.52537273494499, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.51100724810767, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.51086280937036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51086279447202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51086279447202, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51086279447202"
[1] "Starting iterative with newton 1.51086279447202"
[1] "Starting newton at: 1.74579651440886"
[1] "Newton iter: 1, lambda:1.57401748458221, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.56131195424751, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.56121077710454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56121077055765, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56121077055765"
[1] "Starting iterative with newton 1.56121077055765"
[1] "Starting newton at: 1.79225658260081"
[1] "Newton iter: 1, lambda:1.6137572722555, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.60192853988235, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.60184864121234, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6018486374904, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60184864121234"
[1] "Starting iterative with newton 1.60184864121234"
[1] "Starting newton at: 1.85061599466401"
[1] "Newton iter: 1, lambda:1.65352535131054, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.64175970573607, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.64168791355922, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6416879108246, diff to last: 0"
[1] "Final threshold is: 0.043774062417288"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.3498998657444"
[1] "Newton iter: 1, lambda:1.31203844455907, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.31064778313975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3106458346096, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31064583460577, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31064583460577"
[1] "Starting iterative with newton 1.31064583460577"
[1] "Starting newton at: 1.7740412905559"
[1] "Newton iter: 1, lambda:1.77176823332705, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.77176695562556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77176695562515, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77176695562556"
[1] "Starting iterative with newton 1.77176695562556"
[1] "Starting newton at: 2.09419540663832"
[1] "Newton iter: 1, lambda:2.07143000046763, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.07146419631213, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07146419636586, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.07146419636586"
[1] "Starting iterative with newton 2.07146419636586"
[1] "Starting newton at: 2.23955486399789"
[1] "Newton iter: 1, lambda:2.22876753689145, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.22878509487087, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22878509491498, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22878509487087"
[1] "Starting iterative with newton 2.22878509487087"
[1] "Starting newton at: 2.42241542275827"
[1] "Newton iter: 1, lambda:2.29315661856062, diff to last: 0.129"
[1] "Newton iter: 2, lambda:2.2972884214299, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.29729136925125, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29729136925277, diff to last: 0"
[1] "Final threshold is: 0.0612551113553956"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.30177854143552"
[1] "Newton iter: 1, lambda:1.32215189808597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.32174893835538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3217487837202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32174878372018, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32174878372018"
[1] "Starting iterative with newton 1.32174878372018"
[1] "Starting newton at: 1.74422685880515"
[1] "Newton iter: 1, lambda:1.82919118939553, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.82758434811461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82758402814993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82758402814992, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82758402814992"
[1] "Starting iterative with newton 1.82758402814992"
[1] "Starting newton at: 2.1214893013854"
[1] "Newton iter: 1, lambda:2.16488016467687, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.16515534250421, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16515535638186, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16515535638186, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16515534250421"
[1] "Starting iterative with newton 2.16515534250421"
[1] "Starting newton at: 2.32360458047469"
[1] "Newton iter: 1, lambda:2.34096546490469, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.3410459529966, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34104595479772, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34104595479772"
[1] "Starting iterative with newton 2.34104595479772"
[1] "Starting newton at: 2.50762401372702"
[1] "Newton iter: 1, lambda:2.41970438058554, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.42239450725573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.42239673616328, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42239673616482, diff to last: 0"
[1] "Final threshold is: 0.0645909281715939"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 1.39483785976976"
[1] "Newton iter: 1, lambda:1.36723946607241, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.36660274143905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36660239018607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36660239018596, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36660239018607"
[1] "Starting iterative with newton 1.36660239018607"
[1] "Starting newton at: 1.94359038304496"
[1] "Newton iter: 1, lambda:1.93265272062236, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.93265492338347, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9326549233835, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9326549233835"
[1] "Starting iterative with newton 1.9326549233835"
[1] "Starting newton at: 2.23233561927207"
[1] "Newton iter: 1, lambda:2.26495993479078, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.26522412397051, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26522414298325, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26522414298325, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.26522414298325"
[1] "Starting iterative with newton 2.26522414298325"
[1] "Starting newton at: 2.40900405872788"
[1] "Newton iter: 1, lambda:2.4176303512206, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.41765543377234, diff to last: 0"
[1] "Newton iter: 3, lambda:2.41765543398732, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41765543398732"
[1] "Starting iterative with newton 2.41765543398732"
[1] "Starting newton at: 2.56653992029451"
[1] "Newton iter: 1, lambda:2.48501906634419, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.48764638382792, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.48764889781698, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48764889781929, diff to last: 0"
[1] "Final threshold is: 0.0663308156242332"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96659524896573"
[1] "Newton iter: 1, lambda:2.13849662149018, diff to last: 0.172"
[1] "Newton iter: 2, lambda:2.15122459328004, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.15132500440222, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15132501075202, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.15132500440222"
[1] "Starting iterative with newton 2.15132500440222"
[1] "Starting newton at: 3.02255583118427"
[1] "Newton iter: 1, lambda:2.95391246467744, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.95966089880635, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.95970369536425, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95970369772784, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95970369536425"
[1] "Starting iterative with newton 2.95970369536425"
[1] "Starting newton at: 3.57128744149908"
[1] "Newton iter: 1, lambda:3.5234230192708, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.52666250620978, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.52667840342237, diff to last: 0"
[1] "Newton iter: 4, lambda:3.52667840380365, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52667840342237"
[1] "Starting iterative with newton 3.52667840342237"
[1] "Starting newton at: 3.94087188766605"
[1] "Newton iter: 1, lambda:3.88570061716624, diff to last: 0.055"
[1] "Newton iter: 2, lambda:3.88998902989643, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.89001760602791, diff to last: 0"
[1] "Newton iter: 4, lambda:3.89001760728821, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.89001760728821"
[1] "Starting iterative with newton 3.89001760728821"
[1] "Starting newton at: 4.10089769047897"
[1] "Newton iter: 1, lambda:4.0181482878666, diff to last: 0.083"
[1] "Newton iter: 2, lambda:4.02722297935744, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.02735126522025, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02735129046781, diff to last: 0"
[1] "Newton iter: 5, lambda:4.02735129046781, diff to last: 0"
[1] "Final threshold is: 0.107385530223423"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04037651617221244}, {'ad': 0.03410206552144571, 'da': 0.043774062417287964, 'dd': 0.06125511135539561}, {'ad': 0.06459092817159391, 'da': 0.06633081562423317, 'dd': 0.10738553022342281}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375296395959235. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249915117869244, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249995465831013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249995465839317, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249995465831013"
[1] "Starting iterative with newton 0.0249995465831013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00133274133906808, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00133274942974193, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00133274133906808"
[1] "Starting iterative with newton 0.00133274133906808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125835588156261, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125836280572168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00125835588156261"
[1] "Starting iterative with newton 0.00125835588156261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812764908818, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813456984019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00125812764908818"
[1] "Starting iterative with newton 0.00125812764908818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812694886908, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813386961065, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.35467705070719e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249505353508529, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249583819903713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249583819911472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249583819911472"
[1] "Starting iterative with newton 0.0249583819911472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00749709163933794, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00749763474227346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00749763474227632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00749763474227346"
[1] "Starting iterative with newton 0.00749763474227346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00734078753526862, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00734130400565605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00734130400565861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00734130400565605"
[1] "Starting iterative with newton 0.00734130400565605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733939420757671, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733991044383445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.007339910443837, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00733991044383445"
[1] "Starting iterative with newton 0.00733991044383445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733938178768246, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733989802185346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00733989802185601, diff to last: 0"
[1] "Final threshold is: 0.000195711469900365"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0664032383953489, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665777763943568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665777775990544, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0665777763943568"
[1] "Starting iterative with newton 0.0665777763943568"
[1] "Starting newton at: 0.00814812218295224"
[1] "Newton iter: 1, lambda:0.0383695690257258, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0383923624843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0383923624972639, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0383923624972639"
[1] "Starting iterative with newton 0.0383923624972639"
[1] "Starting newton at: 0.0363335360800451"
[1] "Newton iter: 1, lambda:0.0380751040475066, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0380751792835588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380751792835589, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0380751792835588"
[1] "Starting iterative with newton 0.0380751792835588"
[1] "Starting newton at: 0.0366507192937503"
[1] "Newton iter: 1, lambda:0.038071439228, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714892929325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714892929326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0380714892929325"
[1] "Starting iterative with newton 0.0380714892929325"
[1] "Starting newton at: 0.0366544092843766"
[1] "Newton iter: 1, lambda:0.0380713965470756, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714463492435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714463492436, diff to last: 0"
[1] "Final threshold is: 0.00101513927088074"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145877857461851, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147754507313069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147754816051146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147754816051154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147754816051154"
[1] "Starting iterative with newton 0.147754816051154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052245121462157, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0523797581156676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05237975900967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0523797581156676"
[1] "Starting iterative with newton 0.0523797581156676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486852800981503, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487981616145121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487981622213071, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0487981616145121"
[1] "Starting iterative with newton 0.0487981616145121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485515156312664, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486636261120033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486636267097302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486636267097302"
[1] "Starting iterative with newton 0.0486636267097302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485464904431513, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486585720238473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486585726212358, diff to last: 0"
[1] "Final threshold is: 0.00129743500872716"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.228888647565255"
[1] "Newton iter: 1, lambda:0.210819489423523, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.210861270412556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210861270636388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210861270636388"
[1] "Starting iterative with newton 0.210861270636388"
[1] "Starting newton at: 0.1656346566972"
[1] "Newton iter: 1, lambda:0.0861257405409618, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0865687940116535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0865688077978211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0865688077978211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0865688077978211"
[1] "Starting iterative with newton 0.0865688077978211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800860164095336, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805232547520335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805232677748168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0805232677748168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0805232547520335"
[1] "Starting iterative with newton 0.0805232547520335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797886559211681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802219996375663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802220124102258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802220124102258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0802220124102258"
[1] "Starting iterative with newton 0.0802220124102258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797738208744522, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802069709095513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802069836698424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802069836698424, diff to last: 0"
[1] "Final threshold is: 0.00213864370098367"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.242105954842779"
[1] "Newton iter: 1, lambda:0.339332054869544, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.341320419438044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341321239463142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341321239463281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341321239463142"
[1] "Starting iterative with newton 0.341321239463142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143091898241765, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145553430836339, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.145554157535936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145554157535999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145554157535936"
[1] "Starting iterative with newton 0.145554157535936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127484524181428, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129334754840849, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129335143953322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129335143953339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129335143953322"
[1] "Starting iterative with newton 0.129335143953322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126160157977111, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127963631132563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127963999112063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127963999112078, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127963999112063"
[1] "Starting iterative with newton 0.127963999112063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126047995211134, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127847543384507, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12784790961947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127847909619485, diff to last: 0"
[1] "Final threshold is: 0.00340894413530286"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.553628327309281"
[1] "Newton iter: 1, lambda:0.440754928384074, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.443926832298359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.443929411426618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443929411428322, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.443929411428322"
[1] "Starting iterative with newton 0.443929411428322"
[1] "Starting newton at: 0.243362077278226"
[1] "Newton iter: 1, lambda:0.197883707503432, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.198208965624255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.198208982305693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198208982305693, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198208982305693"
[1] "Starting iterative with newton 0.198208982305693"
[1] "Starting newton at: 0.278456614766451"
[1] "Newton iter: 1, lambda:0.171115521838527, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.172807205122854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.172807627583918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172807627583944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172807627583918"
[1] "Starting iterative with newton 0.172807627583918"
[1] "Starting newton at: 0.289196705120309"
[1] "Newton iter: 1, lambda:0.167943686927354, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.170085585891263, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.170086258365464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17008625836553, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17008625836553"
[1] "Starting iterative with newton 0.17008625836553"
[1] "Starting newton at: 0.286281884195056"
[1] "Newton iter: 1, lambda:0.167747377126301, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.169793138055333, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169793751046928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169793751046983, diff to last: 0"
[1] "Final threshold is: 0.00452739050302221"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.545881480695127"
[1] "Newton iter: 1, lambda:0.519083347931651, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.519298336981483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.519298350927984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519298350927984, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519298350927984"
[1] "Starting iterative with newton 0.519298350927984"
[1] "Starting newton at: 0.258040917772899"
[1] "Newton iter: 1, lambda:0.255452551769489, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.255453816361826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255453816362128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255453816361826"
[1] "Starting iterative with newton 0.255453816361826"
[1] "Starting newton at: 0.180972725161496"
[1] "Newton iter: 1, lambda:0.225632478210723, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.225989237400462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225989260103472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225989260103472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.225989260103472"
[1] "Starting iterative with newton 0.225989260103472"
[1] "Starting newton at: 0.1773150486558"
[1] "Newton iter: 1, lambda:0.222169204748897, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.222526678595899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222526701239743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222526701239743, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222526701239743"
[1] "Starting iterative with newton 0.222526701239743"
[1] "Starting newton at: 0.18077760751953"
[1] "Newton iter: 1, lambda:0.221818017985588, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.222116989343295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222117005169627, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222117005169627, diff to last: 0"
[1] "Final threshold is: 0.0059225408094481"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 0.639101672803461"
[1] "Newton iter: 1, lambda:0.607511300907773, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.607876711944315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607876761351218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607876761351219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607876761351219"
[1] "Starting iterative with newton 0.607876761351219"
[1] "Starting newton at: 0.370977021682867"
[1] "Newton iter: 1, lambda:0.439106920279463, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.440616512097671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.440617244271247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44061724427142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440617244271247"
[1] "Starting iterative with newton 0.440617244271247"
[1] "Starting newton at: 0.373847726639524"
[1] "Newton iter: 1, lambda:0.408838130685449, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.409222128805848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.409222174786587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409222174786588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.409222174786588"
[1] "Starting iterative with newton 0.409222174786588"
[1] "Starting newton at: 0.38118224634037"
[1] "Newton iter: 1, lambda:0.402953870815406, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.403101309723241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.40310131646069, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40310131646069"
[1] "Starting iterative with newton 0.40310131646069"
[1] "Starting newton at: 0.374065132561455"
[1] "Newton iter: 1, lambda:0.401662972803759, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.401899809625773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.401899826990009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401899826990009, diff to last: 0"
[1] "Final threshold is: 0.0107162804794738"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 0.643906191238841"
[1] "Newton iter: 1, lambda:0.670052927985681, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670347990099227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6703480273368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6703480273368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6703480273368"
[1] "Starting iterative with newton 0.6703480273368"
[1] "Starting newton at: 0.415302361680444"
[1] "Newton iter: 1, lambda:0.496910201141345, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.499418150321735, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.499420482325768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499420482327783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499420482325768"
[1] "Starting iterative with newton 0.499420482325768"
[1] "Starting newton at: 0.437034383537675"
[1] "Newton iter: 1, lambda:0.461844639572727, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.462065723710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.462065741185247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462065741185247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.462065741185247"
[1] "Starting iterative with newton 0.462065741185247"
[1] "Starting newton at: 0.438631303067453"
[1] "Newton iter: 1, lambda:0.453576000337143, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.453655393501387, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453655395735884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453655395735884"
[1] "Starting iterative with newton 0.453655395735884"
[1] "Starting newton at: 0.434554521653754"
[1] "Newton iter: 1, lambda:0.451646841548612, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.451750530131139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451750533935137, diff to last: 0"
[1] "Final threshold is: 0.012045502643427"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 0.590278017837892"
[1] "Newton iter: 1, lambda:0.70733492334476, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.713932481222757, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.713952673427092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713952673615758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713952673615758"
[1] "Starting iterative with newton 0.713952673615758"
[1] "Starting newton at: 0.559286559313616"
[1] "Newton iter: 1, lambda:0.579100561913641, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.579266614290404, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579266625890107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579266625890107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.579266625890107"
[1] "Starting iterative with newton 0.579266625890107"
[1] "Starting newton at: 0.56812027644284"
[1] "Newton iter: 1, lambda:0.546633328252916, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.546821727309064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546821741876257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546821741876258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546821741876257"
[1] "Starting iterative with newton 0.546821741876257"
[1] "Starting newton at: 0.576471404305009"
[1] "Newton iter: 1, lambda:0.538151110538924, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.538743917670064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.538744061001005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538744061001014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538744061001005"
[1] "Starting iterative with newton 0.538744061001005"
[1] "Starting newton at: 0.576978931319553"
[1] "Newton iter: 1, lambda:0.536042515173184, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.536717497776279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536717683305253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536717683305267, diff to last: 0"
[1] "Final threshold is: 0.014311071680893"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.08536821880413"
[1] "Newton iter: 1, lambda:0.959194530565387, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.969335860313368, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.969407054842258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.969407058331697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.969407058331697"
[1] "Starting iterative with newton 0.969407058331697"
[1] "Starting newton at: 1.09216240138376"
[1] "Newton iter: 1, lambda:0.979082048209671, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.987361243566852, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.987409074148275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.987409075737321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.987409074148275"
[1] "Starting iterative with newton 0.987409074148275"
[1] "Starting newton at: 1.09974321622297"
[1] "Newton iter: 1, lambda:0.984845149877294, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.993404004499847, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.993455284379867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993455286211859, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.993455284379867"
[1] "Starting iterative with newton 0.993455284379867"
[1] "Starting newton at: 1.10084702129774"
[1] "Newton iter: 1, lambda:0.987008910181169, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.995423757427721, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.995473372527652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995473374244346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995473374244346"
[1] "Starting iterative with newton 0.995473374244346"
[1] "Starting newton at: 1.09954154117338"
[1] "Newton iter: 1, lambda:0.988007078433493, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.99609967009737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.996145565044376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996145566513773, diff to last: 0"
[1] "Final threshold is: 0.0265612835749364"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.02525500077077"
[1] "Newton iter: 1, lambda:1.00511081180926, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00539912827685, diff to last: 0"
[1] "Newton iter: 3, lambda:1.0053991880748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0053991880748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0053991880748"
[1] "Starting iterative with newton 1.0053991880748"
[1] "Starting newton at: 1.03055801272142"
[1] "Newton iter: 1, lambda:1.05373506156729, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.05413421299265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05413432972969, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0541343297297, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05413432972969"
[1] "Starting iterative with newton 1.05413432972969"
[1] "Starting newton at: 1.02928415536686"
[1] "Newton iter: 1, lambda:1.069727605637, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.07096358594593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07096471274235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07096471274328, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07096471274235"
[1] "Starting iterative with newton 1.07096471274235"
[1] "Starting newton at: 1.0298639121536"
[1] "Newton iter: 1, lambda:1.07510666019905, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.07666123037321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07666301696593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07666301696829, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07666301696829"
[1] "Starting iterative with newton 1.07666301696829"
[1] "Starting newton at: 1.03246843757338"
[1] "Newton iter: 1, lambda:1.0770663503555, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.0785774795089, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07857916876631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07857916876842, diff to last: 0"
[1] "Final threshold is: 0.0287592980031998"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 0.987826421480951"
[1] "Newton iter: 1, lambda:1.06030815241451, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.06459018446164, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06460455219994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06460455236126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06460455219994"
[1] "Starting iterative with newton 1.06460455219994"
[1] "Starting newton at: 0.988793301658805"
[1] "Newton iter: 1, lambda:1.13902892338346, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.15903727891329, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.15936701164353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15936709999231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15936709999232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15936709999232"
[1] "Starting iterative with newton 1.15936709999232"
[1] "Starting newton at: 1.02187086918678"
[1] "Newton iter: 1, lambda:1.17342209230678, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.19415892115541, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.19451845924768, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19451856577713, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19451856577714, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19451856577713"
[1] "Starting iterative with newton 1.19451856577713"
[1] "Starting newton at: 1.03165942872464"
[1] "Newton iter: 1, lambda:1.18526095471079, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.20671865251376, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.20710582139188, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20710594554764, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20710594554765, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20710594554765"
[1] "Starting iterative with newton 1.20710594554765"
[1] "Starting newton at: 1.03124518839158"
[1] "Newton iter: 1, lambda:1.18853518471759, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.21112504959555, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.21155528507949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21155543866921, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21155543866923, diff to last: 0"
[1] "Final threshold is: 0.0323049850368166"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29193332380301"
[1] "Newton iter: 1, lambda:1.48269703356174, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.54001450101529, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.544865702341, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.54489873286917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54489873439243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54489873439243"
[1] "Starting iterative with newton 1.54489873439243"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.117467573823695"
threshold is:
[{'ad': 3.354677050707194e-05, 'da': 0.00019571146990036468, 'dd': 0.0010151392708807423}, {'ad': 0.0012974350087271605, 'da': 0.0021386437009836686, 'dd': 0.0034089441353028632}, {'ad': 0.004527390503022212, 'da': 0.005922540809448104, 'dd': 0.010716280479473839}, {'ad': 0.01204550264342696, 'da': 0.014311071680892996, 'dd': 0.02656128357493635}, {'ad': 0.028759298003199794, 'da': 0.032304985036816634, 'dd': 0.1174675738236952}]
Number of points in noise estimation: 128
Estimated noise: 0.026664058453899867
0.026664058453899867
threshold is:
[{'ad': 0.06364782880628184, 'da': 0.029692381394053724, 'dd': 0.0019924957276855615}, {'ad': 0.0015020686144726625, 'da': 0.0024842918304985653, 'dd': 0.003791615385780226}, {'ad': 0.0031503888660451285, 'da': 0.007298707252661232, 'dd': 0.010852874534085797}, {'ad': 0.012390352349076261, 'da': 0.013400064853985868, 'dd': 0.02097533846953813}, {'ad': 0.024608825846315185, 'da': 0.029499446134989324, 'dd': 0.1174675738236952}]
['peppers256', 0.025, 3, 0.0006187875912593238, 0.0003321608915909502, 0.00033336561189131086, 0.0019151118974457526, 0.00033621485867131395, 0.00040722110181485346, 0.00033621485867131395, 0.00040722110181485346, 32.084584039281275, 34.78651502426716, 34.77079201556912, 27.178058457039803, 34.73383097272618, 33.901697253562205, 34.73383097272618, 33.901697253562205]
peppers256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.026400969715203313
0.026400969715203313
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028588230486653, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286057144487132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286057144552529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286057144487132"
[1] "Starting iterative with newton 0.0286057144487132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00385636947952792, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00385648384301036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00385648384301046, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00385648384301036"
[1] "Starting iterative with newton 0.00385648384301036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369644583648883, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369654843478819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369654843478827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00369654843478819"
[1] "Starting iterative with newton 0.00369654843478819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542758785421, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369553011363358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369553011363366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00369553011363358"
[1] "Starting iterative with newton 0.00369553011363358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542110521091, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369552363052868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369552363052876, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.7565407451406e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224419464812, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224511819876632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224511819892274, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0224511819892274"
[1] "Starting iterative with newton 0.0224511819892274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00792243928810039, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00792291935547431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00792291935547607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00792291935547431"
[1] "Starting iterative with newton 0.00792291935547431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781208333956965, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781255011714321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781255011714488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00781255011714321"
[1] "Starting iterative with newton 0.00781255011714321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781124465595619, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781171133292913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0078117113329308, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0078117113329308"
[1] "Starting iterative with newton 0.0078117113329308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0078112382821126, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781170495832102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781170495832269, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000206236586028737"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0619471128982638, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0620731801608819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0620731806824068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0620731806824068"
[1] "Starting iterative with newton 0.0620731806824068"
[1] "Starting newton at: 0.000640781545994139"
[1] "Newton iter: 1, lambda:0.0417846089141406, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0418319366996623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0418319367622455, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0418319366996623"
[1] "Starting iterative with newton 0.0418319366996623"
[1] "Starting newton at: 0.0208820255287386"
[1] "Newton iter: 1, lambda:0.0414678346577351, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0414796914836809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414796914876127, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0414796914836809"
[1] "Starting iterative with newton 0.0414796914836809"
[1] "Starting newton at: 0.0212342707447201"
[1] "Newton iter: 1, lambda:0.0414620144525836, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414734625291765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414734625328419, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0414734625328419"
[1] "Starting iterative with newton 0.0414734625328419"
[1] "Starting newton at: 0.021240499695559"
[1] "Newton iter: 1, lambda:0.0414619114360513, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414733523488581, diff to last: 0"
[1] "Newton iter: 3, lambda:0.041473352352519, diff to last: 0"
[1] "Final threshold is: 0.00109493671935016"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.251018394120028"
[1] "Newton iter: 1, lambda:0.145721395376832, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.146671397898375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146671475989629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146671475989629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146671475989629"
[1] "Starting iterative with newton 0.146671475989629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520374457151687, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.052163767534816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05216376827902, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.052163767534816"
[1] "Starting iterative with newton 0.052163767534816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487646936178063, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0488724833594704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488724838860157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0488724838860157"
[1] "Starting iterative with newton 0.0488724838860157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486503958425685, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048757570247075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.04875757076709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.048757570247075"
[1] "Starting iterative with newton 0.048757570247075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486464050044308, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048753557961713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487535584815011, diff to last: 0"
[1] "Final threshold is: 0.00128714120725559"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.241905184967261"
[1] "Newton iter: 1, lambda:0.216295299761867, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.216381182267368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216381183236113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216381182267368"
[1] "Starting iterative with newton 0.216381182267368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863829417146678, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869195002180499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0869195208926757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869195208926757, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0869195208926757"
[1] "Starting iterative with newton 0.0869195208926757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0795386755939859, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0799812808629034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0799812945547737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0799812945547738, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0799812945547737"
[1] "Starting iterative with newton 0.0799812945547737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791653538249839, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0796031323140135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0796031456882603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0796031456882604, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0796031456882603"
[1] "Starting iterative with newton 0.0796031456882603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791449875013465, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0795825035476451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0795825169047361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0795825169047361, diff to last: 0"
[1] "Final threshold is: 0.00210105561866159"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.314939259867953"
[1] "Newton iter: 1, lambda:0.33510732454677, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.33519151370271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335191515164939, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33519151370271"
[1] "Starting iterative with newton 0.33519151370271"
[1] "Starting newton at: 0.231734242973998"
[1] "Newton iter: 1, lambda:0.135939704539906, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.136943210862564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13694332133691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136943321336911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13694332133691"
[1] "Starting iterative with newton 0.13694332133691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120342311824028, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121853539132865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121853777134515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12185377713452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12185377713452"
[1] "Starting iterative with newton 0.12185377713452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119183077532079, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120659577813444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12065980412677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120659804126775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12065980412677"
[1] "Starting iterative with newton 0.12065980412677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119091093784624, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12056486215306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120565087560761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120565087560766, diff to last: 0"
[1] "Final threshold is: 0.00318303522540248"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.584509486963448"
[1] "Newton iter: 1, lambda:0.434041575032402, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.439501432462503, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.439508924118242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439508924132329, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.439508924118242"
[1] "Starting iterative with newton 0.439508924118242"
[1] "Starting newton at: 0.259153801669611"
[1] "Newton iter: 1, lambda:0.188287729271354, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.189067825178487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189067920101911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189067920101913, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189067920101911"
[1] "Starting iterative with newton 0.189067920101911"
[1] "Starting newton at: 0.263890874163246"
[1] "Newton iter: 1, lambda:0.161613523996664, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.163121372880972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163121702038478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163121702038493, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163121702038478"
[1] "Starting iterative with newton 0.163121702038478"
[1] "Starting newton at: 0.277615450336479"
[1] "Newton iter: 1, lambda:0.158354923019576, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.160386793190454, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160387385953775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160387385953825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160387385953775"
[1] "Starting iterative with newton 0.160387385953775"
[1] "Starting newton at: 0.263195468019888"
[1] "Newton iter: 1, lambda:0.158533479313892, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.160098200732449, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160098551949081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160098551949099, diff to last: 0"
[1] "Final threshold is: 0.00422675702145606"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.658347595284717"
[1] "Newton iter: 1, lambda:0.506073647704492, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.51265875336944, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.512671683961787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512671684011555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.512671683961787"
[1] "Starting iterative with newton 0.512671683961787"
[1] "Starting newton at: 0.206248712060646"
[1] "Newton iter: 1, lambda:0.250139745525615, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.250517950025238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250517978010322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250517978010322, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250517978010322"
[1] "Starting iterative with newton 0.250517978010322"
[1] "Starting newton at: 0.250056935023999"
[1] "Newton iter: 1, lambda:0.216357746882552, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.216566362976919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216566370990268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216566362976919"
[1] "Starting iterative with newton 0.216566362976919"
[1] "Starting newton at: 0.279896504134905"
[1] "Newton iter: 1, lambda:0.211138413586901, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.211997203868151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211997338498833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211997338498837, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.211997338498833"
[1] "Starting iterative with newton 0.211997338498833"
[1] "Starting newton at: 0.284040039243186"
[1] "Newton iter: 1, lambda:0.210395983804783, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.211379638906807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211379815325612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211379815325618, diff to last: 0"
[1] "Final threshold is: 0.00558063210281675"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 0.605342677445048"
[1] "Newton iter: 1, lambda:0.610561161160365, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.610571274240696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610571274278614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610571274240696"
[1] "Starting iterative with newton 0.610571274240696"
[1] "Starting newton at: 0.396932333922082"
[1] "Newton iter: 1, lambda:0.430077993934143, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.430427462147712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.430427500761735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430427500761735, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.430427500761735"
[1] "Starting iterative with newton 0.430427500761735"
[1] "Starting newton at: 0.378362616569098"
[1] "Newton iter: 1, lambda:0.396476487084605, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.396577097944797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.396577101039726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.396577101039726"
[1] "Starting iterative with newton 0.396577101039726"
[1] "Starting newton at: 0.3664092343618"
[1] "Newton iter: 1, lambda:0.389780437829709, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.389946901384135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.389946909798813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.389946901384135"
[1] "Starting iterative with newton 0.389946901384135"
[1] "Starting newton at: 0.370135871498957"
[1] "Newton iter: 1, lambda:0.388535485576179, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.388638441871075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.388638445085552, diff to last: 0"
[1] "Final threshold is: 0.0102604318188674"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 0.631673226560163"
[1] "Newton iter: 1, lambda:0.668591827752729, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.669180293357398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.669180441022962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669180441022972, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669180441022972"
[1] "Starting iterative with newton 0.669180441022972"
[1] "Starting newton at: 0.419752699977524"
[1] "Newton iter: 1, lambda:0.494855291549628, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.496964463424592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.496966102944204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496966102945194, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.496966102945194"
[1] "Starting iterative with newton 0.496966102945194"
[1] "Starting newton at: 0.424353424265923"
[1] "Newton iter: 1, lambda:0.458973287227504, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.459402113601033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45940217898143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459402178981432, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45940217898143"
[1] "Starting iterative with newton 0.45940217898143"
[1] "Starting newton at: 0.424167484066711"
[1] "Newton iter: 1, lambda:0.450691918535018, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.450941153807473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45094117570869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450941175708691, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.45094117570869"
[1] "Starting iterative with newton 0.45094117570869"
[1] "Starting newton at: 0.426131245525075"
[1] "Newton iter: 1, lambda:0.448840188223659, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.44902240131499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.449022412998523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449022412998523, diff to last: 0"
[1] "Final threshold is: 0.0118546271270215"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 0.792781571845332"
[1] "Newton iter: 1, lambda:0.714543989912732, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.717281097886693, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.717284560187495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717284560193029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717284560193029"
[1] "Starting iterative with newton 0.717284560193029"
[1] "Starting newton at: 0.56014363379443"
[1] "Newton iter: 1, lambda:0.580421384438403, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.580595582385999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58059559516912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58059559516912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.58059559516912"
[1] "Starting iterative with newton 0.58059559516912"
[1] "Starting newton at: 0.602838000292132"
[1] "Newton iter: 1, lambda:0.545525433859324, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.546855704298922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.546856432919258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546856432919477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546856432919258"
[1] "Starting iterative with newton 0.546856432919258"
[1] "Starting newton at: 0.612880875174763"
[1] "Newton iter: 1, lambda:0.535858222374739, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.53823284959378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.538235157677239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538235157679418, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538235157677239"
[1] "Starting iterative with newton 0.538235157677239"
[1] "Starting newton at: 0.616073678536696"
[1] "Newton iter: 1, lambda:0.53327629169013, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.536011456664616, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536014514182432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53601451418625, diff to last: 0"
[1] "Final threshold is: 0.0141513029559406"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.05708282373655"
[1] "Newton iter: 1, lambda:0.969100374365155, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.974165984442824, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.974183754332749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.974183754550799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.974183754332749"
[1] "Starting iterative with newton 0.974183754332749"
[1] "Starting newton at: 1.06415279506093"
[1] "Newton iter: 1, lambda:0.985001935084072, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.989148103378158, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.989160078321613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.989160078421267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.989160078421267"
[1] "Starting iterative with newton 0.989160078421267"
[1] "Starting newton at: 1.08265655086368"
[1] "Newton iter: 1, lambda:0.988433864541781, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.994262004891294, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.994285740852187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994285741244566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.994285741244566"
[1] "Starting iterative with newton 0.994285741244566"
[1] "Starting newton at: 1.08313751940112"
[1] "Newton iter: 1, lambda:0.990346568731302, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.996007897752579, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996030308928447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996030309278505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.996030308928447"
[1] "Starting iterative with newton 0.996030308928447"
[1] "Starting newton at: 1.08627473020591"
[1] "Newton iter: 1, lambda:0.990587883903391, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.996597699590602, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996622966192185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99662296663724, diff to last: 0"
[1] "Final threshold is: 0.0263118127596659"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.04669143188891"
[1] "Newton iter: 1, lambda:0.996028160383201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.99780437269481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99780662750395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99780662750758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99780662750395"
[1] "Starting iterative with newton 0.99780662750395"
[1] "Starting newton at: 1.04544430901814"
[1] "Newton iter: 1, lambda:1.0416975389971, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.04170770799673, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04170770807181, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04170770799673"
[1] "Starting iterative with newton 1.04170770799673"
[1] "Starting newton at: 1.05021782065146"
[1] "Newton iter: 1, lambda:1.05684094977428, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.05687311134918, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05687311210443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05687311134918"
[1] "Starting iterative with newton 1.05687311134918"
[1] "Starting newton at: 1.04978720313499"
[1] "Newton iter: 1, lambda:1.06191324914508, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.06202163361078, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06202164220458, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06202164220458"
[1] "Starting iterative with newton 1.06202164220458"
[1] "Starting newton at: 1.04873434710576"
[1] "Newton iter: 1, lambda:1.06359585273267, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06375903473012, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06375905422342, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06375905422342, diff to last: 0"
[1] "Final threshold is: 0.0280842705748258"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 0.984713191968377"
[1] "Newton iter: 1, lambda:1.05778888652854, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.06213191471673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06214665929948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06214665946896, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06214665946896"
[1] "Starting iterative with newton 1.06214665946896"
[1] "Starting newton at: 0.990246411084017"
[1] "Newton iter: 1, lambda:1.13495028898163, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.15337891229268, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1536570964285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15365715903486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15365715903486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15365715903486"
[1] "Starting iterative with newton 1.15365715903486"
[1] "Starting newton at: 1.00537540947966"
[1] "Newton iter: 1, lambda:1.16448855302981, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.18729701983462, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.18773035029199, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18773050425594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18773050425595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18773050425595"
[1] "Starting iterative with newton 1.18773050425595"
[1] "Starting newton at: 1.00417509356035"
[1] "Newton iter: 1, lambda:1.1733484666201, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.19940580665497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.19997547302934, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19997574041329, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19997574041335, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19997574041329"
[1] "Starting iterative with newton 1.19997574041329"
[1] "Starting newton at: 1.00578354894474"
[1] "Newton iter: 1, lambda:1.17695782820541, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.20371699679082, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.20431911990483, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20431941913796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20431941913804, diff to last: 0"
[1] "Final threshold is: 0.0317952005120926"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.30455967204241"
[1] "Newton iter: 1, lambda:1.48203994561455, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.53071002004798, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.53411711499581, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.53413308621307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53413308656274, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53413308656274"
[1] "Starting iterative with newton 1.53413308656274"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116308545617676"
threshold is:
[{'ad': 9.756540745140595e-05, 'da': 0.0002062365860287369, 'dd': 0.0010949367193501592}, {'ad': 0.001287141207255594, 'da': 0.0021010556186615926, 'dd': 0.003183035225402479}, {'ad': 0.004226757021456063, 'da': 0.0055806321028167485, 'dd': 0.010260431818867375}, {'ad': 0.011854627127021527, 'da': 0.014151302955940609, 'dd': 0.02631181275966585}, {'ad': 0.028084270574825803, 'da': 0.03179520051209258, 'dd': 0.1163085456176758}]
Number of points in noise estimation: 128
Estimated noise: 0.026400969715203313
0.026400969715203313
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.1142363108621"
[1] "Starting iterative with newton 51.1142363108621"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.6198032454931"
[1] "Starting iterative with newton 36.6198032454931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6863075181211"
[1] "Starting iterative with newton 32.6863075181211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6184736677353"
[1] "Starting iterative with newton 18.6184736677353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4704068120647"
[1] "Starting iterative with newton 14.4704068120647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89368856146054"
[1] "Starting iterative with newton 6.89368856146054"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.97140493520052"
[1] "Starting iterative with newton 4.97140493520052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89540463402365"
[1] "Starting iterative with newton 3.89540463402365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 2.24096505268273"
[1] "Newton iter: 1, lambda:1.74842336454136, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.74104441484874, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74101992366986, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74101992339603, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.74101992366986"
[1] "Starting iterative with newton 1.74101992366986"
[1] "Starting newton at: 2.09191499674076"
[1] "Newton iter: 1, lambda:1.6595987630211, diff to last: 0.432"
[1] "Newton iter: 2, lambda:1.6359753060016, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.6356673685501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63566731409573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63566731409573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63566731409573"
[1] "Starting iterative with newton 1.63566731409573"
[1] "Starting newton at: 2.03438931817218"
[1] "Newton iter: 1, lambda:1.6015496307415, diff to last: 0.433"
[1] "Newton iter: 2, lambda:1.56918779724018, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.56852887288641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56852858618515, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5685285861851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5685285861851"
[1] "Starting iterative with newton 1.5685285861851"
[1] "Starting newton at: 1.89805372970144"
[1] "Newton iter: 1, lambda:1.5182887060185, diff to last: 0.38"
[1] "Newton iter: 2, lambda:1.47392704757446, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.47243892296542, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243715388612, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47243715388361, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.47243715388361"
[1] "Starting iterative with newton 1.47243715388361"
[1] "Starting newton at: 1.83972140190582"
[1] "Newton iter: 1, lambda:1.45671836669236, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.40129441691555, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.39863536074363, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39862886655457, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862886651574, diff to last: 0"
[1] "Final threshold is: 0.0369251583476911"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 1.89145300466541"
[1] "Newton iter: 1, lambda:1.58481232436485, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.55475769324378, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.55415975510894, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55415950824658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55415950824654, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55415950824654"
[1] "Starting iterative with newton 1.55415950824654"
[1] "Starting newton at: 1.81245708918455"
[1] "Newton iter: 1, lambda:1.51906848917732, diff to last: 0.293"
[1] "Newton iter: 2, lambda:1.48342123288854, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.48245317351208, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48245242841617, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48245242841573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48245242841573"
[1] "Starting iterative with newton 1.48245242841573"
[1] "Starting newton at: 1.74849059146733"
[1] "Newton iter: 1, lambda:1.4601635970364, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.41849743024298, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.41700065948777, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4169986432368, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41699864323314, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41699864323314"
[1] "Starting iterative with newton 1.41699864323314"
[1] "Starting newton at: 1.68257737209515"
[1] "Newton iter: 1, lambda:1.39650763568503, diff to last: 0.286"
[1] "Newton iter: 2, lambda:1.34725133208853, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.34486372880609, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3448578746824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34485787464715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34485787464715"
[1] "Starting iterative with newton 1.34485787464715"
[1] "Starting newton at: 1.62063316589068"
[1] "Newton iter: 1, lambda:1.33787125437794, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.28137023790201, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.2778256848228, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27781114965645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2778111494116, diff to last: 0"
[1] "Final threshold is: 0.0337354534573649"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 1.61126394539949"
[1] "Newton iter: 1, lambda:1.46913801084677, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.45657392848526, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.45644976916075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45644975685302, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45644975685302, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45644975685302"
[1] "Starting iterative with newton 1.45644975685302"
[1] "Starting newton at: 1.69165071321088"
[1] "Newton iter: 1, lambda:1.5459709202234, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.53533216154958, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.5352568243417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53525682050433, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53525682050433"
[1] "Starting iterative with newton 1.53525682050433"
[1] "Starting newton at: 1.76081796517175"
[1] "Newton iter: 1, lambda:1.6116146156071, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.60250631021586, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.60245881243579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6024588111236, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6024588111236"
[1] "Starting iterative with newton 1.6024588111236"
[1] "Starting newton at: 1.8269207039587"
[1] "Newton iter: 1, lambda:1.66279045855944, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.65386892109431, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.65382862687717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65382862604073, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65382862687717"
[1] "Starting iterative with newton 1.65382862687717"
[1] "Starting newton at: 1.87829729724408"
[1] "Newton iter: 1, lambda:1.70437313082058, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.69603896285831, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.69600729076936, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69600729030364, diff to last: 0"
[1] "Final threshold is: 0.0447762371080704"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.20417120071134"
[1] "Newton iter: 1, lambda:1.27554532714791, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.26991362600559, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26987979981659, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26987979859063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26987979981659"
[1] "Starting iterative with newton 1.26987979981659"
[1] "Starting newton at: 1.71981144985797"
[1] "Newton iter: 1, lambda:1.69921889529137, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.699094842321, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69909483744082, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69909483744082"
[1] "Starting iterative with newton 1.69909483744082"
[1] "Starting newton at: 1.99072767841862"
[1] "Newton iter: 1, lambda:2.02969716685379, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.0296977955556, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02969779555562, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.0296977955556"
[1] "Starting iterative with newton 2.0296977955556"
[1] "Starting newton at: 2.18936449826074"
[1] "Newton iter: 1, lambda:2.21760617334187, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.21771972079843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.2177197229123, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21771972079843"
[1] "Starting iterative with newton 2.21771972079843"
[1] "Starting newton at: 2.40095848393341"
[1] "Newton iter: 1, lambda:2.30833965837463, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.31057334038909, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.31057437342117, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31057437342139, diff to last: 0"
[1] "Final threshold is: 0.0610014040574171"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.30788531847107"
[1] "Newton iter: 1, lambda:1.3152216058471, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.31516897739116, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31516897470168, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31516897470168"
[1] "Starting iterative with newton 1.31516897470168"
[1] "Starting newton at: 1.75869446551384"
[1] "Newton iter: 1, lambda:1.81226646908755, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.81166031549799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81166026094856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81166026094856, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81166026094856"
[1] "Starting iterative with newton 1.81166026094856"
[1] "Starting newton at: 2.10248857189806"
[1] "Newton iter: 1, lambda:2.137383616965, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.13754258638945, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13754259046974, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.13754259046974"
[1] "Starting iterative with newton 2.13754259046974"
[1] "Starting newton at: 2.30675104978204"
[1] "Newton iter: 1, lambda:2.31427908548937, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.31429375420751, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31429375426427, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.31429375426427"
[1] "Starting iterative with newton 2.31429375426427"
[1] "Starting newton at: 2.48482027580203"
[1] "Newton iter: 1, lambda:2.39074283097029, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.39376765732302, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39377036553404, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39377036553623, diff to last: 0"
[1] "Final threshold is: 0.0631978589256154"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 1.40438961795962"
[1] "Newton iter: 1, lambda:1.34815808124538, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.34551443095731, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.34550812755602, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34550812752008, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34550812752008"
[1] "Starting iterative with newton 1.34550812752008"
[1] "Starting newton at: 1.93094075665401"
[1] "Newton iter: 1, lambda:1.9084708176312, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.90847318235993, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90847318235982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90847318235993"
[1] "Starting iterative with newton 1.90847318235993"
[1] "Starting newton at: 2.18425015245118"
[1] "Newton iter: 1, lambda:2.24411168043778, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24487636599593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24487651841489, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2448765184149, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.2448765184149"
[1] "Starting iterative with newton 2.2448765184149"
[1] "Starting newton at: 2.39582387608321"
[1] "Newton iter: 1, lambda:2.40955730230004, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.40961980856749, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40961980989201, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40961980856749"
[1] "Starting iterative with newton 2.40961980856749"
[1] "Starting newton at: 2.58928108674835"
[1] "Newton iter: 1, lambda:2.47592895346501, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.48110807610965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.48111777038666, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48111777042085, diff to last: 0"
[1] "Final threshold is: 0.065503915115831"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.97969785025427"
[1] "Newton iter: 1, lambda:2.1430474096086, diff to last: 0.163"
[1] "Newton iter: 2, lambda:2.15432190892781, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.1543970768564, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15439708024498, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.15439708024498"
[1] "Starting iterative with newton 2.15439708024498"
[1] "Starting newton at: 2.84164233097459"
[1] "Newton iter: 1, lambda:2.94355780990271, diff to last: 0.102"
[1] "Newton iter: 2, lambda:2.95678025770725, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.95699761483472, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95699767312915, diff to last: 0"
[1] "Newton iter: 5, lambda:2.95699767312915, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95699767312915"
[1] "Starting iterative with newton 2.95699767312915"
[1] "Starting newton at: 3.44592689877655"
[1] "Newton iter: 1, lambda:3.43133088048515, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.43161828634253, diff to last: 0"
[1] "Newton iter: 3, lambda:3.43161839969283, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43161839969285, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.43161839969283"
[1] "Starting iterative with newton 3.43161839969283"
[1] "Starting newton at: 3.7079367120952"
[1] "Newton iter: 1, lambda:3.70293762194835, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.70297243721081, diff to last: 0"
[1] "Newton iter: 3, lambda:3.70297243891121, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.70297243891121"
[1] "Starting iterative with newton 3.70297243891121"
[1] "Starting newton at: 3.81195630242908"
[1] "Newton iter: 1, lambda:3.79870516180239, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.79894888484302, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79894896896221, diff to last: 0"
[1] "Newton iter: 4, lambda:3.79894896896222, diff to last: 0"
[1] "Final threshold is: 0.100295934458346"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.036925158347691146}, {'ad': 0.03373545345736485, 'da': 0.04477623710807039, 'dd': 0.06100140405741706}, {'ad': 0.06319785892561543, 'da': 0.06550391511583102, 'dd': 0.10029593445834598}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378897719921737. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02640096971520331
0.02640096971520331
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.1142363108621"
[1] "Starting iterative with newton 51.1142363108621"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.6198032454931"
[1] "Starting iterative with newton 36.6198032454931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6863075181211"
[1] "Starting iterative with newton 32.6863075181211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6184736677354"
[1] "Starting iterative with newton 18.6184736677354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4704068120647"
[1] "Starting iterative with newton 14.4704068120647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89368856146055"
[1] "Starting iterative with newton 6.89368856146055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.97140493520052"
[1] "Starting iterative with newton 4.97140493520052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89540463402365"
[1] "Starting iterative with newton 3.89540463402365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 2.24096505268273"
[1] "Newton iter: 1, lambda:1.74842336454136, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.74104441484874, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74101992366986, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74101992339603, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.74101992366986"
[1] "Starting iterative with newton 1.74101992366986"
[1] "Starting newton at: 2.09191499674076"
[1] "Newton iter: 1, lambda:1.6595987630211, diff to last: 0.432"
[1] "Newton iter: 2, lambda:1.6359753060016, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.6356673685501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63566731409573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63566731409573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63566731409573"
[1] "Starting iterative with newton 1.63566731409573"
[1] "Starting newton at: 2.03438931817218"
[1] "Newton iter: 1, lambda:1.6015496307415, diff to last: 0.433"
[1] "Newton iter: 2, lambda:1.56918779724018, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.56852887288641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56852858618515, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5685285861851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5685285861851"
[1] "Starting iterative with newton 1.5685285861851"
[1] "Starting newton at: 1.89805372970144"
[1] "Newton iter: 1, lambda:1.5182887060185, diff to last: 0.38"
[1] "Newton iter: 2, lambda:1.47392704757446, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.47243892296542, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243715388612, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47243715388361, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.47243715388361"
[1] "Starting iterative with newton 1.47243715388361"
[1] "Starting newton at: 1.83972140190582"
[1] "Newton iter: 1, lambda:1.45671836669236, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.40129441691555, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.39863536074363, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39862886655457, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862886651574, diff to last: 0"
[1] "Final threshold is: 0.0369251583476911"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 1.89145300466541"
[1] "Newton iter: 1, lambda:1.58481232436485, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.55475769324378, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.55415975510894, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55415950824658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55415950824654, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55415950824658"
[1] "Starting iterative with newton 1.55415950824658"
[1] "Starting newton at: 1.81245708918455"
[1] "Newton iter: 1, lambda:1.51906848917732, diff to last: 0.293"
[1] "Newton iter: 2, lambda:1.48342123288854, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.48245317351208, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48245242841617, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48245242841573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48245242841573"
[1] "Starting iterative with newton 1.48245242841573"
[1] "Starting newton at: 1.74849059146733"
[1] "Newton iter: 1, lambda:1.4601635970364, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.41849743024298, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.41700065948777, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4169986432368, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41699864323314, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41699864323314"
[1] "Starting iterative with newton 1.41699864323314"
[1] "Starting newton at: 1.68257737209515"
[1] "Newton iter: 1, lambda:1.39650763568503, diff to last: 0.286"
[1] "Newton iter: 2, lambda:1.34725133208853, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.34486372880609, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3448578746824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34485787464715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34485787464715"
[1] "Starting iterative with newton 1.34485787464715"
[1] "Starting newton at: 1.62063316589069"
[1] "Newton iter: 1, lambda:1.33787125437794, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.28137023790201, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.2778256848228, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27781114965645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2778111494116, diff to last: 0"
[1] "Final threshold is: 0.0337354534573649"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 1.61126394539949"
[1] "Newton iter: 1, lambda:1.46913801084677, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.45657392848526, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.45644976916075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45644975685302, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45644975685302, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45644975685302"
[1] "Starting iterative with newton 1.45644975685302"
[1] "Starting newton at: 1.69165071321088"
[1] "Newton iter: 1, lambda:1.5459709202234, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.53533216154958, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.5352568243417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53525682050433, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53525682050433"
[1] "Starting iterative with newton 1.53525682050433"
[1] "Starting newton at: 1.76081796517175"
[1] "Newton iter: 1, lambda:1.6116146156071, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.60250631021586, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.60245881243579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6024588111236, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6024588111236"
[1] "Starting iterative with newton 1.6024588111236"
[1] "Starting newton at: 1.8269207039587"
[1] "Newton iter: 1, lambda:1.66279045855944, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.65386892109431, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.65382862687717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65382862604073, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65382862687717"
[1] "Starting iterative with newton 1.65382862687717"
[1] "Starting newton at: 1.87829729724408"
[1] "Newton iter: 1, lambda:1.70437313082058, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.69603896285831, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.69600729076936, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69600729030364, diff to last: 0"
[1] "Final threshold is: 0.0447762371080704"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.20417120071134"
[1] "Newton iter: 1, lambda:1.27554532714791, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.26991362600559, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26987979981659, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26987979859063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26987979981659"
[1] "Starting iterative with newton 1.26987979981659"
[1] "Starting newton at: 1.71981144985797"
[1] "Newton iter: 1, lambda:1.69921889529137, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.699094842321, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69909483744082, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69909483744082"
[1] "Starting iterative with newton 1.69909483744082"
[1] "Starting newton at: 1.99072767841862"
[1] "Newton iter: 1, lambda:2.02969716685379, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.0296977955556, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02969779555562, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.0296977955556"
[1] "Starting iterative with newton 2.0296977955556"
[1] "Starting newton at: 2.18936449826074"
[1] "Newton iter: 1, lambda:2.21760617334187, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.21771972079843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.2177197229123, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21771972079843"
[1] "Starting iterative with newton 2.21771972079843"
[1] "Starting newton at: 2.40095848393341"
[1] "Newton iter: 1, lambda:2.30833965837463, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.31057334038909, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.31057437342117, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31057437342139, diff to last: 0"
[1] "Final threshold is: 0.0610014040574171"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.30788531847107"
[1] "Newton iter: 1, lambda:1.3152216058471, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.31516897739116, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31516897470168, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31516897470168"
[1] "Starting iterative with newton 1.31516897470168"
[1] "Starting newton at: 1.75869446551385"
[1] "Newton iter: 1, lambda:1.81226646908755, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.81166031549799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81166026094856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81166026094856, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81166026094856"
[1] "Starting iterative with newton 1.81166026094856"
[1] "Starting newton at: 2.10248857189806"
[1] "Newton iter: 1, lambda:2.137383616965, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.13754258638945, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13754259046974, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.13754259046974"
[1] "Starting iterative with newton 2.13754259046974"
[1] "Starting newton at: 2.30675104978204"
[1] "Newton iter: 1, lambda:2.31427908548937, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.31429375420751, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31429375426427, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.31429375420751"
[1] "Starting iterative with newton 2.31429375420751"
[1] "Starting newton at: 2.48482027580203"
[1] "Newton iter: 1, lambda:2.39074283097029, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.39376765732302, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39377036553404, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39377036553623, diff to last: 0"
[1] "Final threshold is: 0.0631978589256154"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 1.40438961795962"
[1] "Newton iter: 1, lambda:1.34815808124538, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.34551443095731, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.34550812755602, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34550812752008, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34550812752008"
[1] "Starting iterative with newton 1.34550812752008"
[1] "Starting newton at: 1.93094075665401"
[1] "Newton iter: 1, lambda:1.9084708176312, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.90847318235993, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90847318235982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90847318235993"
[1] "Starting iterative with newton 1.90847318235993"
[1] "Starting newton at: 2.18425015245118"
[1] "Newton iter: 1, lambda:2.24411168043778, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24487636599593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24487651841489, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2448765184149, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24487651841489"
[1] "Starting iterative with newton 2.24487651841489"
[1] "Starting newton at: 2.39582387608321"
[1] "Newton iter: 1, lambda:2.40955730230004, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.40961980856749, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40961980989201, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40961980856749"
[1] "Starting iterative with newton 2.40961980856749"
[1] "Starting newton at: 2.58928108674835"
[1] "Newton iter: 1, lambda:2.47592895346501, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.48110807610965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.48111777038666, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48111777042085, diff to last: 0"
[1] "Final threshold is: 0.065503915115831"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.97969785025427"
[1] "Newton iter: 1, lambda:2.1430474096086, diff to last: 0.163"
[1] "Newton iter: 2, lambda:2.15432190892781, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.1543970768564, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15439708024498, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.1543970768564"
[1] "Starting iterative with newton 2.1543970768564"
[1] "Starting newton at: 2.84164233097459"
[1] "Newton iter: 1, lambda:2.94355780990271, diff to last: 0.102"
[1] "Newton iter: 2, lambda:2.95678025770725, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.95699761483472, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95699767312915, diff to last: 0"
[1] "Newton iter: 5, lambda:2.95699767312915, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95699767312915"
[1] "Starting iterative with newton 2.95699767312915"
[1] "Starting newton at: 3.44592689877655"
[1] "Newton iter: 1, lambda:3.43133088048515, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.43161828634253, diff to last: 0"
[1] "Newton iter: 3, lambda:3.43161839969283, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43161839969285, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.43161839969283"
[1] "Starting iterative with newton 3.43161839969283"
[1] "Starting newton at: 3.7079367120952"
[1] "Newton iter: 1, lambda:3.70293762194835, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.70297243721081, diff to last: 0"
[1] "Newton iter: 3, lambda:3.70297243891121, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.70297243891121"
[1] "Starting iterative with newton 3.70297243891121"
[1] "Starting newton at: 3.81195630242909"
[1] "Newton iter: 1, lambda:3.79870516180239, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.79894888484302, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79894896896221, diff to last: 0"
[1] "Newton iter: 4, lambda:3.79894896896222, diff to last: 0"
[1] "Final threshold is: 0.100295934458346"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.036925158347691146}, {'ad': 0.03373545345736485, 'da': 0.04477623710807039, 'dd': 0.06100140405741705}, {'ad': 0.06319785892561543, 'da': 0.06550391511583101, 'dd': 0.10029593445834596}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378897719921737. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02640096971520331
0.02640096971520331
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028588230486653, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286057144487132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286057144552529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286057144487132"
[1] "Starting iterative with newton 0.0286057144487132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00385636947952792, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00385648384301036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00385648384301046, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00385648384301036"
[1] "Starting iterative with newton 0.00385648384301036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369644583648883, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369654843478819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369654843478827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00369654843478819"
[1] "Starting iterative with newton 0.00369654843478819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542758785421, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369553011363358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369553011363366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00369553011363358"
[1] "Starting iterative with newton 0.00369553011363358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542110521091, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369552363052868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369552363052876, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.75654074514059e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224419464812, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224511819876632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224511819892274, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0224511819892274"
[1] "Starting iterative with newton 0.0224511819892274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00792243928810038, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00792291935547431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00792291935547607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00792291935547431"
[1] "Starting iterative with newton 0.00792291935547431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781208333956965, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781255011714321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781255011714488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00781255011714321"
[1] "Starting iterative with newton 0.00781255011714321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781124465595619, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781171133292913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0078117113329308, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0078117113329308"
[1] "Starting iterative with newton 0.0078117113329308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0078112382821126, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781170495832102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781170495832269, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000206236586028737"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0619471128982638, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0620731801608819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0620731806824068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0620731806824068"
[1] "Starting iterative with newton 0.0620731806824068"
[1] "Starting newton at: 0.00064078154599416"
[1] "Newton iter: 1, lambda:0.0417846089141406, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0418319366996623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0418319367622455, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0418319366996623"
[1] "Starting iterative with newton 0.0418319366996623"
[1] "Starting newton at: 0.0208820255287387"
[1] "Newton iter: 1, lambda:0.0414678346577351, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0414796914836809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414796914876127, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0414796914836809"
[1] "Starting iterative with newton 0.0414796914836809"
[1] "Starting newton at: 0.0212342707447201"
[1] "Newton iter: 1, lambda:0.0414620144525836, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414734625291765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414734625328419, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0414734625328419"
[1] "Starting iterative with newton 0.0414734625328419"
[1] "Starting newton at: 0.0212404996955591"
[1] "Newton iter: 1, lambda:0.0414619114360513, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414733523488581, diff to last: 0"
[1] "Newton iter: 3, lambda:0.041473352352519, diff to last: 0"
[1] "Final threshold is: 0.00109493671935016"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.251018394120028"
[1] "Newton iter: 1, lambda:0.145721395376832, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.146671397898375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146671475989629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146671475989629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146671475989629"
[1] "Starting iterative with newton 0.146671475989629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520374457151687, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.052163767534816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05216376827902, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.052163767534816"
[1] "Starting iterative with newton 0.052163767534816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487646936178063, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0488724833594704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488724838860157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0488724838860157"
[1] "Starting iterative with newton 0.0488724838860157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486503958425685, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048757570247075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.04875757076709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.04875757076709"
[1] "Starting iterative with newton 0.04875757076709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486464050224904, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487535579798697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487535584996578, diff to last: 0"
[1] "Final threshold is: 0.00128714122145786"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.241905184967261"
[1] "Newton iter: 1, lambda:0.216295299761867, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.216381182267368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216381183236113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216381182267368"
[1] "Starting iterative with newton 0.216381182267368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863829417146678, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869195002180499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0869195208926757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869195208926757, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0869195208926757"
[1] "Starting iterative with newton 0.0869195208926757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0795386755939859, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0799812808629034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0799812945547737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0799812945547737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0799812945547737"
[1] "Starting iterative with newton 0.0799812945547737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791653538249839, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0796031323140134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0796031456882603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0796031456882603, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0796031456882603"
[1] "Starting iterative with newton 0.0796031456882603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791449875013465, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.079582503547645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0795825169047361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0795825169047361, diff to last: 0"
[1] "Final threshold is: 0.00210105561866159"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.314939259867954"
[1] "Newton iter: 1, lambda:0.33510732454677, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.33519151370271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335191515164939, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33519151370271"
[1] "Starting iterative with newton 0.33519151370271"
[1] "Starting newton at: 0.231734242973998"
[1] "Newton iter: 1, lambda:0.135939704539906, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.136943210862564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13694332133691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136943321336911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13694332133691"
[1] "Starting iterative with newton 0.13694332133691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120342311824028, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121853539132865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121853777134514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12185377713452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12185377713452"
[1] "Starting iterative with newton 0.12185377713452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119183077532079, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120659577813444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12065980412677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120659804126775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12065980412677"
[1] "Starting iterative with newton 0.12065980412677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119091093784624, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12056486215306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120565087560761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120565087560766, diff to last: 0"
[1] "Final threshold is: 0.00318303522540248"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.584509486963449"
[1] "Newton iter: 1, lambda:0.434041575032402, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.439501432462503, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.439508924118242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439508924132329, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.439508924118242"
[1] "Starting iterative with newton 0.439508924118242"
[1] "Starting newton at: 0.259153801669611"
[1] "Newton iter: 1, lambda:0.188287729271354, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.189067825178487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189067920101911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189067920101913, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189067920101911"
[1] "Starting iterative with newton 0.189067920101911"
[1] "Starting newton at: 0.263890874163246"
[1] "Newton iter: 1, lambda:0.161613523996664, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.163121372880972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163121702038478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163121702038493, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163121702038478"
[1] "Starting iterative with newton 0.163121702038478"
[1] "Starting newton at: 0.277615450336479"
[1] "Newton iter: 1, lambda:0.158354923019576, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.160386793190454, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160387385953775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160387385953825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160387385953775"
[1] "Starting iterative with newton 0.160387385953775"
[1] "Starting newton at: 0.263195468019888"
[1] "Newton iter: 1, lambda:0.158533479313892, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.160098200732449, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160098551949081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160098551949099, diff to last: 0"
[1] "Final threshold is: 0.00422675702145606"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.658347595284718"
[1] "Newton iter: 1, lambda:0.506073647704492, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.51265875336944, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.512671683961787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512671684011555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.512671683961787"
[1] "Starting iterative with newton 0.512671683961787"
[1] "Starting newton at: 0.206248712060646"
[1] "Newton iter: 1, lambda:0.250139745525615, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.250517950025238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250517978010322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250517978010322, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250517978010322"
[1] "Starting iterative with newton 0.250517978010322"
[1] "Starting newton at: 0.250056935023999"
[1] "Newton iter: 1, lambda:0.216357746882552, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.216566362976919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216566370990268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216566362976919"
[1] "Starting iterative with newton 0.216566362976919"
[1] "Starting newton at: 0.279896504134905"
[1] "Newton iter: 1, lambda:0.211138413586901, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.211997203868151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211997338498833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211997338498836, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.211997338498836"
[1] "Starting iterative with newton 0.211997338498836"
[1] "Starting newton at: 0.284040039243182"
[1] "Newton iter: 1, lambda:0.210395983804784, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.211379638906808, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211379815325612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211379815325618, diff to last: 0"
[1] "Final threshold is: 0.00558063210281691"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 0.605342677445048"
[1] "Newton iter: 1, lambda:0.610561161160364, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.610571274240696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610571274278614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610571274278614"
[1] "Starting iterative with newton 0.610571274278614"
[1] "Starting newton at: 0.396932333884165"
[1] "Newton iter: 1, lambda:0.430077993940089, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.430427462154588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.430427500768611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430427500768612, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.430427500768611"
[1] "Starting iterative with newton 0.430427500768611"
[1] "Starting newton at: 0.378362616562221"
[1] "Newton iter: 1, lambda:0.396476487085853, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.396577097946135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.396577101041064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.396577101041064"
[1] "Starting iterative with newton 0.396577101041064"
[1] "Starting newton at: 0.366409234360462"
[1] "Newton iter: 1, lambda:0.389780437829951, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.389946901384399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.389946909799076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.389946909799076"
[1] "Starting iterative with newton 0.389946909799076"
[1] "Starting newton at: 0.370135863084016"
[1] "Newton iter: 1, lambda:0.388535487127076, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.388638443533837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.388638446748321, diff to last: 0"
[1] "Final threshold is: 0.0102604317779006"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 0.631673226560163"
[1] "Newton iter: 1, lambda:0.668591827752729, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.669180293357398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.669180441022962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669180441022971, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669180441022971"
[1] "Starting iterative with newton 0.669180441022971"
[1] "Starting newton at: 0.419752699977524"
[1] "Newton iter: 1, lambda:0.494855291549628, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.496964463424592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.496966102944204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496966102945194, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.496966102944204"
[1] "Starting iterative with newton 0.496966102944204"
[1] "Starting newton at: 0.424353424266914"
[1] "Newton iter: 1, lambda:0.458973287227312, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.459402113600811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.459402178981209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45940217898121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45940217898121"
[1] "Starting iterative with newton 0.45940217898121"
[1] "Starting newton at: 0.424167484066932"
[1] "Newton iter: 1, lambda:0.450691918534973, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.450941153807423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.450941175708641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450941175708641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.450941175708641"
[1] "Starting iterative with newton 0.450941175708641"
[1] "Starting newton at: 0.426131245525125"
[1] "Newton iter: 1, lambda:0.448840188223648, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.449022401314979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.449022412998512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449022412998512, diff to last: 0"
[1] "Final threshold is: 0.0118546271270212"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 0.792781571845332"
[1] "Newton iter: 1, lambda:0.714543989912732, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.717281097886692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.717284560187495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717284560193029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717284560193029"
[1] "Starting iterative with newton 0.717284560193029"
[1] "Starting newton at: 0.56014363379443"
[1] "Newton iter: 1, lambda:0.580421384438403, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.580595582385999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58059559516912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58059559516912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.58059559516912"
[1] "Starting iterative with newton 0.58059559516912"
[1] "Starting newton at: 0.602838000292132"
[1] "Newton iter: 1, lambda:0.545525433859324, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.546855704298922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.546856432919258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546856432919477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546856432919258"
[1] "Starting iterative with newton 0.546856432919258"
[1] "Starting newton at: 0.612880875174763"
[1] "Newton iter: 1, lambda:0.535858222374739, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.53823284959378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.538235157677239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538235157679418, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538235157677239"
[1] "Starting iterative with newton 0.538235157677239"
[1] "Starting newton at: 0.616073678536696"
[1] "Newton iter: 1, lambda:0.53327629169013, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.536011456664616, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536014514182432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53601451418625, diff to last: 0"
[1] "Final threshold is: 0.0141513029559406"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.05708282373655"
[1] "Newton iter: 1, lambda:0.969100374365155, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.974165984442824, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.974183754332749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.974183754550799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.974183754332749"
[1] "Starting iterative with newton 0.974183754332749"
[1] "Starting newton at: 1.06415279506093"
[1] "Newton iter: 1, lambda:0.985001935084072, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.989148103378158, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.989160078321613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.989160078421267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.989160078321613"
[1] "Starting iterative with newton 0.989160078321613"
[1] "Starting newton at: 1.08265655096334"
[1] "Newton iter: 1, lambda:0.988433864489539, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.994262004857181, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.994285740818221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994285741210599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.994285740818221"
[1] "Starting iterative with newton 0.994285740818221"
[1] "Starting newton at: 1.08313751982747"
[1] "Newton iter: 1, lambda:0.990346568509446, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.99600789760707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996030308783542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9960303091336, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.996030308783542"
[1] "Starting iterative with newton 0.996030308783542"
[1] "Starting newton at: 1.08627473035081"
[1] "Newton iter: 1, lambda:0.990587883827186, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.996597699541173, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996622966142982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996622966588037, diff to last: 0"
[1] "Final threshold is: 0.026311812746617"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.04669143188891"
[1] "Newton iter: 1, lambda:0.996028160383201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.99780437269481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99780662750395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99780662750758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99780662750395"
[1] "Starting iterative with newton 0.99780662750395"
[1] "Starting newton at: 1.04544430901814"
[1] "Newton iter: 1, lambda:1.0416975389971, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.04170770799673, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04170770807181, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04170770799673"
[1] "Starting iterative with newton 1.04170770799673"
[1] "Starting newton at: 1.05021782065146"
[1] "Newton iter: 1, lambda:1.05684094977428, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.05687311134918, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05687311210443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05687311134918"
[1] "Starting iterative with newton 1.05687311134918"
[1] "Starting newton at: 1.04978720313499"
[1] "Newton iter: 1, lambda:1.06191324914508, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.06202163361078, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06202164220458, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06202163361078"
[1] "Starting iterative with newton 1.06202163361078"
[1] "Starting newton at: 1.04873435569957"
[1] "Newton iter: 1, lambda:1.06359585008527, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06375903183455, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06375905132779, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06375905132779, diff to last: 0"
[1] "Final threshold is: 0.0280842704983784"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 0.984713191968377"
[1] "Newton iter: 1, lambda:1.05778888652854, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.06213191471673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06214665929948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06214665946896, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06214665946896"
[1] "Starting iterative with newton 1.06214665946896"
[1] "Starting newton at: 0.990246411084018"
[1] "Newton iter: 1, lambda:1.13495028898163, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.15337891229268, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1536570964285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15365715903486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15365715903486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15365715903486"
[1] "Starting iterative with newton 1.15365715903486"
[1] "Starting newton at: 1.00537540947966"
[1] "Newton iter: 1, lambda:1.16448855302981, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.18729701983462, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.18773035029199, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18773050425593, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18773050425595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18773050425593"
[1] "Starting iterative with newton 1.18773050425593"
[1] "Starting newton at: 1.00417509356038"
[1] "Newton iter: 1, lambda:1.1733484666201, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.19940580665497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.19997547302933, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19997574041328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19997574041334, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19997574041334"
[1] "Starting iterative with newton 1.19997574041334"
[1] "Starting newton at: 1.00578354894468"
[1] "Newton iter: 1, lambda:1.17695782820541, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.20371699679083, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.20431911990485, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20431941913798, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20431941913805, diff to last: 0"
[1] "Final threshold is: 0.031795200512095"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.30455967204241"
[1] "Newton iter: 1, lambda:1.48203994561455, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.53071002004798, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.53411711499581, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.53413308621307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53413308656274, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53413308621307"
[1] "Starting iterative with newton 1.53413308621307"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116308545617676"
threshold is:
[{'ad': 9.756540745140589e-05, 'da': 0.00020623658602873682, 'dd': 0.0010949367193501592}, {'ad': 0.001287141221457859, 'da': 0.002101055618661592, 'dd': 0.0031830352254024782}, {'ad': 0.004226757021456061, 'da': 0.005580632102816909, 'dd': 0.01026043177790057}, {'ad': 0.011854627127021225, 'da': 0.014151302955940607, 'dd': 0.02631181274661696}, {'ad': 0.028084270498378396, 'da': 0.031795200512095, 'dd': 0.11630854561767578}]
Number of points in noise estimation: 128
Estimated noise: 0.026400969715203313
0.026400969715203313
threshold is:
[{'ad': 0.0429335985171484, 'da': 0.025777279103098016, 'dd': 0.0016557094175124187}, {'ad': 0.0008676279057451274, 'da': 0.0032350726627600034, 'dd': 0.0026342341129585375}, {'ad': 0.006824690569631197, 'da': 0.004370169214768507, 'dd': 0.010713404212698417}, {'ad': 0.011638378460005039, 'da': 0.011790898243551754, 'dd': 0.026972977673892607}, {'ad': 0.025119575032432895, 'da': 0.02624072238833578, 'dd': 0.1163085456176758}]
['peppers256', 0.025, 4, 0.0006188140490114856, 0.0003315201342293386, 0.0003369610241130152, 0.0018982116770409373, 0.0003371318339367265, 0.0004079040524806698, 0.0003371318338361455, 0.0004079040524806698, 32.084398350196906, 34.79490090429153, 34.72420330557655, 27.216553593244864, 34.72200236947125, 33.894419799948686, 34.72200237076694, 33.894419799948686]
peppers256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076253540842104, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765389919931104, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765389959901351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765389919931104"
[1] "Starting iterative with newton 0.0765389919931104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221614164548843, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221723252495945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221723252522377, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0221723252495945"
[1] "Starting iterative with newton 0.0221723252495945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210979499090843, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0211076646127024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0211076646147621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0211076646127024"
[1] "Starting iterative with newton 0.0211076646127024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210771527413558, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210868449112111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210868449132606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0210868449132606"
[1] "Starting iterative with newton 0.0210868449132606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210767460638213, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210864377933482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210864377953975, diff to last: 0"
[1] "Final threshold is: 0.00106644601881202"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0483468384377397"
[1] "Newton iter: 1, lambda:0.0901480377008956, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0902654447335054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0902654456583191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0902654456583191"
[1] "Starting iterative with newton 0.0902654456583191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133254571002927, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.013327511582455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133275115825039, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.013327511582455"
[1] "Starting iterative with newton 0.013327511582455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128124224503842, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128142180137839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128142180138192, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0128142180137839"
[1] "Starting iterative with newton 0.0128142180137839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089261911882, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128107201448582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128107201448934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0128107201448582"
[1] "Starting iterative with newton 0.0128107201448582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089023623316, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012810696305037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128106963050722, diff to last: 0"
[1] "Final threshold is: 0.000647900617701115"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.093158357172304"
[1] "Newton iter: 1, lambda:0.14879647797784, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.14910067948265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.149100688546501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149100688546501"
[1] "Starting iterative with newton 0.149100688546501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466568451703411, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467397293108796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046739729572463, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467397293108796"
[1] "Starting iterative with newton 0.0467397293108796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043762438236535, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438333169480686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438333171339952, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438333171339952"
[1] "Starting iterative with newton 0.0438333171339952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436779615083747, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437485136535148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.043748513837593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437485136535148"
[1] "Starting iterative with newton 0.0437485136535148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436754949074865, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043746037535761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437460377197855, diff to last: 0"
[1] "Final threshold is: 0.00221245466957196"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.393150645207144"
[1] "Newton iter: 1, lambda:0.251989072668414, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.255141497832426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.255143102544901, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255143102545316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.255143102544901"
[1] "Starting iterative with newton 0.255143102544901"
[1] "Starting newton at: 0.13694391649734"
[1] "Newton iter: 1, lambda:0.0974734433106427, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0976030443488716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.097603045747587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097603045747587"
[1] "Starting iterative with newton 0.097603045747587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876781960683903, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0882910431634483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0882910730804404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0882910730804405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0882910730804404"
[1] "Starting iterative with newton 0.0882910730804404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0871274959309108, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877309911495649, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877310200806966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877310200806967, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0877310200806966"
[1] "Starting iterative with newton 0.0877310200806966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0870943435297735, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0876972786068933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0876973074795479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.087697307479548, diff to last: 0"
[1] "Final threshold is: 0.00443528894399182"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.282771766260265"
[1] "Newton iter: 1, lambda:0.340575894650348, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.341235577036717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341235662165514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341235662165515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341235662165515"
[1] "Starting iterative with newton 0.341235662165515"
[1] "Starting newton at: 0.256043424359564"
[1] "Newton iter: 1, lambda:0.15142978089864, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.152776341277147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152776565306012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152776565306019, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152776565306019"
[1] "Starting iterative with newton 0.152776565306019"
[1] "Starting newton at: 0.273987856602785"
[1] "Newton iter: 1, lambda:0.13520861086776, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.137450740173678, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137451328252739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137451328252779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137451328252739"
[1] "Starting iterative with newton 0.137451328252739"
[1] "Starting newton at: 0.261884774898885"
[1] "Newton iter: 1, lambda:0.134283706079258, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.136171800816822, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136172215974504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136172215974524, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136172215974504"
[1] "Starting iterative with newton 0.136172215974504"
[1] "Starting newton at: 0.26316388717712"
[1] "Newton iter: 1, lambda:0.134135043365965, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.136064798437305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136065231955954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136065231955976, diff to last: 0"
[1] "Final threshold is: 0.00688149541075324"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.63257547867418"
[1] "Newton iter: 1, lambda:0.493888639566123, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.49919678199941, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499204878547933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499204878566745, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.499204878547933"
[1] "Starting iterative with newton 0.499204878547933"
[1] "Starting newton at: 0.198126989866454"
[1] "Newton iter: 1, lambda:0.260633350564897, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.261423085909626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261423211369665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261423211369668, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261423211369668"
[1] "Starting iterative with newton 0.261423211369668"
[1] "Starting newton at: 0.289273037775731"
[1] "Newton iter: 1, lambda:0.230282732198994, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.23094215442088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.230942237206495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230942237206496, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.230942237206495"
[1] "Starting iterative with newton 0.230942237206495"
[1] "Starting newton at: 0.301521634788408"
[1] "Newton iter: 1, lambda:0.225819727272698, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.226896099905885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226896318818416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226896318818425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.226896318818425"
[1] "Starting iterative with newton 0.226896318818425"
[1] "Starting newton at: 0.305567553176478"
[1] "Newton iter: 1, lambda:0.225143634227554, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.226356761140511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226357038932674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226357038932689, diff to last: 0"
[1] "Final threshold is: 0.0114480010963501"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0.471142575653448"
[1] "Newton iter: 1, lambda:0.569754759816561, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.573163368080712, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.573167332616051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573167332621408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573167332616051"
[1] "Starting iterative with newton 0.573167332616051"
[1] "Starting newton at: 0.226749482754649"
[1] "Newton iter: 1, lambda:0.318315453876793, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.320445498146388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.320446641215585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320446641215914, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320446641215585"
[1] "Starting iterative with newton 0.320446641215585"
[1] "Starting newton at: 0.282153805814091"
[1] "Newton iter: 1, lambda:0.278812319160169, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.278814957307632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278814957309277, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278814957307632"
[1] "Starting iterative with newton 0.278814957307632"
[1] "Starting newton at: 0.291062550619986"
[1] "Newton iter: 1, lambda:0.271678132846914, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.271765780348128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271765782142939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271765780348128"
[1] "Starting iterative with newton 0.271765780348128"
[1] "Starting newton at: 0.295762749702251"
[1] "Newton iter: 1, lambda:0.270418289033397, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.270567747079022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270567752287592, diff to last: 0"
[1] "Final threshold is: 0.0136839564601254"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0.476631836858022"
[1] "Newton iter: 1, lambda:0.599048945037035, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.604854846191993, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.604867492416504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604867492476394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.604867492476394"
[1] "Starting iterative with newton 0.604867492476394"
[1] "Starting newton at: 0.474673582965265"
[1] "Newton iter: 1, lambda:0.369330285314969, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.372410720483078, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.372413400425689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372413400427717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372413400425689"
[1] "Starting iterative with newton 0.372413400425689"
[1] "Starting newton at: 0.246233070223112"
[1] "Newton iter: 1, lambda:0.331487747477595, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.333438875964476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.333439890261199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333439890261473, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333439890261199"
[1] "Starting iterative with newton 0.333439890261199"
[1] "Starting newton at: 0.235243668408573"
[1] "Newton iter: 1, lambda:0.324593858364439, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.326714797990894, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.326715984250136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326715984250507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326715984250507"
[1] "Starting iterative with newton 0.326715984250507"
[1] "Starting newton at: 0.215937819327584"
[1] "Newton iter: 1, lambda:0.322532081413845, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.325548171119304, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.32555056593128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325550565932789, diff to last: 0"
[1] "Final threshold is: 0.0164647110302905"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 0.797630469908368"
[1] "Newton iter: 1, lambda:0.749607166018139, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.750738945042265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.750739586688337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750739586688543, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.750739586688337"
[1] "Starting iterative with newton 0.750739586688337"
[1] "Starting newton at: 0.734818661861409"
[1] "Newton iter: 1, lambda:0.626275165268914, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.631502293087718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.631514906064832, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631514906138152, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631514906064832"
[1] "Starting iterative with newton 0.631514906064832"
[1] "Starting newton at: 0.514034514653072"
[1] "Newton iter: 1, lambda:0.59665341092664, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.599794805855922, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599799256293766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59979925630269, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599799256293766"
[1] "Starting iterative with newton 0.599799256293766"
[1] "Starting newton at: 0.531616421152635"
[1] "Newton iter: 1, lambda:0.58957285766106, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.591099642701336, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.591100686845263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591100686845751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.591100686845263"
[1] "Starting iterative with newton 0.591100686845263"
[1] "Starting newton at: 0.531901682557144"
[1] "Newton iter: 1, lambda:0.587304477515697, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.588696249385921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588697115466974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588697115467309, diff to last: 0"
[1] "Final threshold is: 0.0297733406262156"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 0.692658979689799"
[1] "Newton iter: 1, lambda:0.806542696404432, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.813978091393822, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.814008484332114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814008484838254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.814008484332114"
[1] "Starting iterative with newton 0.814008484332114"
[1] "Starting newton at: 0.758236457733491"
[1] "Newton iter: 1, lambda:0.719697176042419, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.720457415535705, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.720457715999918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720457715999965, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.720457715999918"
[1] "Starting iterative with newton 0.720457715999918"
[1] "Starting newton at: 0.748139621108787"
[1] "Newton iter: 1, lambda:0.692024713077039, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.693600399090374, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.69360166910858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693601669109405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.69360166910858"
[1] "Starting iterative with newton 0.69360166910858"
[1] "Starting newton at: 0.753764807124301"
[1] "Newton iter: 1, lambda:0.68324354067365, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.68570627271571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685709360692926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685709360697777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.685709360692926"
[1] "Starting iterative with newton 0.685709360692926"
[1] "Starting newton at: 0.758024167813409"
[1] "Newton iter: 1, lambda:0.680399173505324, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.683370345981135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.683374834729077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.683374834739312, diff to last: 0"
[1] "Final threshold is: 0.0345616637070456"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 0.867250809654945"
[1] "Newton iter: 1, lambda:0.889257727769894, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.889556234351657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889556288689061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889556288689063, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.889556288689061"
[1] "Starting iterative with newton 0.889556288689061"
[1] "Starting newton at: 0.886438269110841"
[1] "Newton iter: 1, lambda:0.835440088726101, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.836948446238344, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.836949800033686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836949800034776, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836949800033686"
[1] "Starting iterative with newton 0.836949800033686"
[1] "Starting newton at: 0.889807300550576"
[1] "Newton iter: 1, lambda:0.817305701014778, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.820298539922707, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.820303830188424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.820303830204932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.820303830188424"
[1] "Starting iterative with newton 0.820303830188424"
[1] "Starting newton at: 0.890736740595447"
[1] "Newton iter: 1, lambda:0.811371352657683, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.81493657195948, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.814944061304131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814944061337127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.814944061337127"
[1] "Starting iterative with newton 0.814944061337127"
[1] "Starting newton at: 0.890427061037063"
[1] "Newton iter: 1, lambda:0.809499731451634, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.813200849756195, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.813208914473788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813208914512016, diff to last: 0"
[1] "Final threshold is: 0.0411280187653639"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.28414571747753"
[1] "Newton iter: 1, lambda:1.14928376213539, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.16436292862053, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.16457542633814, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16457546810734, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16457546810734, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16457546810734"
[1] "Starting iterative with newton 1.16457546810734"
[1] "Starting newton at: 1.27558728404429"
[1] "Newton iter: 1, lambda:1.37219849597581, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.38261406149644, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.3827276321243, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38272764550932, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38272764550932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38272764550932"
[1] "Starting iterative with newton 1.38272764550932"
[1] "Starting newton at: 1.31447624137265"
[1] "Newton iter: 1, lambda:1.46635974695436, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.49474074440848, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4956485089745, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49564941465044, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49564941465134, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49564941465134"
[1] "Starting iterative with newton 1.49564941465134"
[1] "Starting newton at: 1.27375376355625"
[1] "Newton iter: 1, lambda:1.48800775840365, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.54792011856916, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.5522019217111, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.55222271043538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55222271092338, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55222271092338"
[1] "Starting iterative with newton 1.55222271092338"
[1] "Starting newton at: 1.28242257468251"
[1] "Newton iter: 1, lambda:1.50727179271534, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.57457235391903, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.58009018192047, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.58012522315421, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58012522455967, diff to last: 0"
[1] "Final threshold is: 0.0799147903172113"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.18015582394713"
[1] "Newton iter: 1, lambda:1.21782077943053, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.21922043079018, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21922231341836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21922231342176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21922231341836"
[1] "Starting iterative with newton 1.21922231341836"
[1] "Starting newton at: 1.78052531010038"
[1] "Newton iter: 1, lambda:1.30395786828829, diff to last: 0.477"
[1] "Newton iter: 2, lambda:1.44336559229333, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.46631664181362, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.46688698130574, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.46688732639381, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46688732639393, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46688732639393"
[1] "Starting iterative with newton 1.46688732639393"
[1] "Starting newton at: 1.90632568852275"
[1] "Newton iter: 1, lambda:1.40136067502089, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.55445922208518, diff to last: 0.153"
[1] "Newton iter: 3, lambda:1.58398541284168, diff to last: 0.03"
[1] "Newton iter: 4, lambda:1.58498150107181, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5849826034017, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58498260340305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58498260340305"
[1] "Starting iterative with newton 1.58498260340305"
[1] "Starting newton at: 1.95139585686262"
[1] "Newton iter: 1, lambda:1.45834225905319, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.60733778992718, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.6359549174785, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.6369104294519, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63691146517582, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63691146517703, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63691146517703"
[1] "Starting iterative with newton 1.63691146517703"
[1] "Starting newton at: 1.98403529749046"
[1] "Newton iter: 1, lambda:1.4620148633338, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.62339268149355, diff to last: 0.161"
[1] "Newton iter: 3, lambda:1.65760214464, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65898831128591, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65899051193157, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65899051193711, diff to last: 0"
[1] "Final threshold is: 0.0839034000844094"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.13289962277752"
[1] "Newton iter: 1, lambda:1.2607513764425, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.27928694483239, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.27965068821033, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2796508262718, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27965082627182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27965082627182"
[1] "Starting iterative with newton 1.27965082627182"
[1] "Starting newton at: 1.57091869197518"
[1] "Newton iter: 1, lambda:1.6267882301873, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.63073162935889, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.63075027409841, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63075027451345, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63075027409841"
[1] "Starting iterative with newton 1.63075027409841"
[1] "Starting newton at: 1.61242250908789"
[1] "Newton iter: 1, lambda:1.77597379993266, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.81541386311712, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.81746301406724, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.81746831161518, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8174683116505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8174683116505"
[1] "Starting iterative with newton 1.8174683116505"
[1] "Starting newton at: 1.62622201124437"
[1] "Newton iter: 1, lambda:1.83150608512279, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.89732308079339, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90335237021131, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.90339954476899, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90339954763543, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.90339954476899"
[1] "Starting iterative with newton 1.90339954476899"
[1] "Starting newton at: 1.6720425638218"
[1] "Newton iter: 1, lambda:1.87161239191041, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.93454434237776, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.94010369872411, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.94014420010093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94014420223549, diff to last: 0"
[1] "Final threshold is: 0.0981227403353484"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.22639510263035"
[1] "Newton iter: 1, lambda:1.47918798516191, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58427573089158, diff to last: 0.105"
[1] "Newton iter: 3, lambda:1.60209978143482, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60257513098936, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60257546254544, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6025754625456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60257546254544"
[1] "Starting iterative with newton 1.60257546254544"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222806268073657"
threshold is:
[{'ad': 0.001066446018812021, 'da': 0.000647900617701115, 'dd': 0.0022124546695719595}, {'ad': 0.004435288943991819, 'da': 0.006881495410753238, 'dd': 0.011448001096350097}, {'ad': 0.013683956460125397, 'da': 0.016464711030290454, 'dd': 0.029773340626215578}, {'ad': 0.03456166370704555, 'da': 0.04112801876536387, 'dd': 0.07991479031721133}, {'ad': 0.08390340008440939, 'da': 0.09812274033534836, 'dd': 0.22280626807365664}]
Number of points in noise estimation: 128
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.8644792148255"
[1] "Starting iterative with newton 26.8644792148255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.3837229853733"
[1] "Starting iterative with newton 19.3837229853733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.7796034339507"
[1] "Starting iterative with newton 16.7796034339507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.71131641963303"
[1] "Starting iterative with newton 9.71131641963303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.53713620206879"
[1] "Starting iterative with newton 7.53713620206879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.5749975696996"
[1] "Starting iterative with newton 3.5749975696996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 1.51208299894674"
[1] "Newton iter: 1, lambda:1.3859517415003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.37348751190678, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.37334293416578, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37334291448692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37334291448692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37334291448692"
[1] "Starting iterative with newton 1.37334291448692"
[1] "Starting newton at: 1.58192218106047"
[1] "Newton iter: 1, lambda:1.47530570157771, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.4679247475117, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46788281608802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46788281472228, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46788281608802"
[1] "Starting iterative with newton 1.46788281608802"
[1] "Starting newton at: 1.68360484690173"
[1] "Newton iter: 1, lambda:1.55641610392537, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.54832097619971, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.54827875836739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54827875720461, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54827875720461"
[1] "Starting iterative with newton 1.54827875720461"
[1] "Starting newton at: 1.76294964131786"
[1] "Newton iter: 1, lambda:1.62382487188128, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.61616140672877, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.61612911619711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61612911561566, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61612911561566"
[1] "Starting iterative with newton 1.61612911561566"
[1] "Starting newton at: 1.85163598836652"
[1] "Newton iter: 1, lambda:1.68050858391063, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.67193505170796, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.67189997153809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67189997094001, diff to last: 0"
[1] "Final threshold is: 0.0845562956531187"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 1.35163028761922"
[1] "Newton iter: 1, lambda:1.30307443727053, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.30071108848975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30070522314774, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30070522311155, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070522311155"
[1] "Starting iterative with newton 1.30070522311155"
[1] "Starting newton at: 1.50319767047768"
[1] "Newton iter: 1, lambda:1.47173709516811, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.47104354773914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.47104319423565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47104319423556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47104319423556"
[1] "Starting iterative with newton 1.47104319423556"
[1] "Starting newton at: 1.65358888413666"
[1] "Newton iter: 1, lambda:1.61764038742252, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.61702943670864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61702924521324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61702924521323, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61702924521323"
[1] "Starting iterative with newton 1.61702924521323"
[1] "Starting newton at: 1.76684711008666"
[1] "Newton iter: 1, lambda:1.72920884738819, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.72874166592556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72874158500037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72874158500037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.72874158500037"
[1] "Starting iterative with newton 1.72874158500037"
[1] "Starting newton at: 1.91611739691294"
[1] "Newton iter: 1, lambda:1.83191196469505, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.83069615605785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83069577442802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83069577442798, diff to last: 0"
[1] "Final threshold is: 0.0925873890715124"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 1.20649189970937"
[1] "Newton iter: 1, lambda:1.25473594422754, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.25205618667235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.25204810200091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25204810192719, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25204810192719"
[1] "Starting iterative with newton 1.25204810192719"
[1] "Starting newton at: 1.58811297724378"
[1] "Newton iter: 1, lambda:1.52331785539138, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5210512183547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52104804621039, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52104804620415, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52104804620415"
[1] "Starting iterative with newton 1.52104804620415"
[1] "Starting newton at: 1.67114422857459"
[1] "Newton iter: 1, lambda:1.77114923735116, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.76730586938436, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.76730178421424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76730178420955, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76730178420955"
[1] "Starting iterative with newton 1.76730178420955"
[1] "Starting newton at: 1.92601517278052"
[1] "Newton iter: 1, lambda:1.94726970874041, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.94721509650605, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94721509620807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94721509620807"
[1] "Starting iterative with newton 1.94721509620807"
[1] "Starting newton at: 2.1134735032584"
[1] "Newton iter: 1, lambda:2.06531953555326, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.06539416376558, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06539416371676, diff to last: 0"
[1] "Final threshold is: 0.104457253738047"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.29746645993759"
[1] "Newton iter: 1, lambda:1.40393236069389, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.39390753254596, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39382749784449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39382749267145, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39382749267145"
[1] "Starting iterative with newton 1.39382749267145"
[1] "Starting newton at: 1.91238789761772"
[1] "Newton iter: 1, lambda:1.9929694955418, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.9931324254021, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99313242842339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9931324254021"
[1] "Starting iterative with newton 1.9931324254021"
[1] "Starting newton at: 2.33776044802286"
[1] "Newton iter: 1, lambda:2.34472461005143, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.3447428575545, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34474285768128, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3447428575545"
[1] "Starting iterative with newton 2.3447428575545"
[1] "Starting newton at: 2.47331392605492"
[1] "Newton iter: 1, lambda:2.51889539247408, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.51980187982318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.51980225606542, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51980225606548, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.51980225606542"
[1] "Starting iterative with newton 2.51980225606542"
[1] "Starting newton at: 2.65302720698131"
[1] "Newton iter: 1, lambda:2.58970518488102, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.59171298075305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59171492716071, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59171492716254, diff to last: 0"
[1] "Final threshold is: 0.13107591205232"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.44804220855377"
[1] "Newton iter: 1, lambda:1.40547400357955, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.40424451152322, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40424340193016, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40424340192926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40424340193016"
[1] "Starting iterative with newton 1.40424340193016"
[1] "Starting newton at: 2.02502268628577"
[1] "Newton iter: 1, lambda:2.08018937286589, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.0808025527923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08080264934509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0808026493451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08080264934509"
[1] "Starting iterative with newton 2.08080264934509"
[1] "Starting newton at: 2.43788228667727"
[1] "Newton iter: 1, lambda:2.47927860996563, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.48012918503226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48012955863223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4801295586323, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4801295586323"
[1] "Starting iterative with newton 2.4801295586323"
[1] "Starting newton at: 2.73523365012397"
[1] "Newton iter: 1, lambda:2.66426944311341, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.66720190029886, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66720683338583, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6672068333998, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66720683338583"
[1] "Starting iterative with newton 2.66720683338583"
[1] "Starting newton at: 2.79378308405606"
[1] "Newton iter: 1, lambda:2.7453125776403, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.7467040036646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74670514610637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74670514610714, diff to last: 0"
[1] "Final threshold is: 0.138914538166091"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.58998569547428"
[1] "Newton iter: 1, lambda:1.51789158254813, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.515722946561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51572051374688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5157205137438, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51572051374688"
[1] "Starting iterative with newton 1.51572051374688"
[1] "Starting newton at: 2.30424507946707"
[1] "Newton iter: 1, lambda:2.22518555133924, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.22835460854687, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.22835916944967, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22835916945917, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22835916945917"
[1] "Starting iterative with newton 2.22835916945917"
[1] "Starting newton at: 2.67212604334779"
[1] "Newton iter: 1, lambda:2.61456316968626, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.61683835255511, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6168418654883, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684186549668, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.61684186549668"
[1] "Starting iterative with newton 2.61684186549668"
[1] "Starting newton at: 2.82525924625711"
[1] "Newton iter: 1, lambda:2.81446254911211, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.81454860142989, diff to last: 0"
[1] "Newton iter: 3, lambda:2.81454860690159, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.81454860142989"
[1] "Starting iterative with newton 2.81454860142989"
[1] "Starting newton at: 2.91586577200649"
[1] "Newton iter: 1, lambda:2.90379350079109, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.90390388789861, diff to last: 0"
[1] "Newton iter: 3, lambda:2.90390389715674, diff to last: 0"
[1] "Final threshold is: 0.146864860262845"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.90086459734737"
[1] "Newton iter: 1, lambda:2.31710203488356, diff to last: 0.416"
[1] "Newton iter: 2, lambda:2.41900139092994, diff to last: 0.102"
[1] "Newton iter: 3, lambda:2.43135102603926, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.43153547474112, diff to last: 0"
[1] "Newton iter: 5, lambda:2.43153551576237, diff to last: 0"
[1] "Newton iter: 6, lambda:2.43153551576237, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.43153547474112"
[1] "Starting iterative with newton 2.43153547474112"
[1] "Starting newton at: 3.2377771793588"
[1] "Newton iter: 1, lambda:3.25287388279706, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.25322427936492, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25322446537292, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25322446537297, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25322446537292"
[1] "Starting iterative with newton 3.25322446537292"
[1] "Starting newton at: 3.82270551017337"
[1] "Newton iter: 1, lambda:3.81540719263968, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.81549873927397, diff to last: 0"
[1] "Newton iter: 3, lambda:3.81549875384644, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81549875384644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.81549873927397"
[1] "Starting iterative with newton 3.81549873927397"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.16319174242007, diff to last: 0.08"
[1] "Newton iter: 2, lambda:4.17375740072631, diff to last: 0.011"
[1] "Newton iter: 3, lambda:4.173977535841, diff to last: 0"
[1] "Newton iter: 4, lambda:4.17397762957099, diff to last: 0"
[1] "Newton iter: 5, lambda:4.173977629571, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.173977535841"
[1] "Starting iterative with newton 4.173977535841"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.44270801771015, diff to last: 0.199"
[1] "Newton iter: 2, lambda:4.56496729957707, diff to last: 0.122"
[1] "Newton iter: 3, lambda:4.60827042024601, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.61301153056289, diff to last: 0.005"
[1] "Newton iter: 5, lambda:4.61306375402893, diff to last: 0"
[1] "Newton iter: 6, lambda:4.61306376029674, diff to last: 0"
[1] "Final threshold is: 0.233305574390013"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08455629565311866}, {'ad': 0.09258738907151239, 'da': 0.10445725373804729, 'dd': 0.13107591205231983}, {'ad': 0.1389145381660905, 'da': 0.14686486026284531, 'dd': 0.23330557439001254}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36228951280856. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.8644792148255"
[1] "Starting iterative with newton 26.8644792148255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.3837229853733"
[1] "Starting iterative with newton 19.3837229853733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.7796034339507"
[1] "Starting iterative with newton 16.7796034339507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.71131641963303"
[1] "Starting iterative with newton 9.71131641963303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.53713620206879"
[1] "Starting iterative with newton 7.53713620206879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.5749975696996"
[1] "Starting iterative with newton 3.5749975696996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 1.51208299894674"
[1] "Newton iter: 1, lambda:1.3859517415003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.37348751190678, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.37334293416578, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37334291448692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37334291448692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37334291448692"
[1] "Starting iterative with newton 1.37334291448692"
[1] "Starting newton at: 1.58192218106047"
[1] "Newton iter: 1, lambda:1.47530570157771, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.4679247475117, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46788281608802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46788281472228, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46788281608802"
[1] "Starting iterative with newton 1.46788281608802"
[1] "Starting newton at: 1.68360484690173"
[1] "Newton iter: 1, lambda:1.55641610392537, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.54832097619971, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.54827875836739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54827875720461, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54827875720461"
[1] "Starting iterative with newton 1.54827875720461"
[1] "Starting newton at: 1.76294964131786"
[1] "Newton iter: 1, lambda:1.62382487188128, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.61616140672877, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.61612911619711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61612911561566, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61612911561566"
[1] "Starting iterative with newton 1.61612911561566"
[1] "Starting newton at: 1.85163598836652"
[1] "Newton iter: 1, lambda:1.68050858391063, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.67193505170796, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.67189997153809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67189997094001, diff to last: 0"
[1] "Final threshold is: 0.0845562956531187"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 1.35163028761922"
[1] "Newton iter: 1, lambda:1.30307443727053, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.30071108848975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30070522314774, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30070522311155, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070522311155"
[1] "Starting iterative with newton 1.30070522311155"
[1] "Starting newton at: 1.50319767047768"
[1] "Newton iter: 1, lambda:1.47173709516811, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.47104354773914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.47104319423565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47104319423556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47104319423556"
[1] "Starting iterative with newton 1.47104319423556"
[1] "Starting newton at: 1.65358888413666"
[1] "Newton iter: 1, lambda:1.61764038742252, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.61702943670864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61702924521324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61702924521323, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61702924521323"
[1] "Starting iterative with newton 1.61702924521323"
[1] "Starting newton at: 1.76684711008666"
[1] "Newton iter: 1, lambda:1.72920884738819, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.72874166592556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72874158500037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72874158500037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.72874158500037"
[1] "Starting iterative with newton 1.72874158500037"
[1] "Starting newton at: 1.91611739691294"
[1] "Newton iter: 1, lambda:1.83191196469505, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.83069615605785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83069577442802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83069577442798, diff to last: 0"
[1] "Final threshold is: 0.0925873890715124"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 1.20649189970937"
[1] "Newton iter: 1, lambda:1.25473594422754, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.25205618667235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.25204810200091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25204810192719, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25204810192719"
[1] "Starting iterative with newton 1.25204810192719"
[1] "Starting newton at: 1.58811297724378"
[1] "Newton iter: 1, lambda:1.52331785539138, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5210512183547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52104804621039, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52104804620415, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52104804620415"
[1] "Starting iterative with newton 1.52104804620415"
[1] "Starting newton at: 1.67114422857459"
[1] "Newton iter: 1, lambda:1.77114923735116, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.76730586938436, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.76730178421424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76730178420955, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76730178420955"
[1] "Starting iterative with newton 1.76730178420955"
[1] "Starting newton at: 1.92601517278052"
[1] "Newton iter: 1, lambda:1.94726970874041, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.94721509650605, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94721509620807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94721509620807"
[1] "Starting iterative with newton 1.94721509620807"
[1] "Starting newton at: 2.1134735032584"
[1] "Newton iter: 1, lambda:2.06531953555326, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.06539416376558, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06539416371676, diff to last: 0"
[1] "Final threshold is: 0.104457253738047"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.29746645993759"
[1] "Newton iter: 1, lambda:1.40393236069389, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.39390753254596, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39382749784449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39382749267145, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39382749267145"
[1] "Starting iterative with newton 1.39382749267145"
[1] "Starting newton at: 1.91238789761772"
[1] "Newton iter: 1, lambda:1.9929694955418, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.9931324254021, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99313242842339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9931324254021"
[1] "Starting iterative with newton 1.9931324254021"
[1] "Starting newton at: 2.33776044802286"
[1] "Newton iter: 1, lambda:2.34472461005143, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.3447428575545, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34474285768128, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3447428575545"
[1] "Starting iterative with newton 2.3447428575545"
[1] "Starting newton at: 2.47331392605492"
[1] "Newton iter: 1, lambda:2.51889539247408, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.51980187982318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.51980225606542, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51980225606548, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.51980225606542"
[1] "Starting iterative with newton 2.51980225606542"
[1] "Starting newton at: 2.65302720698131"
[1] "Newton iter: 1, lambda:2.58970518488102, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.59171298075305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59171492716071, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59171492716254, diff to last: 0"
[1] "Final threshold is: 0.13107591205232"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.44804220855377"
[1] "Newton iter: 1, lambda:1.40547400357955, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.40424451152322, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40424340193016, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40424340192926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40424340193016"
[1] "Starting iterative with newton 1.40424340193016"
[1] "Starting newton at: 2.02502268628577"
[1] "Newton iter: 1, lambda:2.08018937286589, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.0808025527923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08080264934509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0808026493451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08080264934509"
[1] "Starting iterative with newton 2.08080264934509"
[1] "Starting newton at: 2.43788228667727"
[1] "Newton iter: 1, lambda:2.47927860996563, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.48012918503226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48012955863223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4801295586323, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4801295586323"
[1] "Starting iterative with newton 2.4801295586323"
[1] "Starting newton at: 2.73523365012397"
[1] "Newton iter: 1, lambda:2.66426944311341, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.66720190029886, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66720683338583, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6672068333998, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66720683338583"
[1] "Starting iterative with newton 2.66720683338583"
[1] "Starting newton at: 2.79378308405606"
[1] "Newton iter: 1, lambda:2.7453125776403, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.7467040036646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74670514610637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74670514610714, diff to last: 0"
[1] "Final threshold is: 0.138914538166091"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.58998569547428"
[1] "Newton iter: 1, lambda:1.51789158254813, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.515722946561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51572051374688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5157205137438, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51572051374688"
[1] "Starting iterative with newton 1.51572051374688"
[1] "Starting newton at: 2.30424507946707"
[1] "Newton iter: 1, lambda:2.22518555133924, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.22835460854687, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.22835916944967, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22835916945917, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22835916945917"
[1] "Starting iterative with newton 2.22835916945917"
[1] "Starting newton at: 2.67212604334779"
[1] "Newton iter: 1, lambda:2.61456316968626, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.61683835255511, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6168418654883, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684186549668, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.61684186549668"
[1] "Starting iterative with newton 2.61684186549668"
[1] "Starting newton at: 2.82525924625711"
[1] "Newton iter: 1, lambda:2.81446254911211, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.81454860142989, diff to last: 0"
[1] "Newton iter: 3, lambda:2.81454860690159, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.81454860142989"
[1] "Starting iterative with newton 2.81454860142989"
[1] "Starting newton at: 2.91586577200649"
[1] "Newton iter: 1, lambda:2.90379350079109, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.90390388789861, diff to last: 0"
[1] "Newton iter: 3, lambda:2.90390389715674, diff to last: 0"
[1] "Final threshold is: 0.146864860262845"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.90086459734737"
[1] "Newton iter: 1, lambda:2.31710203488356, diff to last: 0.416"
[1] "Newton iter: 2, lambda:2.41900139092994, diff to last: 0.102"
[1] "Newton iter: 3, lambda:2.43135102603926, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.43153547474112, diff to last: 0"
[1] "Newton iter: 5, lambda:2.43153551576237, diff to last: 0"
[1] "Newton iter: 6, lambda:2.43153551576237, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.43153547474112"
[1] "Starting iterative with newton 2.43153547474112"
[1] "Starting newton at: 3.2377771793588"
[1] "Newton iter: 1, lambda:3.25287388279706, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.25322427936492, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25322446537292, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25322446537297, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25322446537292"
[1] "Starting iterative with newton 3.25322446537292"
[1] "Starting newton at: 3.82270551017337"
[1] "Newton iter: 1, lambda:3.81540719263968, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.81549873927397, diff to last: 0"
[1] "Newton iter: 3, lambda:3.81549875384644, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81549875384644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.81549873927397"
[1] "Starting iterative with newton 3.81549873927397"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.16319174242007, diff to last: 0.08"
[1] "Newton iter: 2, lambda:4.17375740072631, diff to last: 0.011"
[1] "Newton iter: 3, lambda:4.173977535841, diff to last: 0"
[1] "Newton iter: 4, lambda:4.17397762957099, diff to last: 0"
[1] "Newton iter: 5, lambda:4.173977629571, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.173977535841"
[1] "Starting iterative with newton 4.173977535841"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.44270801771015, diff to last: 0.199"
[1] "Newton iter: 2, lambda:4.56496729957707, diff to last: 0.122"
[1] "Newton iter: 3, lambda:4.60827042024601, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.61301153056289, diff to last: 0.005"
[1] "Newton iter: 5, lambda:4.61306375402893, diff to last: 0"
[1] "Newton iter: 6, lambda:4.61306376029674, diff to last: 0"
[1] "Final threshold is: 0.233305574390013"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08455629565311866}, {'ad': 0.09258738907151239, 'da': 0.10445725373804729, 'dd': 0.13107591205231983}, {'ad': 0.1389145381660905, 'da': 0.14686486026284531, 'dd': 0.23330557439001254}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36228951280856. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076253540842104, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765389919931104, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765389959901351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765389919931104"
[1] "Starting iterative with newton 0.0765389919931104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221614164548843, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221723252495945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221723252522377, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0221723252495945"
[1] "Starting iterative with newton 0.0221723252495945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210979499090843, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0211076646127024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0211076646147621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0211076646127024"
[1] "Starting iterative with newton 0.0211076646127024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210771527413558, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210868449112111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210868449132606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0210868449132606"
[1] "Starting iterative with newton 0.0210868449132606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210767460638213, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210864377933482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210864377953975, diff to last: 0"
[1] "Final threshold is: 0.00106644601881202"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0483468384377397"
[1] "Newton iter: 1, lambda:0.0901480377008956, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0902654447335054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0902654456583191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0902654456583191"
[1] "Starting iterative with newton 0.0902654456583191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133254571002927, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.013327511582455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133275115825039, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.013327511582455"
[1] "Starting iterative with newton 0.013327511582455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128124224503842, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128142180137839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128142180138192, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0128142180137839"
[1] "Starting iterative with newton 0.0128142180137839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089261911882, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128107201448582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128107201448934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0128107201448582"
[1] "Starting iterative with newton 0.0128107201448582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089023623316, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012810696305037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128106963050722, diff to last: 0"
[1] "Final threshold is: 0.000647900617701115"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.093158357172304"
[1] "Newton iter: 1, lambda:0.14879647797784, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.14910067948265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.149100688546501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149100688546501"
[1] "Starting iterative with newton 0.149100688546501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466568451703411, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467397293108796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046739729572463, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467397293108796"
[1] "Starting iterative with newton 0.0467397293108796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043762438236535, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438333169480686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438333171339952, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438333171339952"
[1] "Starting iterative with newton 0.0438333171339952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436779615083747, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437485136535148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.043748513837593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437485136535148"
[1] "Starting iterative with newton 0.0437485136535148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436754949074865, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043746037535761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437460377197855, diff to last: 0"
[1] "Final threshold is: 0.00221245466957196"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.393150645207144"
[1] "Newton iter: 1, lambda:0.251989072668414, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.255141497832426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.255143102544901, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255143102545316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.255143102544901"
[1] "Starting iterative with newton 0.255143102544901"
[1] "Starting newton at: 0.13694391649734"
[1] "Newton iter: 1, lambda:0.0974734433106427, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0976030443488716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.097603045747587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097603045747587"
[1] "Starting iterative with newton 0.097603045747587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876781960683903, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0882910431634483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0882910730804404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0882910730804405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0882910730804404"
[1] "Starting iterative with newton 0.0882910730804404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0871274959309108, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877309911495649, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877310200806966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877310200806967, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0877310200806966"
[1] "Starting iterative with newton 0.0877310200806966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0870943435297735, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0876972786068933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0876973074795479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.087697307479548, diff to last: 0"
[1] "Final threshold is: 0.00443528894399182"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.282771766260265"
[1] "Newton iter: 1, lambda:0.340575894650348, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.341235577036717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341235662165514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341235662165515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341235662165515"
[1] "Starting iterative with newton 0.341235662165515"
[1] "Starting newton at: 0.256043424359564"
[1] "Newton iter: 1, lambda:0.15142978089864, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.152776341277147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152776565306012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152776565306019, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152776565306019"
[1] "Starting iterative with newton 0.152776565306019"
[1] "Starting newton at: 0.273987856602785"
[1] "Newton iter: 1, lambda:0.13520861086776, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.137450740173678, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137451328252739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137451328252779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137451328252739"
[1] "Starting iterative with newton 0.137451328252739"
[1] "Starting newton at: 0.261884774898885"
[1] "Newton iter: 1, lambda:0.134283706079258, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.136171800816822, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136172215974504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136172215974524, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136172215974504"
[1] "Starting iterative with newton 0.136172215974504"
[1] "Starting newton at: 0.26316388717712"
[1] "Newton iter: 1, lambda:0.134135043365965, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.136064798437305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136065231955954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136065231955976, diff to last: 0"
[1] "Final threshold is: 0.00688149541075324"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.63257547867418"
[1] "Newton iter: 1, lambda:0.493888639566123, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.49919678199941, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499204878547933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499204878566745, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.499204878547933"
[1] "Starting iterative with newton 0.499204878547933"
[1] "Starting newton at: 0.198126989866454"
[1] "Newton iter: 1, lambda:0.260633350564897, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.261423085909626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261423211369665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261423211369668, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261423211369668"
[1] "Starting iterative with newton 0.261423211369668"
[1] "Starting newton at: 0.289273037775731"
[1] "Newton iter: 1, lambda:0.230282732198994, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.23094215442088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.230942237206495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230942237206496, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.230942237206495"
[1] "Starting iterative with newton 0.230942237206495"
[1] "Starting newton at: 0.301521634788408"
[1] "Newton iter: 1, lambda:0.225819727272698, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.226896099905885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226896318818416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226896318818425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.226896318818425"
[1] "Starting iterative with newton 0.226896318818425"
[1] "Starting newton at: 0.305567553176478"
[1] "Newton iter: 1, lambda:0.225143634227554, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.226356761140511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226357038932674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226357038932689, diff to last: 0"
[1] "Final threshold is: 0.0114480010963501"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0.471142575653448"
[1] "Newton iter: 1, lambda:0.569754759816561, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.573163368080712, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.573167332616051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573167332621408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573167332616051"
[1] "Starting iterative with newton 0.573167332616051"
[1] "Starting newton at: 0.226749482754649"
[1] "Newton iter: 1, lambda:0.318315453876793, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.320445498146388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.320446641215585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320446641215914, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320446641215585"
[1] "Starting iterative with newton 0.320446641215585"
[1] "Starting newton at: 0.282153805814091"
[1] "Newton iter: 1, lambda:0.278812319160169, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.278814957307632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278814957309277, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278814957307632"
[1] "Starting iterative with newton 0.278814957307632"
[1] "Starting newton at: 0.291062550619986"
[1] "Newton iter: 1, lambda:0.271678132846914, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.271765780348128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271765782142939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271765780348128"
[1] "Starting iterative with newton 0.271765780348128"
[1] "Starting newton at: 0.295762749702251"
[1] "Newton iter: 1, lambda:0.270418289033397, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.270567747079022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270567752287592, diff to last: 0"
[1] "Final threshold is: 0.0136839564601254"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0.476631836858022"
[1] "Newton iter: 1, lambda:0.599048945037035, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.604854846191993, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.604867492416504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604867492476394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.604867492476394"
[1] "Starting iterative with newton 0.604867492476394"
[1] "Starting newton at: 0.474673582965265"
[1] "Newton iter: 1, lambda:0.369330285314969, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.372410720483078, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.372413400425689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372413400427717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372413400425689"
[1] "Starting iterative with newton 0.372413400425689"
[1] "Starting newton at: 0.246233070223112"
[1] "Newton iter: 1, lambda:0.331487747477595, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.333438875964476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.333439890261199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333439890261473, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333439890261199"
[1] "Starting iterative with newton 0.333439890261199"
[1] "Starting newton at: 0.235243668408573"
[1] "Newton iter: 1, lambda:0.324593858364439, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.326714797990894, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.326715984250136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326715984250507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326715984250507"
[1] "Starting iterative with newton 0.326715984250507"
[1] "Starting newton at: 0.215937819327584"
[1] "Newton iter: 1, lambda:0.322532081413845, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.325548171119304, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.32555056593128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325550565932789, diff to last: 0"
[1] "Final threshold is: 0.0164647110302905"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 0.797630469908368"
[1] "Newton iter: 1, lambda:0.749607166018139, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.750738945042265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.750739586688337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750739586688543, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.750739586688337"
[1] "Starting iterative with newton 0.750739586688337"
[1] "Starting newton at: 0.734818661861409"
[1] "Newton iter: 1, lambda:0.626275165268914, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.631502293087718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.631514906064832, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631514906138152, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631514906064832"
[1] "Starting iterative with newton 0.631514906064832"
[1] "Starting newton at: 0.514034514653072"
[1] "Newton iter: 1, lambda:0.59665341092664, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.599794805855922, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599799256293766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59979925630269, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599799256293766"
[1] "Starting iterative with newton 0.599799256293766"
[1] "Starting newton at: 0.531616421152635"
[1] "Newton iter: 1, lambda:0.58957285766106, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.591099642701336, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.591100686845263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591100686845751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.591100686845263"
[1] "Starting iterative with newton 0.591100686845263"
[1] "Starting newton at: 0.531901682557144"
[1] "Newton iter: 1, lambda:0.587304477515697, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.588696249385921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588697115466974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588697115467309, diff to last: 0"
[1] "Final threshold is: 0.0297733406262156"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 0.692658979689799"
[1] "Newton iter: 1, lambda:0.806542696404432, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.813978091393822, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.814008484332114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814008484838254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.814008484332114"
[1] "Starting iterative with newton 0.814008484332114"
[1] "Starting newton at: 0.758236457733491"
[1] "Newton iter: 1, lambda:0.719697176042419, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.720457415535705, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.720457715999918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720457715999965, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.720457715999918"
[1] "Starting iterative with newton 0.720457715999918"
[1] "Starting newton at: 0.748139621108787"
[1] "Newton iter: 1, lambda:0.692024713077039, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.693600399090374, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.69360166910858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693601669109405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.69360166910858"
[1] "Starting iterative with newton 0.69360166910858"
[1] "Starting newton at: 0.753764807124301"
[1] "Newton iter: 1, lambda:0.68324354067365, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.68570627271571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685709360692926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685709360697777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.685709360692926"
[1] "Starting iterative with newton 0.685709360692926"
[1] "Starting newton at: 0.758024167813409"
[1] "Newton iter: 1, lambda:0.680399173505324, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.683370345981135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.683374834729077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.683374834739312, diff to last: 0"
[1] "Final threshold is: 0.0345616637070456"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 0.867250809654945"
[1] "Newton iter: 1, lambda:0.889257727769894, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.889556234351657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889556288689061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889556288689063, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.889556288689061"
[1] "Starting iterative with newton 0.889556288689061"
[1] "Starting newton at: 0.886438269110841"
[1] "Newton iter: 1, lambda:0.835440088726101, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.836948446238344, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.836949800033686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836949800034776, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836949800033686"
[1] "Starting iterative with newton 0.836949800033686"
[1] "Starting newton at: 0.889807300550576"
[1] "Newton iter: 1, lambda:0.817305701014778, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.820298539922707, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.820303830188424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.820303830204932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.820303830188424"
[1] "Starting iterative with newton 0.820303830188424"
[1] "Starting newton at: 0.890736740595447"
[1] "Newton iter: 1, lambda:0.811371352657683, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.81493657195948, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.814944061304131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814944061337127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.814944061337127"
[1] "Starting iterative with newton 0.814944061337127"
[1] "Starting newton at: 0.890427061037063"
[1] "Newton iter: 1, lambda:0.809499731451634, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.813200849756195, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.813208914473788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813208914512016, diff to last: 0"
[1] "Final threshold is: 0.0411280187653639"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.28414571747753"
[1] "Newton iter: 1, lambda:1.14928376213539, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.16436292862053, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.16457542633814, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16457546810734, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16457546810734, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16457546810734"
[1] "Starting iterative with newton 1.16457546810734"
[1] "Starting newton at: 1.27558728404429"
[1] "Newton iter: 1, lambda:1.37219849597581, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.38261406149644, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.3827276321243, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38272764550932, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38272764550932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38272764550932"
[1] "Starting iterative with newton 1.38272764550932"
[1] "Starting newton at: 1.31447624137265"
[1] "Newton iter: 1, lambda:1.46635974695436, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.49474074440848, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4956485089745, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49564941465044, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49564941465134, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49564941465134"
[1] "Starting iterative with newton 1.49564941465134"
[1] "Starting newton at: 1.27375376355625"
[1] "Newton iter: 1, lambda:1.48800775840365, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.54792011856916, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.5522019217111, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.55222271043538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55222271092338, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55222271092338"
[1] "Starting iterative with newton 1.55222271092338"
[1] "Starting newton at: 1.28242257468251"
[1] "Newton iter: 1, lambda:1.50727179271534, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.57457235391903, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.58009018192047, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.58012522315421, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58012522455967, diff to last: 0"
[1] "Final threshold is: 0.0799147903172113"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.18015582394713"
[1] "Newton iter: 1, lambda:1.21782077943053, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.21922043079018, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21922231341836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21922231342176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21922231341836"
[1] "Starting iterative with newton 1.21922231341836"
[1] "Starting newton at: 1.78052531010038"
[1] "Newton iter: 1, lambda:1.30395786828829, diff to last: 0.477"
[1] "Newton iter: 2, lambda:1.44336559229333, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.46631664181362, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.46688698130574, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.46688732639381, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46688732639393, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46688732639393"
[1] "Starting iterative with newton 1.46688732639393"
[1] "Starting newton at: 1.90632568852275"
[1] "Newton iter: 1, lambda:1.40136067502089, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.55445922208518, diff to last: 0.153"
[1] "Newton iter: 3, lambda:1.58398541284168, diff to last: 0.03"
[1] "Newton iter: 4, lambda:1.58498150107181, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5849826034017, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58498260340305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58498260340305"
[1] "Starting iterative with newton 1.58498260340305"
[1] "Starting newton at: 1.95139585686262"
[1] "Newton iter: 1, lambda:1.45834225905319, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.60733778992718, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.6359549174785, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.6369104294519, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63691146517582, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63691146517703, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63691146517703"
[1] "Starting iterative with newton 1.63691146517703"
[1] "Starting newton at: 1.98403529749046"
[1] "Newton iter: 1, lambda:1.4620148633338, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.62339268149355, diff to last: 0.161"
[1] "Newton iter: 3, lambda:1.65760214464, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65898831128591, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65899051193157, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65899051193711, diff to last: 0"
[1] "Final threshold is: 0.0839034000844094"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.13289962277752"
[1] "Newton iter: 1, lambda:1.2607513764425, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.27928694483239, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.27965068821033, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2796508262718, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27965082627182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27965082627182"
[1] "Starting iterative with newton 1.27965082627182"
[1] "Starting newton at: 1.57091869197518"
[1] "Newton iter: 1, lambda:1.6267882301873, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.63073162935889, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.63075027409841, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63075027451345, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63075027409841"
[1] "Starting iterative with newton 1.63075027409841"
[1] "Starting newton at: 1.61242250908789"
[1] "Newton iter: 1, lambda:1.77597379993266, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.81541386311712, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.81746301406724, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.81746831161518, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8174683116505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8174683116505"
[1] "Starting iterative with newton 1.8174683116505"
[1] "Starting newton at: 1.62622201124437"
[1] "Newton iter: 1, lambda:1.83150608512279, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.89732308079339, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90335237021131, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.90339954476899, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90339954763543, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.90339954476899"
[1] "Starting iterative with newton 1.90339954476899"
[1] "Starting newton at: 1.6720425638218"
[1] "Newton iter: 1, lambda:1.87161239191041, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.93454434237776, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.94010369872411, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.94014420010093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94014420223549, diff to last: 0"
[1] "Final threshold is: 0.0981227403353484"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.22639510263035"
[1] "Newton iter: 1, lambda:1.47918798516191, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58427573089158, diff to last: 0.105"
[1] "Newton iter: 3, lambda:1.60209978143482, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60257513098936, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60257546254544, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6025754625456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60257546254544"
[1] "Starting iterative with newton 1.60257546254544"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222806268073657"
threshold is:
[{'ad': 0.001066446018812021, 'da': 0.000647900617701115, 'dd': 0.0022124546695719595}, {'ad': 0.004435288943991819, 'da': 0.006881495410753238, 'dd': 0.011448001096350097}, {'ad': 0.013683956460125397, 'da': 0.016464711030290454, 'dd': 0.029773340626215578}, {'ad': 0.03456166370704555, 'da': 0.04112801876536387, 'dd': 0.07991479031721133}, {'ad': 0.08390340008440939, 'da': 0.09812274033534836, 'dd': 0.22280626807365664}]
Number of points in noise estimation: 128
Estimated noise: 0.05057497284082733
0.05057497284082733
threshold is:
[{'ad': 0.03327527453133783, 'da': 0.017823648137500564, 'dd': 0.014250226913437969}, {'ad': 0.0037550575569245126, 'da': 0.0031099141878513092, 'dd': 0.011774174536037824}, {'ad': 0.009867255528978547, 'da': 0.01821345114456641, 'dd': 0.023079099840107545}, {'ad': 0.0327896916219462, 'da': 0.036278213201671315, 'dd': 0.0607156900222338}, {'ad': 0.06401443727561285, 'da': 0.06883852094894423, 'dd': 0.22280626807365664}]
['peppers256', 0.05, 0, 0.0024372404875920013, 0.0008768575785227996, 0.0008870784325562363, 0.0038569460394574477, 0.0009398133977857698, 0.0011157644423160588, 0.0009398133977857698, 0.0011157644423160588, 26.131016159604435, 30.570709401396968, 30.52037979581499, 24.137564370815344, 30.269583680564644, 29.52427482997335, 30.269583680564644, 29.52427482997335]
peppers256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.05120416485743822
0.05120416485743822
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800505510766593, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0804455307645277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0804455403656994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0804455403656994"
[1] "Starting iterative with newton 0.0804455403656994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129523690203819, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129544728735293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129544728735848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0129544728735293"
[1] "Starting iterative with newton 0.0129544728735293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123378995515328, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012339728223564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123397282236042, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123397282236042"
[1] "Starting iterative with newton 0.0123397282236042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322874521674, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123341137712256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123341137712657, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123341137712657"
[1] "Starting iterative with newton 0.0123341137712657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322361958183, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123340624933991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123340624934392, diff to last: 0"
[1] "Final threshold is: 0.000631555369273954"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0784942172211354"
[1] "Newton iter: 1, lambda:0.0990705192082973, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0990963678944912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0990963679352465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0990963678944912"
[1] "Starting iterative with newton 0.0990963678944912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025312011554711, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253265154504086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253265154551714, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0253265154551714"
[1] "Starting iterative with newton 0.0253265154551714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242136886746916, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242264719302073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242264719337705, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0242264719302073"
[1] "Starting iterative with newton 0.0242264719302073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241971022317091, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242098610628804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242098610664282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0242098610628804"
[1] "Starting iterative with newton 0.0242098610628804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241968517281649, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242096101907936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242096101943411, diff to last: 0"
[1] "Final threshold is: 0.00123963287152536"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0214668114129974"
[1] "Newton iter: 1, lambda:0.129898785361491, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.131002684934192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13100279907424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131002799074241, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131002799074241"
[1] "Starting iterative with newton 0.131002799074241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334444780823004, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334885237065094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334885237829101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0334885237065094"
[1] "Starting iterative with newton 0.0334885237065094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0302601537007253, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0302943698183155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0302943698620671, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0302943698183155"
[1] "Starting iterative with newton 0.0302943698183155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301579881484027, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030191913086872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301919131298056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0301919131298056"
[1] "Starting iterative with newton 0.0301919131298056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301547134338658, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301886290635947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301886291065022, diff to last: 0"
[1] "Final threshold is: 0.00154578353939235"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.421405814288255"
[1] "Newton iter: 1, lambda:0.242458910359571, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.247214459099024, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.247217902047836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24721790204964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24721790204964"
[1] "Starting iterative with newton 0.24721790204964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0908353789915803, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0914932074608381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0914932419402348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0914932419402349, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0914932419402348"
[1] "Starting iterative with newton 0.0914932419402348"
[1] "Starting newton at: 0.146287455554155"
[1] "Newton iter: 1, lambda:0.0826649187350057, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0829704454779458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829704525287373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0829704525287373"
[1] "Starting iterative with newton 0.0829704525287373"
[1] "Starting newton at: 0.154810244965652"
[1] "Newton iter: 1, lambda:0.0820981122956206, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824959441767541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824959560959274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824959560959275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0824959560959274"
[1] "Starting iterative with newton 0.0824959560959274"
[1] "Starting newton at: 0.155284741398462"
[1] "Newton iter: 1, lambda:0.0820661723081782, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824694958158281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824695080643035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824695080643035, diff to last: 0"
[1] "Final threshold is: 0.00422278228663643"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.515415098168863"
[1] "Newton iter: 1, lambda:0.321197901400254, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.32821286027481, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.328222362847453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328222362864871, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328222362847453"
[1] "Starting iterative with newton 0.328222362847453"
[1] "Starting newton at: 0.215025115369429"
[1] "Newton iter: 1, lambda:0.149599583997099, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.150111907554703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150111939047868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150111939047868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150111939047868"
[1] "Starting iterative with newton 0.150111939047868"
[1] "Starting newton at: 0.171285025629729"
[1] "Newton iter: 1, lambda:0.136350863096018, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.136489871332213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136489873535365, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.136489871332213"
[1] "Starting iterative with newton 0.136489871332213"
[1] "Starting newton at: 0.153572929605435"
[1] "Newton iter: 1, lambda:0.135380048985129, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.135417620487816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135417620648133, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135417620487816"
[1] "Starting iterative with newton 0.135417620487816"
[1] "Starting newton at: 0.154645180449831"
[1] "Newton iter: 1, lambda:0.135290478094035, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.135332987112691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135332987317849, diff to last: 0"
[1] "Final threshold is: 0.00692961258276778"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.60685353481987"
[1] "Newton iter: 1, lambda:0.506990331058685, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.509945589221447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.509948254410324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50994825441249, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509948254410324"
[1] "Starting iterative with newton 0.509948254410324"
[1] "Starting newton at: 0.167785745176902"
[1] "Newton iter: 1, lambda:0.253597729644105, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.255055541090866, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255055959500747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255055959500781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255055959500781"
[1] "Starting iterative with newton 0.255055959500781"
[1] "Starting newton at: 0.223557287753093"
[1] "Newton iter: 1, lambda:0.223583873504257, diff to last: 0"
[1] "Newton iter: 2, lambda:0.223583873634742, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.223583873504257"
[1] "Starting iterative with newton 0.223583873504257"
[1] "Starting newton at: 0.246631183472722"
[1] "Newton iter: 1, lambda:0.219350938424186, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.21948698255668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219486985945678, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.219486985945678"
[1] "Starting iterative with newton 0.219486985945678"
[1] "Starting newton at: 0.250728071031301"
[1] "Newton iter: 1, lambda:0.218763950049338, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.218950465392289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218950471755512, diff to last: 0"
[1] "Final threshold is: 0.0112111760513831"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0.538554360023307"
[1] "Newton iter: 1, lambda:0.570634497689507, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.570995582656633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.570995627992235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570995627992236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570995627992236"
[1] "Starting iterative with newton 0.570995627992236"
[1] "Starting newton at: 0.215711446899843"
[1] "Newton iter: 1, lambda:0.314342486348682, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.316766017914751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.316767468570477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316767468570996, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316767468570477"
[1] "Starting iterative with newton 0.316767468570477"
[1] "Starting newton at: 0.240091538177311"
[1] "Newton iter: 1, lambda:0.276063106087895, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.27636387360174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27636389457083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27636389457083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.27636389457083"
[1] "Starting iterative with newton 0.27636389457083"
[1] "Starting newton at: 0.251246972947183"
[1] "Newton iter: 1, lambda:0.269649491764638, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.269727247198228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269727248584446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.269727247198228"
[1] "Starting iterative with newton 0.269727247198228"
[1] "Starting newton at: 0.241273383655758"
[1] "Newton iter: 1, lambda:0.268462210842263, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.268631734546178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26863174112343, diff to last: 0"
[1] "Final threshold is: 0.0137550636216421"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 0.517103032870807"
[1] "Newton iter: 1, lambda:0.593305967739281, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.595509574141866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.595511379712389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595511379713601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595511379713601"
[1] "Starting iterative with newton 0.595511379713601"
[1] "Starting newton at: 0.376402002666282"
[1] "Newton iter: 1, lambda:0.398523954715838, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.398667924912386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398667930989005, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.398667924912386"
[1] "Starting iterative with newton 0.398667924912386"
[1] "Starting newton at: 0.440268029095083"
[1] "Newton iter: 1, lambda:0.362244575598779, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.363940178819506, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.363940989807512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363940989807698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.363940989807512"
[1] "Starting iterative with newton 0.363940989807512"
[1] "Starting newton at: 0.460383221103875"
[1] "Newton iter: 1, lambda:0.35442940242887, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.357519546155612, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.357522220916228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357522220918231, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357522220918231"
[1] "Starting iterative with newton 0.357522220918231"
[1] "Starting newton at: 0.466801989993156"
[1] "Newton iter: 1, lambda:0.352751992234051, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.356322612283524, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.356326178929218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356326178932775, diff to last: 0"
[1] "Final threshold is: 0.0182453844089127"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 0.804487680828128"
[1] "Newton iter: 1, lambda:0.750396353231256, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.751835336631122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.751836378655221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751836378655767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751836378655221"
[1] "Starting iterative with newton 0.751836378655221"
[1] "Starting newton at: 0.738793001755234"
[1] "Newton iter: 1, lambda:0.623320443537575, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.629186758285448, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.629202543936847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.629202544050947, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629202543936847"
[1] "Starting iterative with newton 0.629202543936847"
[1] "Starting newton at: 0.515804019784277"
[1] "Newton iter: 1, lambda:0.594403905703456, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.597220967612188, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.597224517803178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597224517808812, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.597224517803178"
[1] "Starting iterative with newton 0.597224517803178"
[1] "Starting newton at: 0.507633546723639"
[1] "Newton iter: 1, lambda:0.585813884656611, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.588581416688637, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.588584820876843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58858482088199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.588584820876843"
[1] "Starting iterative with newton 0.588584820876843"
[1] "Starting newton at: 0.49891825206594"
[1] "Newton iter: 1, lambda:0.5830233513562, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.586224174850931, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.586228720887214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586228720896376, diff to last: 0"
[1] "Final threshold is: 0.030017352068474"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 0.722402460549541"
[1] "Newton iter: 1, lambda:0.80840229339068, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.812614056309277, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.812623825223339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.812623825275794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812623825223339"
[1] "Starting iterative with newton 0.812623825223339"
[1] "Starting newton at: 0.724173705897671"
[1] "Newton iter: 1, lambda:0.726400122447932, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.726402719298634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726402719302164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726402719298634"
[1] "Starting iterative with newton 0.726402719298634"
[1] "Starting newton at: 0.731849998177393"
[1] "Newton iter: 1, lambda:0.701310483032298, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.701785770821368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701785887292957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701785887292964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701785887292957"
[1] "Starting iterative with newton 0.701785887292957"
[1] "Starting newton at: 0.734677772908957"
[1] "Newton iter: 1, lambda:0.693750246230739, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.694596696374338, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.694597064146567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.694597064146636, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.694597064146567"
[1] "Starting iterative with newton 0.694597064146567"
[1] "Starting newton at: 0.728414206205769"
[1] "Newton iter: 1, lambda:0.691806531531458, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.69248399333807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.692484228588642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.69248422858867, diff to last: 0"
[1] "Final threshold is: 0.0354580766018287"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 0.885193699810585"
[1] "Newton iter: 1, lambda:0.881436408309307, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.881445046529021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.881445046574765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.881445046574765"
[1] "Starting iterative with newton 0.881445046574765"
[1] "Starting newton at: 0.900659417672258"
[1] "Newton iter: 1, lambda:0.836523790456905, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.838913338617037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.838916765790806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.838916765797848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.838916765790806"
[1] "Starting iterative with newton 0.838916765790806"
[1] "Starting newton at: 0.893319689905631"
[1] "Newton iter: 1, lambda:0.822696326218462, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.825565180210603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.825570085470919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.825570085485241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.825570085470919"
[1] "Starting iterative with newton 0.825570085470919"
[1] "Starting newton at: 0.89453915307526"
[1] "Newton iter: 1, lambda:0.81796892445419, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.821323918084713, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.821330612438685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821330612465298, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.821330612438685"
[1] "Starting iterative with newton 0.821330612438685"
[1] "Starting newton at: 0.898045660171962"
[1] "Newton iter: 1, lambda:0.816144986753988, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.819970231648594, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.81997892945594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.819978929500832, diff to last: 0"
[1] "Final threshold is: 0.0419863362857863"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.1770483585166"
[1] "Newton iter: 1, lambda:1.21857213799848, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.22027545912602, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22027824441867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22027824442611, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22027824442611"
[1] "Starting iterative with newton 1.22027824442611"
[1] "Starting newton at: 1.7879056369778"
[1] "Newton iter: 1, lambda:1.25540884530356, diff to last: 0.532"
[1] "Newton iter: 2, lambda:1.41886295185038, diff to last: 0.163"
[1] "Newton iter: 3, lambda:1.45068497681619, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.45178804534169, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.45178933521025, diff to last: 0"
[1] "Newton iter: 6, lambda:1.45178933521201, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45178933521201"
[1] "Starting iterative with newton 1.45178933521201"
[1] "Starting newton at: 1.91305934347246"
[1] "Newton iter: 1, lambda:1.333771355185, diff to last: 0.579"
[1] "Newton iter: 2, lambda:1.51896151649618, diff to last: 0.185"
[1] "Newton iter: 3, lambda:1.56282165858374, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56505395372997, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.56505951366471, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56505951369913, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56505951366471"
[1] "Starting iterative with newton 1.56505951366471"
[1] "Starting newton at: 1.99426354053723"
[1] "Newton iter: 1, lambda:1.3169478113825, diff to last: 0.677"
[1] "Newton iter: 2, lambda:1.54297121329422, diff to last: 0.226"
[1] "Newton iter: 3, lambda:1.61128769112236, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.6169677573569, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.61700477122003, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61700477278277, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61700477122003"
[1] "Starting iterative with newton 1.61700477122003"
[1] "Starting newton at: 2.03282324104874"
[1] "Newton iter: 1, lambda:1.29774316871514, diff to last: 0.735"
[1] "Newton iter: 2, lambda:1.54673902190107, diff to last: 0.249"
[1] "Newton iter: 3, lambda:1.63123281373992, diff to last: 0.084"
[1] "Newton iter: 4, lambda:1.64014997356842, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.64024253359928, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6402425434816, diff to last: 0"
[1] "Final threshold is: 0.0839872496026154"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.17445535665825"
[1] "Newton iter: 1, lambda:1.21644622830288, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.21818417175645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21818706406857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21818706407657, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21818706406857"
[1] "Starting iterative with newton 1.21818706406857"
[1] "Starting newton at: 1.8185571446662"
[1] "Newton iter: 1, lambda:1.2365178348027, diff to last: 0.582"
[1] "Newton iter: 2, lambda:1.41980749960302, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.46016015573983, diff to last: 0.04"
[1] "Newton iter: 4, lambda:1.46194128708917, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.46194464015768, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46194464016954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46194464016954"
[1] "Starting iterative with newton 1.46194464016954"
[1] "Starting newton at: 1.88040374648533"
[1] "Newton iter: 1, lambda:1.42063904059583, diff to last: 0.46"
[1] "Newton iter: 2, lambda:1.55446049897638, diff to last: 0.134"
[1] "Newton iter: 3, lambda:1.57659127913744, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.57714319965897, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.57714353570525, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57714353570538, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57714353570538"
[1] "Starting iterative with newton 1.57714353570538"
[1] "Starting newton at: 1.97929158647035"
[1] "Newton iter: 1, lambda:1.39103473218734, diff to last: 0.588"
[1] "Newton iter: 2, lambda:1.57881578239315, diff to last: 0.188"
[1] "Newton iter: 3, lambda:1.62490368437586, diff to last: 0.046"
[1] "Newton iter: 4, lambda:1.62740413015848, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.6274111790537, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62741117910958, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62741117910958"
[1] "Starting iterative with newton 1.62741117910958"
[1] "Starting newton at: 2.01807240251248"
[1] "Newton iter: 1, lambda:1.37556466971872, diff to last: 0.643"
[1] "Newton iter: 2, lambda:1.5855670909563, diff to last: 0.21"
[1] "Newton iter: 3, lambda:1.64442703080483, diff to last: 0.059"
[1] "Newton iter: 4, lambda:1.64859253271753, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.64861229729433, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64861229773736, diff to last: 0"
[1] "Final threshold is: 0.0844158158566587"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.09048591091451"
[1] "Newton iter: 1, lambda:1.26211890628209, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.29653706540188, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.29782075243119, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29782249169749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29782249170068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29782249170068"
[1] "Starting iterative with newton 1.29782249170068"
[1] "Starting newton at: 1.58498120902161"
[1] "Newton iter: 1, lambda:1.65318052421883, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.65921160966894, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.65925592789006, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65925593026758, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65925592789006"
[1] "Starting iterative with newton 1.65925592789006"
[1] "Starting newton at: 1.59454887781302"
[1] "Newton iter: 1, lambda:1.7877096674639, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.84490626614342, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.84939058204192, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.84941652589866, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84941652676233, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84941652676233"
[1] "Starting iterative with newton 1.84941652676233"
[1] "Starting newton at: 1.69713760728791"
[1] "Newton iter: 1, lambda:1.88007454853273, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.93292565600049, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.93684364933908, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.93686393738017, diff to last: 0"
[1] "Newton iter: 5, lambda:1.93686393792145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93686393738017"
[1] "Starting iterative with newton 1.93686393738017"
[1] "Starting newton at: 1.74277342504953"
[1] "Newton iter: 1, lambda:1.92049981882533, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.97095578211258, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.97455791319297, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.97457523164771, diff to last: 0"
[1] "Newton iter: 5, lambda:1.97457523204616, diff to last: 0"
[1] "Final threshold is: 0.101106475684703"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22594390855846"
[1] "Newton iter: 1, lambda:1.47912938439567, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58505419147007, diff to last: 0.106"
[1] "Newton iter: 3, lambda:1.603303271174, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60380551797014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60380589087399, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6038058908742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60380589087399"
[1] "Starting iterative with newton 1.60380589087399"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225578151423234"
threshold is:
[{'ad': 0.0006315553692739542, 'da': 0.0012396328715253578, 'dd': 0.0015457835393923528}, {'ad': 0.004222782286636425, 'da': 0.006929612582767777, 'dd': 0.011211176051383085}, {'ad': 0.013755063621642074, 'da': 0.018245384408912685, 'dd': 0.030017352068474033}, {'ad': 0.035458076601828745, 'da': 0.0419863362857863, 'dd': 0.08398724960261543}, {'ad': 0.0844158158566587, 'da': 0.10110647568470345, 'dd': 0.2255781514232339}]
Number of points in noise estimation: 128
Estimated noise: 0.05120416485743822
0.05120416485743822
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.45533624419"
[1] "Starting iterative with newton 25.45533624419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8418438171817"
[1] "Starting iterative with newton 18.8418438171817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.3816549859959"
[1] "Starting iterative with newton 17.3816549859959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.85925945948941"
[1] "Starting iterative with newton 9.85925945948941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07019948250405"
[1] "Starting iterative with newton 7.07019948250405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72768618380517"
[1] "Starting iterative with newton 3.72768618380517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 2.53928273816093"
[1] "Newton iter: 1, lambda:1.78989748018486, diff to last: 0.749"
[1] "Newton iter: 2, lambda:1.80476891823422, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.8046640001401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80466399504434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.80466399504434"
[1] "Starting iterative with newton 1.80466399504434"
[1] "Starting newton at: 2.2215652879362"
[1] "Newton iter: 1, lambda:1.66608616723973, diff to last: 0.555"
[1] "Newton iter: 2, lambda:1.62954456628359, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.62872605793948, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62872562646291, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62872562646279, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62872562646279"
[1] "Starting iterative with newton 1.62872562646279"
[1] "Starting newton at: 2.00840908847045"
[1] "Newton iter: 1, lambda:1.53597687306559, diff to last: 0.472"
[1] "Newton iter: 2, lambda:1.47254250306628, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.46931983547914, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46931094116778, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46931094109984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.46931094109984"
[1] "Starting iterative with newton 1.46931094109984"
[1] "Starting newton at: 1.87598879619604"
[1] "Newton iter: 1, lambda:1.46434453023367, diff to last: 0.412"
[1] "Newton iter: 2, lambda:1.39253311019881, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.38776339794507, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.38774094342854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3877409429293, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3877409429293"
[1] "Starting iterative with newton 1.3877409429293"
[1] "Starting newton at: 1.80501935795014"
[1] "Newton iter: 1, lambda:1.40901887209435, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.32836261905466, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.32162243533085, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.32157222726635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32157222447087, diff to last: 0"
[1] "Final threshold is: 0.067670002052818"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 1.4752266475818"
[1] "Newton iter: 1, lambda:1.39209783976029, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.38627051630162, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.38623896858534, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38623896765597, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38623896765597"
[1] "Starting iterative with newton 1.38623896765597"
[1] "Starting newton at: 1.61587199534176"
[1] "Newton iter: 1, lambda:1.50157502660003, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.4934791556114, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.49343031324378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.493430311448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49343031324378"
[1] "Starting iterative with newton 1.49343031324378"
[1] "Starting newton at: 1.7394864935845"
[1] "Newton iter: 1, lambda:1.60388739930499, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.59567140116219, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.59563130512268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59563130415474, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59563130512268"
[1] "Starting iterative with newton 1.59563130512268"
[1] "Starting newton at: 1.80586140166563"
[1] "Newton iter: 1, lambda:1.66630472449769, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.65921314090861, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.65918741456081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6591874142176, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6591874142176"
[1] "Starting iterative with newton 1.6591874142176"
[1] "Starting newton at: 1.86332964577882"
[1] "Newton iter: 1, lambda:1.70826577287794, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.70103625860331, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70101216532437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70101216505265, diff to last: 0"
[1] "Final threshold is: 0.0870989073238636"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 1.32647019294862"
[1] "Newton iter: 1, lambda:1.30149695828568, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.30085570992326, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30085527792711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30085527792692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30085527792711"
[1] "Starting iterative with newton 1.30085527792711"
[1] "Starting newton at: 1.46846885319171"
[1] "Newton iter: 1, lambda:1.46229668720482, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46226843653011, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46226843593312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46226843653011"
[1] "Starting iterative with newton 1.46226843653011"
[1] "Starting newton at: 1.64539349806679"
[1] "Newton iter: 1, lambda:1.6285677756525, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.6284333753306, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62843336641581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.62843336641581"
[1] "Starting iterative with newton 1.62843336641581"
[1] "Starting newton at: 1.83289913293346"
[1] "Newton iter: 1, lambda:1.7637074927863, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.76251674547798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76251628594691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76251628594684, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76251628594684"
[1] "Starting iterative with newton 1.76251628594684"
[1] "Starting newton at: 1.96286755514667"
[1] "Newton iter: 1, lambda:1.85215945183622, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.85072945821799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85072898840476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85072898840471, diff to last: 0"
[1] "Final threshold is: 0.0947650322287145"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 1.35441058814215"
[1] "Newton iter: 1, lambda:1.27472028554004, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.26827045092165, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26822455754289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26822455520871, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26822455520871"
[1] "Starting iterative with newton 1.26822455520871"
[1] "Starting newton at: 1.61582340819666"
[1] "Newton iter: 1, lambda:1.56678512727142, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.56558377447318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.56558296996739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56558296996703, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56558296996739"
[1] "Starting iterative with newton 1.56558296996739"
[1] "Starting newton at: 1.71864741292667"
[1] "Newton iter: 1, lambda:1.8128634218099, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.80989197289838, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.8098899150968, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8098899150958, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8098899150958"
[1] "Starting iterative with newton 1.8098899150958"
[1] "Starting newton at: 1.9957969480381"
[1] "Newton iter: 1, lambda:1.97531209443867, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.9752892014574, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97528920141834, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.97528920141834"
[1] "Starting iterative with newton 1.97528920141834"
[1] "Starting newton at: 2.17205291029712"
[1] "Newton iter: 1, lambda:2.05975964441387, diff to last: 0.112"
[1] "Newton iter: 2, lambda:2.06086984866855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06086983912953, diff to last: 0"
[1] "Final threshold is: 0.105525118992511"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.31491971457833"
[1] "Newton iter: 1, lambda:1.35054287951499, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.34942648250015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34942543315116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34942543315023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34942543315116"
[1] "Starting iterative with newton 1.34942543315116"
[1] "Starting newton at: 1.97241989772589"
[1] "Newton iter: 1, lambda:1.99741031992577, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.99749381315869, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99749381427666, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99749381315869"
[1] "Starting iterative with newton 1.99749381315869"
[1] "Starting newton at: 2.48314226111697"
[1] "Newton iter: 1, lambda:2.40172605245719, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.40500312780794, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.40500804743103, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40500804744216, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40500804744216"
[1] "Starting iterative with newton 2.40500804744216"
[1] "Starting newton at: 2.62312690040712"
[1] "Newton iter: 1, lambda:2.60928160611131, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.60938407271778, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60938407829247, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60938407271778"
[1] "Starting iterative with newton 2.60938407271778"
[1] "Starting newton at: 2.71165041031145"
[1] "Newton iter: 1, lambda:2.70511825716067, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.70514182111659, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7051418214227, diff to last: 0"
[1] "Final threshold is: 0.138514527771205"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.43975324108295"
[1] "Newton iter: 1, lambda:1.42689069212165, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42677726544301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42677725641671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42677725641671"
[1] "Starting iterative with newton 1.42677725641671"
[1] "Starting newton at: 2.06565401164607"
[1] "Newton iter: 1, lambda:2.10318333170163, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.10351947289557, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10351950393228, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10351950393229, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10351950393228"
[1] "Starting iterative with newton 2.10351950393228"
[1] "Starting newton at: 2.44387750099501"
[1] "Newton iter: 1, lambda:2.47987648194925, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.48052160074346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48052181513114, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48052181513116, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48052181513114"
[1] "Starting iterative with newton 2.48052181513114"
[1] "Starting newton at: 2.60050299593317"
[1] "Newton iter: 1, lambda:2.66049710298067, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.66249920364748, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.66250149858034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66250149858336, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66250149858336"
[1] "Starting iterative with newton 2.66250149858336"
[1] "Starting newton at: 2.79858943273102"
[1] "Newton iter: 1, lambda:2.73521935691345, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.73759649910619, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.73759982854478, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73759982855131, diff to last: 0"
[1] "Final threshold is: 0.140176512934502"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.57538591844343"
[1] "Newton iter: 1, lambda:1.54439314917273, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.54399242834371, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54399235458084, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54399235458083, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54399235458083"
[1] "Starting iterative with newton 1.54399235458083"
[1] "Starting newton at: 2.29497981601969"
[1] "Newton iter: 1, lambda:2.27149794162179, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.27178051646901, diff to last: 0"
[1] "Newton iter: 3, lambda:2.27178055616034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27178055616034, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27178055616034"
[1] "Starting iterative with newton 2.27178055616034"
[1] "Starting newton at: 2.60158167621589"
[1] "Newton iter: 1, lambda:2.66407505627238, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.66673531185136, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66674024276399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66674024278094, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66674024278094"
[1] "Starting iterative with newton 2.66674024278094"
[1] "Starting newton at: 2.90262698228472"
[1] "Newton iter: 1, lambda:2.84484785618873, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.84730541296533, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.84730991626465, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84730991627976, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.84730991626465"
[1] "Starting iterative with newton 2.84730991626465"
[1] "Starting newton at: 2.94023414775363"
[1] "Newton iter: 1, lambda:2.91413417046307, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.9146478396313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.91464804008776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91464804008779, diff to last: 0"
[1] "Final threshold is: 0.149242118746065"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90043365875454"
[1] "Newton iter: 1, lambda:2.29130325273404, diff to last: 0.391"
[1] "Newton iter: 2, lambda:2.3811341205712, diff to last: 0.09"
[1] "Newton iter: 3, lambda:2.3905693478763, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39067592081717, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39067593440016, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39067593440016, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39067592081717"
[1] "Starting iterative with newton 2.39067592081717"
[1] "Starting newton at: 3.07515121240896"
[1] "Newton iter: 1, lambda:3.20626684920443, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.23506863563789, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.2363955929675, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.2363983373556, diff to last: 0"
[1] "Newton iter: 5, lambda:3.23639833736733, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2363983373556"
[1] "Starting iterative with newton 3.2363983373556"
[1] "Starting newton at: 3.68920876917638"
[1] "Newton iter: 1, lambda:3.86890718541319, diff to last: 0.18"
[1] "Newton iter: 2, lambda:3.94605201769277, diff to last: 0.077"
[1] "Newton iter: 3, lambda:3.95931056219243, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.95966709689839, diff to last: 0"
[1] "Newton iter: 5, lambda:3.95966734900779, diff to last: 0"
[1] "Newton iter: 6, lambda:3.95966734900792, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.95966734900779"
[1] "Starting iterative with newton 3.95966734900779"
[1] "Starting newton at: 4.04234272885349"
[1] "Newton iter: 1, lambda:4.29381991885769, diff to last: 0.251"
[1] "Newton iter: 2, lambda:4.49010979685709, diff to last: 0.196"
[1] "Newton iter: 3, lambda:4.61509581937161, diff to last: 0.125"
[1] "Newton iter: 4, lambda:4.66402984419344, diff to last: 0.049"
[1] "Newton iter: 5, lambda:4.67066601737794, diff to last: 0.007"
[1] "Newton iter: 6, lambda:4.67077703302654, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6707770636066, diff to last: 0"
[1] "Newton iter: 8, lambda:4.6707770636066, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.6707770636066"
[1] "Starting iterative with newton 4.6707770636066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.06767000205281795, 'dd': 0.08709890732386358}, {'ad': 0.0947650322287145, 'da': 0.1055251189925105, 'dd': 0.13851452777120468}, {'ad': 0.14017651293450153, 'da': 0.14924211874606455, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360052822453063. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.051204164857438214
0.051204164857438214
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.45533624419"
[1] "Starting iterative with newton 25.45533624419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8418438171817"
[1] "Starting iterative with newton 18.8418438171817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.3816549859959"
[1] "Starting iterative with newton 17.3816549859959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.85925945948941"
[1] "Starting iterative with newton 9.85925945948941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07019948250405"
[1] "Starting iterative with newton 7.07019948250405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72768618380517"
[1] "Starting iterative with newton 3.72768618380517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 2.53928273816093"
[1] "Newton iter: 1, lambda:1.78989748018486, diff to last: 0.749"
[1] "Newton iter: 2, lambda:1.80476891823422, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.80466400014011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80466399504434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.80466400014011"
[1] "Starting iterative with newton 1.80466400014011"
[1] "Starting newton at: 2.2215652879362"
[1] "Newton iter: 1, lambda:1.66608616723973, diff to last: 0.555"
[1] "Newton iter: 2, lambda:1.62954456628359, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.62872605793948, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62872562646291, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62872562646279, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62872562646279"
[1] "Starting iterative with newton 1.62872562646279"
[1] "Starting newton at: 2.00840908847045"
[1] "Newton iter: 1, lambda:1.53597687306559, diff to last: 0.472"
[1] "Newton iter: 2, lambda:1.47254250306628, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.46931983547914, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46931094116778, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46931094109984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.46931094109984"
[1] "Starting iterative with newton 1.46931094109984"
[1] "Starting newton at: 1.87598879619604"
[1] "Newton iter: 1, lambda:1.46434453023367, diff to last: 0.412"
[1] "Newton iter: 2, lambda:1.39253311019881, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.38776339794507, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.38774094342854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3877409429293, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3877409429293"
[1] "Starting iterative with newton 1.3877409429293"
[1] "Starting newton at: 1.80501935795014"
[1] "Newton iter: 1, lambda:1.40901887209435, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.32836261905466, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.32162243533085, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.32157222726635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32157222447087, diff to last: 0"
[1] "Final threshold is: 0.067670002052818"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 1.4752266475818"
[1] "Newton iter: 1, lambda:1.39209783976029, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.38627051630162, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.38623896858534, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38623896765597, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38623896765597"
[1] "Starting iterative with newton 1.38623896765597"
[1] "Starting newton at: 1.61587199534176"
[1] "Newton iter: 1, lambda:1.50157502660003, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.4934791556114, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.49343031324378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.493430311448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49343031324378"
[1] "Starting iterative with newton 1.49343031324378"
[1] "Starting newton at: 1.7394864935845"
[1] "Newton iter: 1, lambda:1.60388739930499, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.59567140116219, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.59563130512268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59563130415474, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59563130415474"
[1] "Starting iterative with newton 1.59563130415474"
[1] "Starting newton at: 1.80586140166563"
[1] "Newton iter: 1, lambda:1.66630472449769, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.65921314090861, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.65918741456081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6591874142176, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6591874142176"
[1] "Starting iterative with newton 1.6591874142176"
[1] "Starting newton at: 1.86332964577882"
[1] "Newton iter: 1, lambda:1.70826577287794, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.70103625860331, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70101216532437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70101216505265, diff to last: 0"
[1] "Final threshold is: 0.0870989073238636"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 1.32647019294862"
[1] "Newton iter: 1, lambda:1.30149695828568, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.30085570992326, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30085527792711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30085527792692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30085527792711"
[1] "Starting iterative with newton 1.30085527792711"
[1] "Starting newton at: 1.46846885319171"
[1] "Newton iter: 1, lambda:1.46229668720482, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46226843653011, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46226843593312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46226843653011"
[1] "Starting iterative with newton 1.46226843653011"
[1] "Starting newton at: 1.64539349806679"
[1] "Newton iter: 1, lambda:1.6285677756525, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.6284333753306, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62843336641581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.62843336641581"
[1] "Starting iterative with newton 1.62843336641581"
[1] "Starting newton at: 1.83289913293346"
[1] "Newton iter: 1, lambda:1.7637074927863, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.76251674547798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76251628594691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76251628594684, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76251628594684"
[1] "Starting iterative with newton 1.76251628594684"
[1] "Starting newton at: 1.96286755514667"
[1] "Newton iter: 1, lambda:1.85215945183622, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.85072945821799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85072898840476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85072898840471, diff to last: 0"
[1] "Final threshold is: 0.0947650322287145"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 1.35441058814215"
[1] "Newton iter: 1, lambda:1.27472028554004, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.26827045092165, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26822455754289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26822455520871, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26822455520871"
[1] "Starting iterative with newton 1.26822455520871"
[1] "Starting newton at: 1.61582340819666"
[1] "Newton iter: 1, lambda:1.56678512727142, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.56558377447318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.56558296996739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56558296996703, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56558296996739"
[1] "Starting iterative with newton 1.56558296996739"
[1] "Starting newton at: 1.71864741292667"
[1] "Newton iter: 1, lambda:1.8128634218099, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.80989197289838, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.8098899150968, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8098899150958, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8098899150958"
[1] "Starting iterative with newton 1.8098899150958"
[1] "Starting newton at: 1.9957969480381"
[1] "Newton iter: 1, lambda:1.97531209443867, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.9752892014574, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97528920141834, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.97528920141834"
[1] "Starting iterative with newton 1.97528920141834"
[1] "Starting newton at: 2.17205291029712"
[1] "Newton iter: 1, lambda:2.05975964441387, diff to last: 0.112"
[1] "Newton iter: 2, lambda:2.06086984866855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06086983912953, diff to last: 0"
[1] "Final threshold is: 0.10552511899251"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.31491971457833"
[1] "Newton iter: 1, lambda:1.35054287951499, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.34942648250015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34942543315116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34942543315023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34942543315116"
[1] "Starting iterative with newton 1.34942543315116"
[1] "Starting newton at: 1.97241989772589"
[1] "Newton iter: 1, lambda:1.99741031992577, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.99749381315869, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99749381427666, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99749381315869"
[1] "Starting iterative with newton 1.99749381315869"
[1] "Starting newton at: 2.48314226111697"
[1] "Newton iter: 1, lambda:2.40172605245719, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.40500312780794, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.40500804743103, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40500804744216, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40500804744216"
[1] "Starting iterative with newton 2.40500804744216"
[1] "Starting newton at: 2.62312690040712"
[1] "Newton iter: 1, lambda:2.60928160611131, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.60938407271778, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60938407829247, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60938407271778"
[1] "Starting iterative with newton 2.60938407271778"
[1] "Starting newton at: 2.71165041031145"
[1] "Newton iter: 1, lambda:2.70511825716067, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.70514182111659, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7051418214227, diff to last: 0"
[1] "Final threshold is: 0.138514527786879"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.43975324108295"
[1] "Newton iter: 1, lambda:1.42689069212165, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42677726544301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42677725641671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42677725641671"
[1] "Starting iterative with newton 1.42677725641671"
[1] "Starting newton at: 2.06565401164607"
[1] "Newton iter: 1, lambda:2.10318333170163, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.10351947289557, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10351950393228, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10351950393229, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10351950393228"
[1] "Starting iterative with newton 2.10351950393228"
[1] "Starting newton at: 2.44387750099501"
[1] "Newton iter: 1, lambda:2.47987648194925, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.48052160074346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48052181513114, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48052181513116, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48052181513114"
[1] "Starting iterative with newton 2.48052181513114"
[1] "Starting newton at: 2.60050299593317"
[1] "Newton iter: 1, lambda:2.66049710298067, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.66249920364748, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.66250149858034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66250149858336, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66250149858336"
[1] "Starting iterative with newton 2.66250149858336"
[1] "Starting newton at: 2.79858943273102"
[1] "Newton iter: 1, lambda:2.73521935691345, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.73759649910619, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.73759982854478, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73759982855131, diff to last: 0"
[1] "Final threshold is: 0.140176512934502"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.57538591844343"
[1] "Newton iter: 1, lambda:1.54439314917273, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.54399242834371, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54399235458083, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54399235458083, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54399235458083"
[1] "Starting iterative with newton 1.54399235458083"
[1] "Starting newton at: 2.2949798160197"
[1] "Newton iter: 1, lambda:2.27149794162179, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.27178051646901, diff to last: 0"
[1] "Newton iter: 3, lambda:2.27178055616034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27178055616034, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27178055616034"
[1] "Starting iterative with newton 2.27178055616034"
[1] "Starting newton at: 2.60158167621589"
[1] "Newton iter: 1, lambda:2.66407505627238, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.66673531185136, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66674024276399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66674024278094, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66674024278094"
[1] "Starting iterative with newton 2.66674024278094"
[1] "Starting newton at: 2.90262698228472"
[1] "Newton iter: 1, lambda:2.84484785618873, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.84730541296533, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.84730991626465, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84730991627976, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.84730991626465"
[1] "Starting iterative with newton 2.84730991626465"
[1] "Starting newton at: 2.94023414775363"
[1] "Newton iter: 1, lambda:2.91413417046307, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.9146478396313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.91464804008776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91464804008779, diff to last: 0"
[1] "Final threshold is: 0.149242118746065"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90043365875454"
[1] "Newton iter: 1, lambda:2.29130325273404, diff to last: 0.391"
[1] "Newton iter: 2, lambda:2.3811341205712, diff to last: 0.09"
[1] "Newton iter: 3, lambda:2.3905693478763, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39067592081717, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39067593440015, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39067593440015, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39067592081717"
[1] "Starting iterative with newton 2.39067592081717"
[1] "Starting newton at: 3.07515121240896"
[1] "Newton iter: 1, lambda:3.20626684920443, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.23506863563789, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.2363955929675, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.2363983373556, diff to last: 0"
[1] "Newton iter: 5, lambda:3.23639833736733, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2363983373556"
[1] "Starting iterative with newton 3.2363983373556"
[1] "Starting newton at: 3.68920876917638"
[1] "Newton iter: 1, lambda:3.86890718541319, diff to last: 0.18"
[1] "Newton iter: 2, lambda:3.94605201769277, diff to last: 0.077"
[1] "Newton iter: 3, lambda:3.95931056219243, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.95966709689839, diff to last: 0"
[1] "Newton iter: 5, lambda:3.95966734900779, diff to last: 0"
[1] "Newton iter: 6, lambda:3.95966734900792, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.95966734900779"
[1] "Starting iterative with newton 3.95966734900779"
[1] "Starting newton at: 4.04234272885349"
[1] "Newton iter: 1, lambda:4.29381991885769, diff to last: 0.251"
[1] "Newton iter: 2, lambda:4.49010979685709, diff to last: 0.196"
[1] "Newton iter: 3, lambda:4.61509581937161, diff to last: 0.125"
[1] "Newton iter: 4, lambda:4.66402984419344, diff to last: 0.049"
[1] "Newton iter: 5, lambda:4.67066601737794, diff to last: 0.007"
[1] "Newton iter: 6, lambda:4.67077703302654, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6707770636066, diff to last: 0"
[1] "Newton iter: 8, lambda:4.6707770636066, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.6707770636066"
[1] "Starting iterative with newton 4.6707770636066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.06767000205281795, 'dd': 0.08709890732386356}, {'ad': 0.09476503222871449, 'da': 0.10552511899251049, 'dd': 0.13851452778687876}, {'ad': 0.1401765129345015, 'da': 0.14924211874606452, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360052822453063. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.051204164857438214
0.051204164857438214
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800505510766592, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0804455307645277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0804455403656994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0804455403656994"
[1] "Starting iterative with newton 0.0804455403656994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129523690203819, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129544728735293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129544728735848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0129544728735293"
[1] "Starting iterative with newton 0.0129544728735293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123378995515328, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012339728223564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123397282236041, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123397282236041"
[1] "Starting iterative with newton 0.0123397282236041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322874521674, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123341137712256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123341137712657, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123341137712657"
[1] "Starting iterative with newton 0.0123341137712657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322361958183, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123340624933991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123340624934392, diff to last: 0"
[1] "Final threshold is: 0.000631555369273954"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0784942172211358"
[1] "Newton iter: 1, lambda:0.0990705192082973, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0990963678944912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0990963679352465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0990963678944912"
[1] "Starting iterative with newton 0.0990963678944912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025312011554711, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253265154504086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253265154551714, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0253265154551714"
[1] "Starting iterative with newton 0.0253265154551714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242136886746916, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242264719302073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242264719337705, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0242264719302073"
[1] "Starting iterative with newton 0.0242264719302073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241971022317091, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242098610628804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242098610664282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0242098610628804"
[1] "Starting iterative with newton 0.0242098610628804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241968517281649, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242096101907936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242096101943411, diff to last: 0"
[1] "Final threshold is: 0.00123963287152536"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0214668114129974"
[1] "Newton iter: 1, lambda:0.129898785361491, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.131002684934192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13100279907424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131002799074241, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131002799074241"
[1] "Starting iterative with newton 0.131002799074241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334444780823004, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334885237065094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334885237829101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0334885237065094"
[1] "Starting iterative with newton 0.0334885237065094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0302601537007253, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0302943698183155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0302943698620671, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0302943698183155"
[1] "Starting iterative with newton 0.0302943698183155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301579881484026, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030191913086872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301919131298056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0301919131298056"
[1] "Starting iterative with newton 0.0301919131298056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301547134338658, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301886290635947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301886291065022, diff to last: 0"
[1] "Final threshold is: 0.00154578353939235"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.421405814288255"
[1] "Newton iter: 1, lambda:0.242458910359571, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.247214459099024, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.247217902047836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24721790204964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24721790204964"
[1] "Starting iterative with newton 0.24721790204964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0908353789915803, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0914932074608381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0914932419402348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0914932419402349, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0914932419402348"
[1] "Starting iterative with newton 0.0914932419402348"
[1] "Starting newton at: 0.146287455554155"
[1] "Newton iter: 1, lambda:0.0826649187350057, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0829704454779458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829704525287373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0829704525287373"
[1] "Starting iterative with newton 0.0829704525287373"
[1] "Starting newton at: 0.154810244965652"
[1] "Newton iter: 1, lambda:0.0820981122956206, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824959441767541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824959560959274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824959560959275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0824959560959274"
[1] "Starting iterative with newton 0.0824959560959274"
[1] "Starting newton at: 0.155284741398462"
[1] "Newton iter: 1, lambda:0.0820661723081782, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824694958158281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824695080643034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824695080643035, diff to last: 0"
[1] "Final threshold is: 0.00422278228663642"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.515415098168864"
[1] "Newton iter: 1, lambda:0.321197901400254, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.32821286027481, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.328222362847453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328222362864871, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328222362847453"
[1] "Starting iterative with newton 0.328222362847453"
[1] "Starting newton at: 0.215025115369429"
[1] "Newton iter: 1, lambda:0.149599583997099, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.150111907554703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150111939047868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150111939047868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150111939047868"
[1] "Starting iterative with newton 0.150111939047868"
[1] "Starting newton at: 0.171285025629729"
[1] "Newton iter: 1, lambda:0.136350863096018, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.136489871332213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136489873535365, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.136489871332213"
[1] "Starting iterative with newton 0.136489871332213"
[1] "Starting newton at: 0.153572929605435"
[1] "Newton iter: 1, lambda:0.135380048985129, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.135417620487816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135417620648133, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135417620487816"
[1] "Starting iterative with newton 0.135417620487816"
[1] "Starting newton at: 0.154645180449831"
[1] "Newton iter: 1, lambda:0.135290478094034, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.135332987112691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135332987317849, diff to last: 0"
[1] "Final threshold is: 0.00692961258276777"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.60685353481987"
[1] "Newton iter: 1, lambda:0.506990331058685, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.509945589221447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.509948254410324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50994825441249, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509948254410324"
[1] "Starting iterative with newton 0.509948254410324"
[1] "Starting newton at: 0.167785745176903"
[1] "Newton iter: 1, lambda:0.253597729644105, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.255055541090866, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255055959500747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255055959500781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255055959500747"
[1] "Starting iterative with newton 0.255055959500747"
[1] "Starting newton at: 0.223557287753127"
[1] "Newton iter: 1, lambda:0.223583873504252, diff to last: 0"
[1] "Newton iter: 2, lambda:0.223583873634737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.223583873634737"
[1] "Starting iterative with newton 0.223583873634737"
[1] "Starting newton at: 0.246631183342241"
[1] "Newton iter: 1, lambda:0.219350938442742, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.219486982573756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219486985962754, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.219486985962754"
[1] "Starting iterative with newton 0.219486985962754"
[1] "Starting newton at: 0.250728071014225"
[1] "Newton iter: 1, lambda:0.218763950051803, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.218950465394526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218950471757749, diff to last: 0"
[1] "Final threshold is: 0.0112111760514977"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0.538554360023307"
[1] "Newton iter: 1, lambda:0.570634497689507, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.570995582656633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.570995627992235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570995627992236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570995627992235"
[1] "Starting iterative with newton 0.570995627992235"
[1] "Starting newton at: 0.215711446899844"
[1] "Newton iter: 1, lambda:0.314342486348682, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.316766017914751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.316767468570477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316767468570996, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316767468570477"
[1] "Starting iterative with newton 0.316767468570477"
[1] "Starting newton at: 0.240091538177311"
[1] "Newton iter: 1, lambda:0.276063106087895, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.27636387360174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27636389457083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27636389457083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.27636389457083"
[1] "Starting iterative with newton 0.27636389457083"
[1] "Starting newton at: 0.251246972947184"
[1] "Newton iter: 1, lambda:0.269649491764638, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.269727247198228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269727248584446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.269727248584446"
[1] "Starting iterative with newton 0.269727248584446"
[1] "Starting newton at: 0.241273382269541"
[1] "Newton iter: 1, lambda:0.268462211051267, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.268631734775158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268631741352412, diff to last: 0"
[1] "Final threshold is: 0.0137550636333668"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 0.517103032870807"
[1] "Newton iter: 1, lambda:0.593305967739281, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.595509574141866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.595511379712389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595511379713601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595511379713601"
[1] "Starting iterative with newton 0.595511379713601"
[1] "Starting newton at: 0.376402002666282"
[1] "Newton iter: 1, lambda:0.398523954715838, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.398667924912386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398667930989005, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.398667930989005"
[1] "Starting iterative with newton 0.398667930989005"
[1] "Starting newton at: 0.440268023018464"
[1] "Newton iter: 1, lambda:0.362244577036845, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.363940179935214, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.363940990922913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363940990923099, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.363940990922913"
[1] "Starting iterative with newton 0.363940990922913"
[1] "Starting newton at: 0.460383219988474"
[1] "Newton iter: 1, lambda:0.354429402716992, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.357519546363334, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.357522221123811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357522221125814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357522221125814"
[1] "Starting iterative with newton 0.357522221125814"
[1] "Starting newton at: 0.466801989785573"
[1] "Newton iter: 1, lambda:0.352751992288926, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.356322612322283, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.356326178967945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356326178971502, diff to last: 0"
[1] "Final threshold is: 0.0182453844110778"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 0.804487680828128"
[1] "Newton iter: 1, lambda:0.750396353231256, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.751835336631122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.751836378655221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751836378655767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751836378655221"
[1] "Starting iterative with newton 0.751836378655221"
[1] "Starting newton at: 0.738793001755234"
[1] "Newton iter: 1, lambda:0.623320443537575, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.629186758285448, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.629202543936847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.629202544050947, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629202543936847"
[1] "Starting iterative with newton 0.629202543936847"
[1] "Starting newton at: 0.515804019784277"
[1] "Newton iter: 1, lambda:0.594403905703456, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.597220967612188, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.597224517803178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597224517808812, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.597224517808812"
[1] "Starting iterative with newton 0.597224517808812"
[1] "Starting newton at: 0.507633546718006"
[1] "Newton iter: 1, lambda:0.585813884657662, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.588581416690169, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.588584820878377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588584820883523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.588584820878377"
[1] "Starting iterative with newton 0.588584820878377"
[1] "Starting newton at: 0.498918252064407"
[1] "Newton iter: 1, lambda:0.583023351356479, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.586224174851349, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.586228720887633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586228720896795, diff to last: 0"
[1] "Final threshold is: 0.0300173520689646"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 0.722402460549541"
[1] "Newton iter: 1, lambda:0.80840229339068, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.812614056309277, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.812623825223339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.812623825275794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812623825223339"
[1] "Starting iterative with newton 0.812623825223339"
[1] "Starting newton at: 0.724173705897671"
[1] "Newton iter: 1, lambda:0.726400122447932, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.726402719298634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726402719302163, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726402719302163"
[1] "Starting iterative with newton 0.726402719302163"
[1] "Starting newton at: 0.731849998173864"
[1] "Newton iter: 1, lambda:0.701310483033469, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.701785770822393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701785887293983, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701785887293989, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701785887293989"
[1] "Starting iterative with newton 0.701785887293989"
[1] "Starting newton at: 0.734677772907924"
[1] "Newton iter: 1, lambda:0.693750246231099, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.694596696374641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.69459706414687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.694597064146939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.69459706414687"
[1] "Starting iterative with newton 0.69459706414687"
[1] "Starting newton at: 0.728414206205466"
[1] "Newton iter: 1, lambda:0.691806531531562, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.69248399333816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.692484228588731, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692484228588759, diff to last: 0"
[1] "Final threshold is: 0.0354580766018348"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 0.885193699810585"
[1] "Newton iter: 1, lambda:0.881436408309307, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.881445046529021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.881445046574765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.881445046574765"
[1] "Starting iterative with newton 0.881445046574765"
[1] "Starting newton at: 0.900659417672258"
[1] "Newton iter: 1, lambda:0.836523790456904, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.838913338617037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.838916765790806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.838916765797848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.838916765790806"
[1] "Starting iterative with newton 0.838916765790806"
[1] "Starting newton at: 0.893319689905631"
[1] "Newton iter: 1, lambda:0.822696326218462, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.825565180210603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.825570085470919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.825570085485241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.825570085470919"
[1] "Starting iterative with newton 0.825570085470919"
[1] "Starting newton at: 0.894539153075261"
[1] "Newton iter: 1, lambda:0.81796892445419, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.821323918084713, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.821330612438685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821330612465297, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.821330612438685"
[1] "Starting iterative with newton 0.821330612438685"
[1] "Starting newton at: 0.898045660171962"
[1] "Newton iter: 1, lambda:0.816144986753987, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.819970231648594, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.819978929455939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.819978929500832, diff to last: 0"
[1] "Final threshold is: 0.0419863362857863"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.1770483585166"
[1] "Newton iter: 1, lambda:1.21857213799848, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.22027545912602, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22027824441867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22027824442611, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22027824442611"
[1] "Starting iterative with newton 1.22027824442611"
[1] "Starting newton at: 1.7879056369778"
[1] "Newton iter: 1, lambda:1.25540884530356, diff to last: 0.532"
[1] "Newton iter: 2, lambda:1.41886295185038, diff to last: 0.163"
[1] "Newton iter: 3, lambda:1.45068497681619, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.45178804534169, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.45178933521025, diff to last: 0"
[1] "Newton iter: 6, lambda:1.45178933521201, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45178933521201"
[1] "Starting iterative with newton 1.45178933521201"
[1] "Starting newton at: 1.91305934347246"
[1] "Newton iter: 1, lambda:1.333771355185, diff to last: 0.579"
[1] "Newton iter: 2, lambda:1.51896151649618, diff to last: 0.185"
[1] "Newton iter: 3, lambda:1.56282165858374, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56505395372997, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.56505951366471, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56505951369913, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56505951366471"
[1] "Starting iterative with newton 1.56505951366471"
[1] "Starting newton at: 1.99426354053723"
[1] "Newton iter: 1, lambda:1.3169478113825, diff to last: 0.677"
[1] "Newton iter: 2, lambda:1.54297121329422, diff to last: 0.226"
[1] "Newton iter: 3, lambda:1.61128769112236, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.6169677573569, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.61700477122004, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61700477278277, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61700477122004"
[1] "Starting iterative with newton 1.61700477122004"
[1] "Starting newton at: 2.03282324104874"
[1] "Newton iter: 1, lambda:1.29774316871514, diff to last: 0.735"
[1] "Newton iter: 2, lambda:1.54673902190107, diff to last: 0.249"
[1] "Newton iter: 3, lambda:1.63123281373992, diff to last: 0.084"
[1] "Newton iter: 4, lambda:1.64014997356842, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.64024253359928, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6402425434816, diff to last: 0"
[1] "Final threshold is: 0.0839872490965995"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.17445535665825"
[1] "Newton iter: 1, lambda:1.21644622830288, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.21818417175645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21818706406857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21818706407657, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21818706406857"
[1] "Starting iterative with newton 1.21818706406857"
[1] "Starting newton at: 1.8185571446662"
[1] "Newton iter: 1, lambda:1.2365178348027, diff to last: 0.582"
[1] "Newton iter: 2, lambda:1.41980749960302, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.46016015573983, diff to last: 0.04"
[1] "Newton iter: 4, lambda:1.46194128708917, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.46194464015768, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46194464016954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46194464016954"
[1] "Starting iterative with newton 1.46194464016954"
[1] "Starting newton at: 1.88040374648533"
[1] "Newton iter: 1, lambda:1.42063904059582, diff to last: 0.46"
[1] "Newton iter: 2, lambda:1.55446049897638, diff to last: 0.134"
[1] "Newton iter: 3, lambda:1.57659127913744, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.57714319965897, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.57714353570526, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57714353570538, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57714353570538"
[1] "Starting iterative with newton 1.57714353570538"
[1] "Starting newton at: 1.97929158647035"
[1] "Newton iter: 1, lambda:1.39103473218734, diff to last: 0.588"
[1] "Newton iter: 2, lambda:1.57881578239315, diff to last: 0.188"
[1] "Newton iter: 3, lambda:1.62490368437586, diff to last: 0.046"
[1] "Newton iter: 4, lambda:1.62740413015849, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.6274111790537, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62741117910958, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62741117910958"
[1] "Starting iterative with newton 1.62741117910958"
[1] "Starting newton at: 2.01807240251248"
[1] "Newton iter: 1, lambda:1.37556466971871, diff to last: 0.643"
[1] "Newton iter: 2, lambda:1.5855670909563, diff to last: 0.21"
[1] "Newton iter: 3, lambda:1.64442703080483, diff to last: 0.059"
[1] "Newton iter: 4, lambda:1.64859253271753, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.64861229729433, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64861229773736, diff to last: 0"
[1] "Final threshold is: 0.0844158158566586"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.09048591091451"
[1] "Newton iter: 1, lambda:1.26211890628209, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.29653706540188, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.29782075243119, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29782249169749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29782249170068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29782249170068"
[1] "Starting iterative with newton 1.29782249170068"
[1] "Starting newton at: 1.58498120902162"
[1] "Newton iter: 1, lambda:1.65318052421883, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.65921160966893, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.65925592789006, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65925593026758, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65925592789006"
[1] "Starting iterative with newton 1.65925592789006"
[1] "Starting newton at: 1.59454887781302"
[1] "Newton iter: 1, lambda:1.7877096674639, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.84490626614342, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.84939058204192, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.84941652589866, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84941652676233, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84941652676233"
[1] "Starting iterative with newton 1.84941652676233"
[1] "Starting newton at: 1.69713760728791"
[1] "Newton iter: 1, lambda:1.88007454853273, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.93292565600049, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.93684364933908, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.93686393738017, diff to last: 0"
[1] "Newton iter: 5, lambda:1.93686393792145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93686393792145"
[1] "Starting iterative with newton 1.93686393792145"
[1] "Starting newton at: 1.74277342450825"
[1] "Newton iter: 1, lambda:1.92049981873631, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.97095578230013, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.97455791342144, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.97457523187657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.97457523227502, diff to last: 0"
[1] "Final threshold is: 0.101106475696422"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22594390855846"
[1] "Newton iter: 1, lambda:1.47912938439566, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58505419147007, diff to last: 0.106"
[1] "Newton iter: 3, lambda:1.603303271174, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60380551797014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60380589087399, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6038058908742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60380589087399"
[1] "Starting iterative with newton 1.60380589087399"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225578151423234"
threshold is:
[{'ad': 0.0006315553692739541, 'da': 0.0012396328715253576, 'dd': 0.0015457835393923522}, {'ad': 0.004222782286636424, 'da': 0.006929612582767775, 'dd': 0.011211176051497662}, {'ad': 0.013755063633366803, 'da': 0.0182453844110778, 'dd': 0.03001735206896461}, {'ad': 0.035458076601834754, 'da': 0.04198633628578629, 'dd': 0.08398724909659949}, {'ad': 0.08441581585665861, 'da': 0.10110647569642219, 'dd': 0.22557815142323387}]
Number of points in noise estimation: 128
Estimated noise: 0.05120416485743822
0.05120416485743822
threshold is:
[{'ad': 0.02702266925573049, 'da': 0.010123552805060262, 'dd': 0.023734585353237025}, {'ad': 0.007382252105131881, 'da': 0.009500890568818846, 'dd': 0.008252501412002844}, {'ad': 0.010604531096097825, 'da': 0.018048010628588972, 'dd': 0.02287522879764271}, {'ad': 0.03270876313379978, 'da': 0.0390010434782036, 'dd': 0.05799774894652658}, {'ad': 0.06455341204884135, 'da': 0.06934794688940395, 'dd': 0.2255781514232339}]
['peppers256', 0.05, 1, 0.002462748288667216, 0.0008761407819756923, 0.0008847200987710522, 0.003919394469365173, 0.0009445467916019401, 0.0011266044547522227, 0.0009445467913807268, 0.0011266044547522227, 26.085799740436293, 30.574261039657678, 30.531941064617698, 24.067810245425147, 30.24776522833553, 29.482285358359036, 30.24776522935265, 29.482285358359036]
peppers256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0695126645481782, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0697802652307938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697802691936899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0697802652307938"
[1] "Starting iterative with newton 0.0697802652307938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277812072673873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027798898797989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027798898805162, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.027798898797989"
[1] "Starting iterative with newton 0.027798898797989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269632846095509, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269799146071982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026979914613523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269799146071982"
[1] "Starting iterative with newton 0.0269799146071982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269471752177986, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269637845822572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026963784588566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0269637845822572"
[1] "Starting iterative with newton 0.0269637845822572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269468578854337, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269634668435534, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269634668498618, diff to last: 0"
[1] "Final threshold is: 0.00137920535780635"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0393991513443566"
[1] "Newton iter: 1, lambda:0.0783104656162918, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0783922942241554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0783922945858086, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0783922942241554"
[1] "Starting iterative with newton 0.0783922942241554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196333522689343, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196409005185007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196409005196165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0196409005185007"
[1] "Starting iterative with newton 0.0196409005185007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186084963574187, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186151450081519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186151450090007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0186151450090007"
[1] "Starting iterative with newton 0.0186151450090007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185906256230951, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185972592229043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185972592237489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0185972592237489"
[1] "Starting iterative with newton 0.0185972592237489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185903140274975, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185969473650655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185969473659101, diff to last: 0"
[1] "Final threshold is: 0.000951250430618797"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132486039274982, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134064205503378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134064428582185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134064428582189, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.134064428582185"
[1] "Starting iterative with newton 0.134064428582185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0457028087030618, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0457816253629719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457816255973244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0457816253629719"
[1] "Starting iterative with newton 0.0457816253629719"
[1] "Starting newton at: 0.0295736591274354"
[1] "Newton iter: 1, lambda:0.043466016285343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0434731363691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434731363709819, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0434731363691118"
[1] "Starting iterative with newton 0.0434731363691118"
[1] "Starting newton at: 0.0318821481212955"
[1] "Newton iter: 1, lambda:0.0434069580349565, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.043411855130294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434118551311781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.043411855130294"
[1] "Starting iterative with newton 0.043411855130294"
[1] "Starting newton at: 0.0319434293601133"
[1] "Newton iter: 1, lambda:0.0434053836559797, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.043410227402384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434102274032489, diff to last: 0"
[1] "Final threshold is: 0.00222047181708292"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.224823942783379"
[1] "Newton iter: 1, lambda:0.242565797262272, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.242613540205667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242613540550839, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.242613540550839"
[1] "Starting iterative with newton 0.242613540550839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.092999452912831, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0936899393653843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0936899773993143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0936899773993145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0936899773993143"
[1] "Starting iterative with newton 0.0936899773993143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847644975228213, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.085312682432515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853127053476449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853127053476449, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0853127053476449"
[1] "Starting iterative with newton 0.0853127053476449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842945665071126, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848352765916916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084835298828304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.084835298828304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.084835298828304"
[1] "Starting iterative with newton 0.084835298828304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842677600462641, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848080457985127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848080679969461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848080679969462, diff to last: 0"
[1] "Final threshold is: 0.00433800825558746"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345146131461702"
[1] "Newton iter: 1, lambda:0.327847959077607, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.32790529069443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.327905291325954, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.32790529069443"
[1] "Starting iterative with newton 0.32790529069443"
[1] "Starting newton at: 0.188934741699453"
[1] "Newton iter: 1, lambda:0.159996996318579, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.160105248944458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.160105250461876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.160105248944458"
[1] "Starting iterative with newton 0.160105248944458"
[1] "Starting newton at: 0.164255803188558"
[1] "Newton iter: 1, lambda:0.144729202059431, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.1447767641829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144776764465327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1447767641829"
[1] "Starting iterative with newton 0.1447767641829"
[1] "Starting newton at: 0.17371797250937"
[1] "Newton iter: 1, lambda:0.143214648773797, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.143330244069547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143330245731889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143330244069547"
[1] "Starting iterative with newton 0.143330244069547"
[1] "Starting newton at: 0.175164492622723"
[1] "Newton iter: 1, lambda:0.143065414805749, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.143193368165454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143193370201544, diff to last: 0"
[1] "Final threshold is: 0.00732446849398878"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.459039876602137"
[1] "Newton iter: 1, lambda:0.512994005501375, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.513884099164115, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513884338093633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513884338093651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.513884338093633"
[1] "Starting iterative with newton 0.513884338093633"
[1] "Starting newton at: 0.336960533861226"
[1] "Newton iter: 1, lambda:0.254614432744989, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.255986941962227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255987326533047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255987326533077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255987326533047"
[1] "Starting iterative with newton 0.255987326533047"
[1] "Starting newton at: 0.27220744947836"
[1] "Newton iter: 1, lambda:0.219577251511462, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.220106713059707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.22010676684809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220106766848091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220106766848091"
[1] "Starting iterative with newton 0.220106766848091"
[1] "Starting newton at: 0.212592020448563"
[1] "Newton iter: 1, lambda:0.215028360136908, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21502948806294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.215029488063181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215029488063181"
[1] "Starting iterative with newton 0.215029488063181"
[1] "Starting newton at: 0.217669299233473"
[1] "Newton iter: 1, lambda:0.21430710545026, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.214309249752836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214309249753708, diff to last: 0"
[1] "Final threshold is: 0.0109621091086527"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0.604387941119838"
[1] "Newton iter: 1, lambda:0.568576811170489, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.569014344208871, diff to last: 0"
[1] "Newton iter: 3, lambda:0.569014410262796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569014410262798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.569014410262796"
[1] "Starting iterative with newton 0.569014410262796"
[1] "Starting newton at: 0.269575375701275"
[1] "Newton iter: 1, lambda:0.31805565705706, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.318636240140255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318636322991197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318636322991199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318636322991199"
[1] "Starting iterative with newton 0.318636322991199"
[1] "Starting newton at: 0.248215009536444"
[1] "Newton iter: 1, lambda:0.278375529880108, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.278587028467947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278587038842452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278587038842452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278587028467947"
[1] "Starting iterative with newton 0.278587028467947"
[1] "Starting newton at: 0.240109084822386"
[1] "Newton iter: 1, lambda:0.271698679146558, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.27192836826638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271928380379764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271928380379764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271928380379764"
[1] "Starting iterative with newton 0.271928380379764"
[1] "Starting newton at: 0.235336899719597"
[1] "Newton iter: 1, lambda:0.270530078303811, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.270814743338025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270814761912571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270814761912571, diff to last: 0"
[1] "Final threshold is: 0.0138524164110659"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 0.650905292003979"
[1] "Newton iter: 1, lambda:0.606334562660284, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.607057088431661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607057281202791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607057281202804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607057281202804"
[1] "Starting iterative with newton 0.607057281202804"
[1] "Starting newton at: 0.410288298307894"
[1] "Newton iter: 1, lambda:0.385514733405232, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.385696766928573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.38569677679619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38569677679619"
[1] "Starting iterative with newton 0.38569677679619"
[1] "Starting newton at: 0.265289158366898"
[1] "Newton iter: 1, lambda:0.342056701573853, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.343734891446043, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343735687327162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343735687327341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.343735687327162"
[1] "Starting iterative with newton 0.343735687327162"
[1] "Starting newton at: 0.229259124369001"
[1] "Newton iter: 1, lambda:0.332546619084035, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.335555694265521, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.335558225509906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335558225511696, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.335558225509906"
[1] "Starting iterative with newton 0.335558225509906"
[1] "Starting newton at: 0.229309091999509"
[1] "Newton iter: 1, lambda:0.331041944350558, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.333954162224903, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33395652795541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33395652795697, diff to last: 0"
[1] "Final threshold is: 0.0170821740135627"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 0.803345305799239"
[1] "Newton iter: 1, lambda:0.74030027709195, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.742203790964792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.742205573150701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742205573152262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.742205573152262"
[1] "Starting iterative with newton 0.742205573152262"
[1] "Starting newton at: 0.534344870246387"
[1] "Newton iter: 1, lambda:0.62448675336691, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.628250145243353, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.628256551545116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628256551563658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.628256551545116"
[1] "Starting iterative with newton 0.628256551545116"
[1] "Starting newton at: 0.513243837286444"
[1] "Newton iter: 1, lambda:0.596760945668957, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.599914302324821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599918705855723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599918705864302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599918705855723"
[1] "Starting iterative with newton 0.599918705855723"
[1] "Starting newton at: 0.523928361695672"
[1] "Newton iter: 1, lambda:0.590659669569313, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.592653550903663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.592655301369613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592655301370962, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592655301369613"
[1] "Starting iterative with newton 0.592655301369613"
[1] "Starting newton at: 0.5262363628841"
[1] "Newton iter: 1, lambda:0.589017163969426, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.590777705956159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.590779068685316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590779068686132, diff to last: 0"
[1] "Final threshold is: 0.0302188758418298"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 0.719231106996208"
[1] "Newton iter: 1, lambda:0.811974940528654, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.816915962504059, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.816929494274092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816929494375359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816929494274092"
[1] "Starting iterative with newton 0.816929494274092"
[1] "Starting newton at: 0.735626364370383"
[1] "Newton iter: 1, lambda:0.726410030134522, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.726454540705551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726454541747476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726454541747476"
[1] "Starting iterative with newton 0.726454541747476"
[1] "Starting newton at: 0.741872690917681"
[1] "Newton iter: 1, lambda:0.699032021073861, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.699966479305418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.699966931397011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699966931397117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.699966931397117"
[1] "Starting iterative with newton 0.699966931397117"
[1] "Starting newton at: 0.756293403568031"
[1] "Newton iter: 1, lambda:0.689812123884064, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.69203075535549, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.692033292406256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692033292409571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.692033292406256"
[1] "Starting iterative with newton 0.692033292406256"
[1] "Starting newton at: 0.755084649762453"
[1] "Newton iter: 1, lambda:0.687339066158025, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.68963851770932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689641238940278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689641238944086, diff to last: 0"
[1] "Final threshold is: 0.0352757639523662"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 0.887342448265818"
[1] "Newton iter: 1, lambda:0.88456533139194, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.884570026053611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.884570026067046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.884570026053611"
[1] "Starting iterative with newton 0.884570026053611"
[1] "Starting newton at: 0.902520200131114"
[1] "Newton iter: 1, lambda:0.834253296739464, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.836934764813721, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.836939049098397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.83693904910932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836939049098397"
[1] "Starting iterative with newton 0.836939049098397"
[1] "Starting newton at: 0.890070447988243"
[1] "Newton iter: 1, lambda:0.819174347227752, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.82204243895124, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.822047303057767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822047303071739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.822047303071739"
[1] "Starting iterative with newton 0.822047303071739"
[1] "Starting newton at: 0.891979015882991"
[1] "Newton iter: 1, lambda:0.81384972671185, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.81731230040893, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.817319374244387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.817319374273865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817319374273865"
[1] "Starting iterative with newton 0.817319374273865"
[1] "Starting newton at: 0.888189958711269"
[1] "Newton iter: 1, lambda:0.812558282391122, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.815804897960799, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.815811111407445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81581111143017, diff to last: 0"
[1] "Final threshold is: 0.0417294653665841"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.21963847633477"
[1] "Newton iter: 1, lambda:1.20254741334176, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.20282265328092, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2028227256095, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2028227256095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2028227256095"
[1] "Starting iterative with newton 1.2028227256095"
[1] "Starting newton at: 1.21032964335336"
[1] "Newton iter: 1, lambda:1.39533640931566, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.43673405994463, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.43863358497831, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43863745060871, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43863745062469, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43863745062469"
[1] "Starting iterative with newton 1.43863745062469"
[1] "Starting newton at: 1.95843507683557"
[1] "Newton iter: 1, lambda:1.20772920719451, diff to last: 0.751"
[1] "Newton iter: 2, lambda:1.46425265551365, diff to last: 0.257"
[1] "Newton iter: 3, lambda:1.55126459895027, diff to last: 0.087"
[1] "Newton iter: 4, lambda:1.56053622022919, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.56063457058357, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56063458155102, diff to last: 0"
[1] "Newton iter: 7, lambda:1.56063458155102, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56063458155102"
[1] "Starting iterative with newton 1.56063458155102"
[1] "Starting newton at: 1.94674545724433"
[1] "Newton iter: 1, lambda:1.40982577955035, diff to last: 0.537"
[1] "Newton iter: 2, lambda:1.58027017585926, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.61909731257674, diff to last: 0.039"
[1] "Newton iter: 4, lambda:1.62092623042427, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.62093014286064, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62093014287851, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62093014286064"
[1] "Starting iterative with newton 1.62093014286064"
[1] "Starting newton at: 1.96282481258875"
[1] "Newton iter: 1, lambda:1.45697668283548, diff to last: 0.506"
[1] "Newton iter: 2, lambda:1.61500925582944, diff to last: 0.158"
[1] "Newton iter: 3, lambda:1.64874247396427, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65013706923235, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65013937586612, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65013937587243, diff to last: 0"
[1] "Final threshold is: 0.0844060996134819"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.19122037020153"
[1] "Newton iter: 1, lambda:1.21458062687432, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.21511209852529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21511236904909, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21511236904916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21511236904909"
[1] "Starting iterative with newton 1.21511236904909"
[1] "Starting newton at: 1.18833404214943"
[1] "Newton iter: 1, lambda:1.40652806151654, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.46497021723241, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.46880168342907, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.46881738928349, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46881738954647, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46881738954647"
[1] "Starting iterative with newton 1.46881738954647"
[1] "Starting newton at: 1.92511577322966"
[1] "Newton iter: 1, lambda:1.38246421639373, diff to last: 0.543"
[1] "Newton iter: 2, lambda:1.55227896799203, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.58931441974817, diff to last: 0.037"
[1] "Newton iter: 4, lambda:1.59090975452407, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.59091261435136, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59091261436053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59091261436053"
[1] "Starting iterative with newton 1.59091261436053"
[1] "Starting newton at: 1.98760752446816"
[1] "Newton iter: 1, lambda:1.41613788693522, diff to last: 0.571"
[1] "Newton iter: 2, lambda:1.59882124040225, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.64325080252463, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.64562218335838, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.64562866081995, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64562866086816, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64562866086816"
[1] "Starting iterative with newton 1.64562866086816"
[1] "Starting newton at: 2.01827671642722"
[1] "Newton iter: 1, lambda:1.42335578785458, diff to last: 0.595"
[1] "Newton iter: 2, lambda:1.61602847753201, diff to last: 0.193"
[1] "Newton iter: 3, lambda:1.66634258203329, diff to last: 0.05"
[1] "Newton iter: 4, lambda:1.66943590112525, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.66944705026623, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66944705041059, diff to last: 0"
[1] "Final threshold is: 0.0853937043652711"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.12005784167352"
[1] "Newton iter: 1, lambda:1.26147080299027, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.28434271248215, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.28489949605663, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28489982018137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28489982018148, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28489982018137"
[1] "Starting iterative with newton 1.28489982018137"
[1] "Starting newton at: 1.56550232611108"
[1] "Newton iter: 1, lambda:1.62335084022197, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.62757043084609, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.62759170875866, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6275917092973, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6275917092973"
[1] "Starting iterative with newton 1.6275917092973"
[1] "Starting newton at: 1.64907281664271"
[1] "Newton iter: 1, lambda:1.78252141974128, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.80808528469868, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.80892945766369, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.80893035203868, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80893035203968, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80893035203868"
[1] "Starting iterative with newton 1.80893035203868"
[1] "Starting newton at: 1.65221636264986"
[1] "Newton iter: 1, lambda:1.83641569967182, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.88851369522313, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.8922191373503, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89223683872562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89223683912773, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89223683912773"
[1] "Starting iterative with newton 1.89223683912773"
[1] "Starting newton at: 1.7296131833751"
[1] "Newton iter: 1, lambda:1.88772805655159, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.92597014068244, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.92795738141949, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.92796251455581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92796251458997, diff to last: 0"
[1] "Final threshold is: 0.0986170007422809"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.21498019601345"
[1] "Newton iter: 1, lambda:1.48097495517312, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.59882242481367, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.62190481307593, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.62272353398308, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62272453833298, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62272453833449, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62272453833298"
[1] "Starting iterative with newton 1.62272453833298"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225343456017912"
threshold is:
[{'ad': 0.0013792053578063478, 'da': 0.0009512504306187973, 'dd': 0.0022204718170829177}, {'ad': 0.004338008255587457, 'da': 0.007324468493988775, 'dd': 0.010962109108652656}, {'ad': 0.013852416411065872, 'da': 0.01708217401356269, 'dd': 0.03021887584182975}, {'ad': 0.03527576395236617, 'da': 0.04172946536658412, 'dd': 0.08440609961348194}, {'ad': 0.08539370436527105, 'da': 0.09861700074228093, 'dd': 0.22534345601791178}]
Number of points in noise estimation: 128
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.5123591108282"
[1] "Starting iterative with newton 26.5123591108282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8361547202835"
[1] "Starting iterative with newton 18.8361547202835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.8932857465152"
[1] "Starting iterative with newton 16.8932857465152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.70518746366403"
[1] "Starting iterative with newton 9.70518746366403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89768283636427"
[1] "Starting iterative with newton 6.89768283636427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.37273184930912"
[1] "Starting iterative with newton 3.37273184930912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 2.52327469727185"
[1] "Newton iter: 1, lambda:1.74504963918708, diff to last: 0.778"
[1] "Newton iter: 2, lambda:1.79270704942385, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.79159642179349, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.7915958665604, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79159586656026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.79159586656026"
[1] "Starting iterative with newton 1.79159586656026"
[1] "Starting newton at: 2.14513212577404"
[1] "Newton iter: 1, lambda:1.5687026095171, diff to last: 0.576"
[1] "Newton iter: 2, lambda:1.52956551709451, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52845688806102, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52845595505794, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52845595505728, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52845595505794"
[1] "Starting iterative with newton 1.52845595505794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 1.46453649842756"
[1] "Newton iter: 1, lambda:1.40781229391759, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40513807133934, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40513172583324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40513172579742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40513172579742"
[1] "Starting iterative with newton 1.40513172579742"
[1] "Starting newton at: 1.6675100500981"
[1] "Newton iter: 1, lambda:1.55732471403327, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.55090581054653, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.55087909587649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55087909540929, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55087909587649"
[1] "Starting iterative with newton 1.55087909587649"
[1] "Starting newton at: 1.81822195232566"
[1] "Newton iter: 1, lambda:1.66876682735937, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.66115057675934, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.66112167598713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66112167556467, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66112167556467"
[1] "Starting iterative with newton 1.66112167556467"
[1] "Starting newton at: 1.90287658507232"
[1] "Newton iter: 1, lambda:1.72119883296789, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.71290263022651, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71287261397515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71287261357487, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71287261357487"
[1] "Starting iterative with newton 1.71287261357487"
[1] "Starting newton at: 1.93333549391794"
[1] "Newton iter: 1, lambda:1.75314980220288, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.74593710976096, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74591625741064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7459162572333, diff to last: 0"
[1] "Final threshold is: 0.0893051724479225"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 1.35332024596661"
[1] "Newton iter: 1, lambda:1.28883662670773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.28463719001951, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28461819679589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28461819640617, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28461819640617"
[1] "Starting iterative with newton 1.28461819640617"
[1] "Starting newton at: 1.46644968984111"
[1] "Newton iter: 1, lambda:1.43064628549086, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.4296695646476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42966880082998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42966880082952, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42966880082952"
[1] "Starting iterative with newton 1.42966880082952"
[1] "Starting newton at: 1.6059930191234"
[1] "Newton iter: 1, lambda:1.570790002926, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.57012551259043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.57012525832206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57012525832202, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57012525832202"
[1] "Starting iterative with newton 1.57012525832202"
[1] "Starting newton at: 1.74380959539513"
[1] "Newton iter: 1, lambda:1.7004069287028, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.69974078040692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69974060218696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69974060218695, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.69974060218695"
[1] "Starting iterative with newton 1.69974060218695"
[1] "Starting newton at: 1.88982933319416"
[1] "Newton iter: 1, lambda:1.80320278894418, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.8017492180275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80174861664572, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80174861664562, diff to last: 0"
[1] "Final threshold is: 0.0921610473874187"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 1.18640986611152"
[1] "Newton iter: 1, lambda:1.28260103944794, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.272214645487, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.2720973031364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27209728804224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27209728804224, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2720973031364"
[1] "Starting iterative with newton 1.2720973031364"
[1] "Starting newton at: 1.58121231997443"
[1] "Newton iter: 1, lambda:1.56791436008889, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.56781905993622, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56781905490354, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56781905490354"
[1] "Starting iterative with newton 1.56781905490354"
[1] "Starting newton at: 1.76408187905404"
[1] "Newton iter: 1, lambda:1.83518565386591, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.83374783373934, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83374740328057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83374740328053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83374740328053"
[1] "Starting iterative with newton 1.83374740328053"
[1] "Starting newton at: 2.00028614791277"
[1] "Newton iter: 1, lambda:1.98821816556399, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.98821044094062, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98821044093677, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98821044094062"
[1] "Starting iterative with newton 1.98821044094062"
[1] "Starting newton at: 2.19592526691414"
[1] "Newton iter: 1, lambda:2.08337686949992, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.08461637316183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08461638303899, diff to last: 0"
[1] "Final threshold is: 0.106629985213605"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.29456905302699"
[1] "Newton iter: 1, lambda:1.37433547282435, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.36864792500024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.368621374748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36862137416484, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.368621374748"
[1] "Starting iterative with newton 1.368621374748"
[1] "Starting newton at: 2.01775829265106"
[1] "Newton iter: 1, lambda:2.0019579356755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.00199913477933, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00199913503175, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.00199913477933"
[1] "Starting iterative with newton 2.00199913477933"
[1] "Starting newton at: 2.31260744006507"
[1] "Newton iter: 1, lambda:2.37792635400446, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.37957683645448, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.37957800645654, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37957800645713, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37957800645713"
[1] "Starting iterative with newton 2.37957800645713"
[1] "Starting newton at: 2.61771154901738"
[1] "Newton iter: 1, lambda:2.57394918561763, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.57494472811575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57494523058467, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5749452305848, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57494523058467"
[1] "Starting iterative with newton 2.57494523058467"
[1] "Starting newton at: 2.67500650552268"
[1] "Newton iter: 1, lambda:2.66567347164171, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.66572004062162, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66572004177672, diff to last: 0"
[1] "Final threshold is: 0.136353955719505"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.43452876083408"
[1] "Newton iter: 1, lambda:1.46800351953141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.46724746378975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.46724710061976, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46724710061967, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46724710061967"
[1] "Starting iterative with newton 1.46724710061967"
[1] "Starting newton at: 2.10218894626723"
[1] "Newton iter: 1, lambda:2.13530659719714, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.1356051916034, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1356052185642, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1356052185642, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.1356052185642"
[1] "Starting iterative with newton 2.1356052185642"
[1] "Starting newton at: 2.50534211966075"
[1] "Newton iter: 1, lambda:2.50132202390029, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.50133043843506, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50133043847181, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50133043843506"
[1] "Starting iterative with newton 2.50133043843506"
[1] "Starting newton at: 2.71055258780466"
[1] "Newton iter: 1, lambda:2.65964244073793, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.66112826310015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66112951167138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66112951167226, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66112951167138"
[1] "Starting iterative with newton 2.66112951167138"
[1] "Starting newton at: 2.74975682085412"
[1] "Newton iter: 1, lambda:2.73775826326084, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.73784219759996, diff to last: 0"
[1] "Newton iter: 3, lambda:2.73784220169958, diff to last: 0"
[1] "Final threshold is: 0.140043068471931"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.40593390644292"
[1] "Newton iter: 1, lambda:1.47637228595094, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.47306814136692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47306181445735, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47306181443398, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47306181443398"
[1] "Starting iterative with newton 1.47306181443398"
[1] "Starting newton at: 2.23112081763258"
[1] "Newton iter: 1, lambda:2.17700487785196, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.17833048521943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17833120727732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17833120727754, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.17833120727732"
[1] "Starting iterative with newton 2.17833120727732"
[1] "Starting newton at: 2.62777184493474"
[1] "Newton iter: 1, lambda:2.5939088791129, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.59467771416364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59467810635597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59467810635607, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59467810635607"
[1] "Starting iterative with newton 2.59467810635607"
[1] "Starting newton at: 2.79239786605974"
[1] "Newton iter: 1, lambda:2.79543457940102, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.79544128044022, diff to last: 0"
[1] "Newton iter: 3, lambda:2.79544128047284, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.79544128044022"
[1] "Starting iterative with newton 2.79544128044022"
[1] "Starting newton at: 2.88520702430686"
[1] "Newton iter: 1, lambda:2.89354156632925, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.89359366805871, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89359367009147, diff to last: 0"
[1] "Final threshold is: 0.148009894775652"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.88946725684638"
[1] "Newton iter: 1, lambda:2.37735465300324, diff to last: 0.488"
[1] "Newton iter: 2, lambda:2.53404811700735, diff to last: 0.157"
[1] "Newton iter: 3, lambda:2.57330785341522, diff to last: 0.039"
[1] "Newton iter: 4, lambda:2.57588547222993, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.57589636754691, diff to last: 0"
[1] "Newton iter: 6, lambda:2.5758963677412, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.57589636754691"
[1] "Starting iterative with newton 2.57589636754691"
[1] "Starting newton at: 3.20998575080803"
[1] "Newton iter: 1, lambda:3.38198242202194, diff to last: 0.172"
[1] "Newton iter: 2, lambda:3.43762359627429, diff to last: 0.056"
[1] "Newton iter: 3, lambda:3.4431816984254, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.44323419150166, diff to last: 0"
[1] "Newton iter: 5, lambda:3.44323419615106, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.44323419150166"
[1] "Starting iterative with newton 3.44323419150166"
[1] "Starting newton at: 4.06013499484547"
[1] "Newton iter: 1, lambda:4.05796891541445, diff to last: 0.002"
[1] "Newton iter: 2, lambda:4.05797772472368, diff to last: 0"
[1] "Newton iter: 3, lambda:4.05797772486997, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.05797772472368"
[1] "Starting iterative with newton 4.05797772472368"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.39924359297269, diff to last: 0.117"
[1] "Newton iter: 2, lambda:4.4205733101526, diff to last: 0.021"
[1] "Newton iter: 3, lambda:4.42153613305943, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.42153801405502, diff to last: 0"
[1] "Newton iter: 5, lambda:4.42153801406218, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.42153801406218"
[1] "Starting iterative with newton 4.42153801406218"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.56053309278613, diff to last: 0.044"
[1] "Newton iter: 2, lambda:4.56502517895378, diff to last: 0.004"
[1] "Newton iter: 3, lambda:4.56506778525461, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56506778904985, diff to last: 0"
[1] "Final threshold is: 0.233507285420816"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08930517244792247}, {'ad': 0.09216104738741866, 'da': 0.10662998521360517, 'dd': 0.13635395571950498}, {'ad': 0.1400430684719314, 'da': 0.14800989477565155, 'dd': 0.23350728542081592}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361429892946384. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.5123591108282"
[1] "Starting iterative with newton 26.5123591108282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8361547202835"
[1] "Starting iterative with newton 18.8361547202835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.8932857465152"
[1] "Starting iterative with newton 16.8932857465152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.70518746366403"
[1] "Starting iterative with newton 9.70518746366403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89768283636427"
[1] "Starting iterative with newton 6.89768283636427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.37273184930912"
[1] "Starting iterative with newton 3.37273184930912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 2.52327469727185"
[1] "Newton iter: 1, lambda:1.74504963918708, diff to last: 0.778"
[1] "Newton iter: 2, lambda:1.79270704942385, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.79159642179349, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.7915958665604, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79159586656026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.79159586656026"
[1] "Starting iterative with newton 1.79159586656026"
[1] "Starting newton at: 2.14513212577404"
[1] "Newton iter: 1, lambda:1.5687026095171, diff to last: 0.576"
[1] "Newton iter: 2, lambda:1.52956551709451, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52845688806102, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52845595505794, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52845595505728, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52845595505794"
[1] "Starting iterative with newton 1.52845595505794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 1.46453649842756"
[1] "Newton iter: 1, lambda:1.40781229391759, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40513807133934, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40513172583324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40513172579742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40513172579742"
[1] "Starting iterative with newton 1.40513172579742"
[1] "Starting newton at: 1.6675100500981"
[1] "Newton iter: 1, lambda:1.55732471403327, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.55090581054653, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.55087909587649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55087909540929, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55087909587649"
[1] "Starting iterative with newton 1.55087909587649"
[1] "Starting newton at: 1.81822195232566"
[1] "Newton iter: 1, lambda:1.66876682735937, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.66115057675934, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.66112167598713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66112167556467, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66112167556467"
[1] "Starting iterative with newton 1.66112167556467"
[1] "Starting newton at: 1.90287658507232"
[1] "Newton iter: 1, lambda:1.72119883296789, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.71290263022651, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71287261397515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71287261357487, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71287261357487"
[1] "Starting iterative with newton 1.71287261357487"
[1] "Starting newton at: 1.93333549391794"
[1] "Newton iter: 1, lambda:1.75314980220288, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.74593710976096, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74591625741064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7459162572333, diff to last: 0"
[1] "Final threshold is: 0.0893051724479225"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 1.35332024596661"
[1] "Newton iter: 1, lambda:1.28883662670773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.28463719001951, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28461819679589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28461819640617, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28461819640617"
[1] "Starting iterative with newton 1.28461819640617"
[1] "Starting newton at: 1.46644968984111"
[1] "Newton iter: 1, lambda:1.43064628549086, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.4296695646476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42966880082998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42966880082952, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42966880082952"
[1] "Starting iterative with newton 1.42966880082952"
[1] "Starting newton at: 1.6059930191234"
[1] "Newton iter: 1, lambda:1.570790002926, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.57012551259043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.57012525832206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57012525832202, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57012525832202"
[1] "Starting iterative with newton 1.57012525832202"
[1] "Starting newton at: 1.74380959539513"
[1] "Newton iter: 1, lambda:1.7004069287028, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.69974078040692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69974060218696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69974060218695, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.69974060218695"
[1] "Starting iterative with newton 1.69974060218695"
[1] "Starting newton at: 1.88982933319416"
[1] "Newton iter: 1, lambda:1.80320278894418, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.8017492180275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80174861664572, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80174861664562, diff to last: 0"
[1] "Final threshold is: 0.0921610473874187"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 1.18640986611152"
[1] "Newton iter: 1, lambda:1.28260103944794, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.272214645487, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.2720973031364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27209728804224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27209728804224, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2720973031364"
[1] "Starting iterative with newton 1.2720973031364"
[1] "Starting newton at: 1.58121231997443"
[1] "Newton iter: 1, lambda:1.56791436008889, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.56781905993622, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56781905490354, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56781905490354"
[1] "Starting iterative with newton 1.56781905490354"
[1] "Starting newton at: 1.76408187905404"
[1] "Newton iter: 1, lambda:1.83518565386591, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.83374783373934, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83374740328057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83374740328053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83374740328053"
[1] "Starting iterative with newton 1.83374740328053"
[1] "Starting newton at: 2.00028614791277"
[1] "Newton iter: 1, lambda:1.98821816556399, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.98821044094062, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98821044093677, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98821044094062"
[1] "Starting iterative with newton 1.98821044094062"
[1] "Starting newton at: 2.19592526691414"
[1] "Newton iter: 1, lambda:2.08337686949992, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.08461637316183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08461638303899, diff to last: 0"
[1] "Final threshold is: 0.106629985213605"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.29456905302699"
[1] "Newton iter: 1, lambda:1.37433547282435, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.36864792500024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.368621374748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36862137416484, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.368621374748"
[1] "Starting iterative with newton 1.368621374748"
[1] "Starting newton at: 2.01775829265106"
[1] "Newton iter: 1, lambda:2.0019579356755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.00199913477933, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00199913503175, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.00199913477933"
[1] "Starting iterative with newton 2.00199913477933"
[1] "Starting newton at: 2.31260744006507"
[1] "Newton iter: 1, lambda:2.37792635400446, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.37957683645448, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.37957800645654, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37957800645713, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37957800645713"
[1] "Starting iterative with newton 2.37957800645713"
[1] "Starting newton at: 2.61771154901738"
[1] "Newton iter: 1, lambda:2.57394918561763, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.57494472811575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57494523058467, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5749452305848, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57494523058467"
[1] "Starting iterative with newton 2.57494523058467"
[1] "Starting newton at: 2.67500650552268"
[1] "Newton iter: 1, lambda:2.66567347164171, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.66572004062162, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66572004177672, diff to last: 0"
[1] "Final threshold is: 0.136353955719505"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.43452876083408"
[1] "Newton iter: 1, lambda:1.46800351953141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.46724746378975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.46724710061976, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46724710061967, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46724710061967"
[1] "Starting iterative with newton 1.46724710061967"
[1] "Starting newton at: 2.10218894626723"
[1] "Newton iter: 1, lambda:2.13530659719714, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.1356051916034, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1356052185642, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1356052185642, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.1356052185642"
[1] "Starting iterative with newton 2.1356052185642"
[1] "Starting newton at: 2.50534211966075"
[1] "Newton iter: 1, lambda:2.50132202390029, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.50133043843506, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50133043847181, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50133043843506"
[1] "Starting iterative with newton 2.50133043843506"
[1] "Starting newton at: 2.71055258780466"
[1] "Newton iter: 1, lambda:2.65964244073793, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.66112826310015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66112951167138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66112951167226, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66112951167138"
[1] "Starting iterative with newton 2.66112951167138"
[1] "Starting newton at: 2.74975682085412"
[1] "Newton iter: 1, lambda:2.73775826326084, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.73784219759996, diff to last: 0"
[1] "Newton iter: 3, lambda:2.73784220169958, diff to last: 0"
[1] "Final threshold is: 0.140043068471931"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.40593390644292"
[1] "Newton iter: 1, lambda:1.47637228595094, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.47306814136692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47306181445735, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47306181443398, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47306181443398"
[1] "Starting iterative with newton 1.47306181443398"
[1] "Starting newton at: 2.23112081763258"
[1] "Newton iter: 1, lambda:2.17700487785196, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.17833048521943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17833120727732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17833120727754, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.17833120727732"
[1] "Starting iterative with newton 2.17833120727732"
[1] "Starting newton at: 2.62777184493474"
[1] "Newton iter: 1, lambda:2.5939088791129, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.59467771416364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59467810635597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59467810635607, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59467810635607"
[1] "Starting iterative with newton 2.59467810635607"
[1] "Starting newton at: 2.79239786605974"
[1] "Newton iter: 1, lambda:2.79543457940102, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.79544128044022, diff to last: 0"
[1] "Newton iter: 3, lambda:2.79544128047284, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.79544128044022"
[1] "Starting iterative with newton 2.79544128044022"
[1] "Starting newton at: 2.88520702430686"
[1] "Newton iter: 1, lambda:2.89354156632925, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.89359366805871, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89359367009147, diff to last: 0"
[1] "Final threshold is: 0.148009894775652"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.88946725684638"
[1] "Newton iter: 1, lambda:2.37735465300324, diff to last: 0.488"
[1] "Newton iter: 2, lambda:2.53404811700735, diff to last: 0.157"
[1] "Newton iter: 3, lambda:2.57330785341522, diff to last: 0.039"
[1] "Newton iter: 4, lambda:2.57588547222993, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.57589636754691, diff to last: 0"
[1] "Newton iter: 6, lambda:2.5758963677412, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.57589636754691"
[1] "Starting iterative with newton 2.57589636754691"
[1] "Starting newton at: 3.20998575080803"
[1] "Newton iter: 1, lambda:3.38198242202194, diff to last: 0.172"
[1] "Newton iter: 2, lambda:3.43762359627429, diff to last: 0.056"
[1] "Newton iter: 3, lambda:3.4431816984254, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.44323419150166, diff to last: 0"
[1] "Newton iter: 5, lambda:3.44323419615106, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.44323419150166"
[1] "Starting iterative with newton 3.44323419150166"
[1] "Starting newton at: 4.06013499484547"
[1] "Newton iter: 1, lambda:4.05796891541445, diff to last: 0.002"
[1] "Newton iter: 2, lambda:4.05797772472368, diff to last: 0"
[1] "Newton iter: 3, lambda:4.05797772486997, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.05797772472368"
[1] "Starting iterative with newton 4.05797772472368"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.39924359297269, diff to last: 0.117"
[1] "Newton iter: 2, lambda:4.4205733101526, diff to last: 0.021"
[1] "Newton iter: 3, lambda:4.42153613305943, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.42153801405502, diff to last: 0"
[1] "Newton iter: 5, lambda:4.42153801406218, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.42153801406218"
[1] "Starting iterative with newton 4.42153801406218"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.56053309278613, diff to last: 0.044"
[1] "Newton iter: 2, lambda:4.56502517895378, diff to last: 0.004"
[1] "Newton iter: 3, lambda:4.56506778525461, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56506778904985, diff to last: 0"
[1] "Final threshold is: 0.233507285420816"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08930517244792247}, {'ad': 0.09216104738741866, 'da': 0.10662998521360517, 'dd': 0.13635395571950498}, {'ad': 0.1400430684719314, 'da': 0.14800989477565155, 'dd': 0.23350728542081592}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361429892946384. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0695126645481782, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0697802652307938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697802691936899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0697802652307938"
[1] "Starting iterative with newton 0.0697802652307938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277812072673873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027798898797989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027798898805162, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.027798898797989"
[1] "Starting iterative with newton 0.027798898797989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269632846095509, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269799146071982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026979914613523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269799146071982"
[1] "Starting iterative with newton 0.0269799146071982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269471752177986, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269637845822572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026963784588566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0269637845822572"
[1] "Starting iterative with newton 0.0269637845822572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269468578854337, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269634668435534, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269634668498618, diff to last: 0"
[1] "Final threshold is: 0.00137920535780635"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0393991513443566"
[1] "Newton iter: 1, lambda:0.0783104656162918, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0783922942241554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0783922945858086, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0783922942241554"
[1] "Starting iterative with newton 0.0783922942241554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196333522689343, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196409005185007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196409005196165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0196409005185007"
[1] "Starting iterative with newton 0.0196409005185007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186084963574187, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186151450081519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186151450090007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0186151450090007"
[1] "Starting iterative with newton 0.0186151450090007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185906256230951, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185972592229043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185972592237489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0185972592237489"
[1] "Starting iterative with newton 0.0185972592237489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185903140274975, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185969473650655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185969473659101, diff to last: 0"
[1] "Final threshold is: 0.000951250430618797"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132486039274982, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134064205503378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134064428582185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134064428582189, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.134064428582185"
[1] "Starting iterative with newton 0.134064428582185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0457028087030618, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0457816253629719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457816255973244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0457816253629719"
[1] "Starting iterative with newton 0.0457816253629719"
[1] "Starting newton at: 0.0295736591274354"
[1] "Newton iter: 1, lambda:0.043466016285343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0434731363691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434731363709819, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0434731363691118"
[1] "Starting iterative with newton 0.0434731363691118"
[1] "Starting newton at: 0.0318821481212955"
[1] "Newton iter: 1, lambda:0.0434069580349565, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.043411855130294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434118551311781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.043411855130294"
[1] "Starting iterative with newton 0.043411855130294"
[1] "Starting newton at: 0.0319434293601133"
[1] "Newton iter: 1, lambda:0.0434053836559797, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.043410227402384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434102274032489, diff to last: 0"
[1] "Final threshold is: 0.00222047181708292"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.224823942783379"
[1] "Newton iter: 1, lambda:0.242565797262272, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.242613540205667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242613540550839, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.242613540550839"
[1] "Starting iterative with newton 0.242613540550839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.092999452912831, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0936899393653843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0936899773993143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0936899773993145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0936899773993143"
[1] "Starting iterative with newton 0.0936899773993143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847644975228213, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.085312682432515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853127053476449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853127053476449, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0853127053476449"
[1] "Starting iterative with newton 0.0853127053476449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842945665071126, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848352765916916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084835298828304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.084835298828304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.084835298828304"
[1] "Starting iterative with newton 0.084835298828304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842677600462641, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848080457985127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848080679969461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848080679969462, diff to last: 0"
[1] "Final threshold is: 0.00433800825558746"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345146131461702"
[1] "Newton iter: 1, lambda:0.327847959077607, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.32790529069443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.327905291325954, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.32790529069443"
[1] "Starting iterative with newton 0.32790529069443"
[1] "Starting newton at: 0.188934741699453"
[1] "Newton iter: 1, lambda:0.159996996318579, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.160105248944458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.160105250461876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.160105248944458"
[1] "Starting iterative with newton 0.160105248944458"
[1] "Starting newton at: 0.164255803188558"
[1] "Newton iter: 1, lambda:0.144729202059431, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.1447767641829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144776764465327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1447767641829"
[1] "Starting iterative with newton 0.1447767641829"
[1] "Starting newton at: 0.17371797250937"
[1] "Newton iter: 1, lambda:0.143214648773797, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.143330244069547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143330245731889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143330244069547"
[1] "Starting iterative with newton 0.143330244069547"
[1] "Starting newton at: 0.175164492622723"
[1] "Newton iter: 1, lambda:0.143065414805749, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.143193368165454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143193370201544, diff to last: 0"
[1] "Final threshold is: 0.00732446849398878"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.459039876602137"
[1] "Newton iter: 1, lambda:0.512994005501375, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.513884099164115, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513884338093633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513884338093651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.513884338093633"
[1] "Starting iterative with newton 0.513884338093633"
[1] "Starting newton at: 0.336960533861226"
[1] "Newton iter: 1, lambda:0.254614432744989, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.255986941962227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255987326533047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255987326533077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255987326533047"
[1] "Starting iterative with newton 0.255987326533047"
[1] "Starting newton at: 0.27220744947836"
[1] "Newton iter: 1, lambda:0.219577251511462, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.220106713059707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.22010676684809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220106766848091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220106766848091"
[1] "Starting iterative with newton 0.220106766848091"
[1] "Starting newton at: 0.212592020448563"
[1] "Newton iter: 1, lambda:0.215028360136908, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21502948806294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.215029488063181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215029488063181"
[1] "Starting iterative with newton 0.215029488063181"
[1] "Starting newton at: 0.217669299233473"
[1] "Newton iter: 1, lambda:0.21430710545026, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.214309249752836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214309249753708, diff to last: 0"
[1] "Final threshold is: 0.0109621091086527"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0.604387941119838"
[1] "Newton iter: 1, lambda:0.568576811170489, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.569014344208871, diff to last: 0"
[1] "Newton iter: 3, lambda:0.569014410262796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569014410262798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.569014410262796"
[1] "Starting iterative with newton 0.569014410262796"
[1] "Starting newton at: 0.269575375701275"
[1] "Newton iter: 1, lambda:0.31805565705706, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.318636240140255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318636322991197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318636322991199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318636322991199"
[1] "Starting iterative with newton 0.318636322991199"
[1] "Starting newton at: 0.248215009536444"
[1] "Newton iter: 1, lambda:0.278375529880108, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.278587028467947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278587038842452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278587038842452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278587028467947"
[1] "Starting iterative with newton 0.278587028467947"
[1] "Starting newton at: 0.240109084822386"
[1] "Newton iter: 1, lambda:0.271698679146558, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.27192836826638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271928380379764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271928380379764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271928380379764"
[1] "Starting iterative with newton 0.271928380379764"
[1] "Starting newton at: 0.235336899719597"
[1] "Newton iter: 1, lambda:0.270530078303811, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.270814743338025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270814761912571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270814761912571, diff to last: 0"
[1] "Final threshold is: 0.0138524164110659"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 0.650905292003979"
[1] "Newton iter: 1, lambda:0.606334562660284, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.607057088431661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607057281202791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607057281202804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607057281202804"
[1] "Starting iterative with newton 0.607057281202804"
[1] "Starting newton at: 0.410288298307894"
[1] "Newton iter: 1, lambda:0.385514733405232, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.385696766928573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.38569677679619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38569677679619"
[1] "Starting iterative with newton 0.38569677679619"
[1] "Starting newton at: 0.265289158366898"
[1] "Newton iter: 1, lambda:0.342056701573853, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.343734891446043, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343735687327162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343735687327341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.343735687327162"
[1] "Starting iterative with newton 0.343735687327162"
[1] "Starting newton at: 0.229259124369001"
[1] "Newton iter: 1, lambda:0.332546619084035, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.335555694265521, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.335558225509906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335558225511696, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.335558225509906"
[1] "Starting iterative with newton 0.335558225509906"
[1] "Starting newton at: 0.229309091999509"
[1] "Newton iter: 1, lambda:0.331041944350558, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.333954162224903, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33395652795541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33395652795697, diff to last: 0"
[1] "Final threshold is: 0.0170821740135627"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 0.803345305799239"
[1] "Newton iter: 1, lambda:0.74030027709195, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.742203790964792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.742205573150701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742205573152262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.742205573152262"
[1] "Starting iterative with newton 0.742205573152262"
[1] "Starting newton at: 0.534344870246387"
[1] "Newton iter: 1, lambda:0.62448675336691, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.628250145243353, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.628256551545116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628256551563658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.628256551545116"
[1] "Starting iterative with newton 0.628256551545116"
[1] "Starting newton at: 0.513243837286444"
[1] "Newton iter: 1, lambda:0.596760945668957, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.599914302324821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599918705855723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599918705864302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599918705855723"
[1] "Starting iterative with newton 0.599918705855723"
[1] "Starting newton at: 0.523928361695672"
[1] "Newton iter: 1, lambda:0.590659669569313, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.592653550903663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.592655301369613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592655301370962, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592655301369613"
[1] "Starting iterative with newton 0.592655301369613"
[1] "Starting newton at: 0.5262363628841"
[1] "Newton iter: 1, lambda:0.589017163969426, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.590777705956159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.590779068685316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590779068686132, diff to last: 0"
[1] "Final threshold is: 0.0302188758418298"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 0.719231106996208"
[1] "Newton iter: 1, lambda:0.811974940528654, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.816915962504059, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.816929494274092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816929494375359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816929494274092"
[1] "Starting iterative with newton 0.816929494274092"
[1] "Starting newton at: 0.735626364370383"
[1] "Newton iter: 1, lambda:0.726410030134522, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.726454540705551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726454541747476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726454541747476"
[1] "Starting iterative with newton 0.726454541747476"
[1] "Starting newton at: 0.741872690917681"
[1] "Newton iter: 1, lambda:0.699032021073861, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.699966479305418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.699966931397011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699966931397117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.699966931397117"
[1] "Starting iterative with newton 0.699966931397117"
[1] "Starting newton at: 0.756293403568031"
[1] "Newton iter: 1, lambda:0.689812123884064, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.69203075535549, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.692033292406256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692033292409571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.692033292406256"
[1] "Starting iterative with newton 0.692033292406256"
[1] "Starting newton at: 0.755084649762453"
[1] "Newton iter: 1, lambda:0.687339066158025, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.68963851770932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689641238940278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689641238944086, diff to last: 0"
[1] "Final threshold is: 0.0352757639523662"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 0.887342448265818"
[1] "Newton iter: 1, lambda:0.88456533139194, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.884570026053611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.884570026067046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.884570026053611"
[1] "Starting iterative with newton 0.884570026053611"
[1] "Starting newton at: 0.902520200131114"
[1] "Newton iter: 1, lambda:0.834253296739464, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.836934764813721, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.836939049098397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.83693904910932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836939049098397"
[1] "Starting iterative with newton 0.836939049098397"
[1] "Starting newton at: 0.890070447988243"
[1] "Newton iter: 1, lambda:0.819174347227752, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.82204243895124, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.822047303057767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822047303071739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.822047303071739"
[1] "Starting iterative with newton 0.822047303071739"
[1] "Starting newton at: 0.891979015882991"
[1] "Newton iter: 1, lambda:0.81384972671185, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.81731230040893, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.817319374244387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.817319374273865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817319374273865"
[1] "Starting iterative with newton 0.817319374273865"
[1] "Starting newton at: 0.888189958711269"
[1] "Newton iter: 1, lambda:0.812558282391122, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.815804897960799, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.815811111407445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81581111143017, diff to last: 0"
[1] "Final threshold is: 0.0417294653665841"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.21963847633477"
[1] "Newton iter: 1, lambda:1.20254741334176, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.20282265328092, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2028227256095, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2028227256095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2028227256095"
[1] "Starting iterative with newton 1.2028227256095"
[1] "Starting newton at: 1.21032964335336"
[1] "Newton iter: 1, lambda:1.39533640931566, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.43673405994463, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.43863358497831, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43863745060871, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43863745062469, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43863745062469"
[1] "Starting iterative with newton 1.43863745062469"
[1] "Starting newton at: 1.95843507683557"
[1] "Newton iter: 1, lambda:1.20772920719451, diff to last: 0.751"
[1] "Newton iter: 2, lambda:1.46425265551365, diff to last: 0.257"
[1] "Newton iter: 3, lambda:1.55126459895027, diff to last: 0.087"
[1] "Newton iter: 4, lambda:1.56053622022919, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.56063457058357, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56063458155102, diff to last: 0"
[1] "Newton iter: 7, lambda:1.56063458155102, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56063458155102"
[1] "Starting iterative with newton 1.56063458155102"
[1] "Starting newton at: 1.94674545724433"
[1] "Newton iter: 1, lambda:1.40982577955035, diff to last: 0.537"
[1] "Newton iter: 2, lambda:1.58027017585926, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.61909731257674, diff to last: 0.039"
[1] "Newton iter: 4, lambda:1.62092623042427, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.62093014286064, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62093014287851, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62093014286064"
[1] "Starting iterative with newton 1.62093014286064"
[1] "Starting newton at: 1.96282481258875"
[1] "Newton iter: 1, lambda:1.45697668283548, diff to last: 0.506"
[1] "Newton iter: 2, lambda:1.61500925582944, diff to last: 0.158"
[1] "Newton iter: 3, lambda:1.64874247396427, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65013706923235, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65013937586612, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65013937587243, diff to last: 0"
[1] "Final threshold is: 0.0844060996134819"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.19122037020153"
[1] "Newton iter: 1, lambda:1.21458062687432, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.21511209852529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21511236904909, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21511236904916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21511236904909"
[1] "Starting iterative with newton 1.21511236904909"
[1] "Starting newton at: 1.18833404214943"
[1] "Newton iter: 1, lambda:1.40652806151654, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.46497021723241, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.46880168342907, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.46881738928349, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46881738954647, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46881738954647"
[1] "Starting iterative with newton 1.46881738954647"
[1] "Starting newton at: 1.92511577322966"
[1] "Newton iter: 1, lambda:1.38246421639373, diff to last: 0.543"
[1] "Newton iter: 2, lambda:1.55227896799203, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.58931441974817, diff to last: 0.037"
[1] "Newton iter: 4, lambda:1.59090975452407, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.59091261435136, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59091261436053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59091261436053"
[1] "Starting iterative with newton 1.59091261436053"
[1] "Starting newton at: 1.98760752446816"
[1] "Newton iter: 1, lambda:1.41613788693522, diff to last: 0.571"
[1] "Newton iter: 2, lambda:1.59882124040225, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.64325080252463, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.64562218335838, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.64562866081995, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64562866086816, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64562866086816"
[1] "Starting iterative with newton 1.64562866086816"
[1] "Starting newton at: 2.01827671642722"
[1] "Newton iter: 1, lambda:1.42335578785458, diff to last: 0.595"
[1] "Newton iter: 2, lambda:1.61602847753201, diff to last: 0.193"
[1] "Newton iter: 3, lambda:1.66634258203329, diff to last: 0.05"
[1] "Newton iter: 4, lambda:1.66943590112525, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.66944705026623, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66944705041059, diff to last: 0"
[1] "Final threshold is: 0.0853937043652711"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.12005784167352"
[1] "Newton iter: 1, lambda:1.26147080299027, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.28434271248215, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.28489949605663, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28489982018137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28489982018148, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28489982018137"
[1] "Starting iterative with newton 1.28489982018137"
[1] "Starting newton at: 1.56550232611108"
[1] "Newton iter: 1, lambda:1.62335084022197, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.62757043084609, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.62759170875866, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6275917092973, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6275917092973"
[1] "Starting iterative with newton 1.6275917092973"
[1] "Starting newton at: 1.64907281664271"
[1] "Newton iter: 1, lambda:1.78252141974128, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.80808528469868, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.80892945766369, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.80893035203868, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80893035203968, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80893035203868"
[1] "Starting iterative with newton 1.80893035203868"
[1] "Starting newton at: 1.65221636264986"
[1] "Newton iter: 1, lambda:1.83641569967182, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.88851369522313, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.8922191373503, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89223683872562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89223683912773, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89223683912773"
[1] "Starting iterative with newton 1.89223683912773"
[1] "Starting newton at: 1.7296131833751"
[1] "Newton iter: 1, lambda:1.88772805655159, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.92597014068244, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.92795738141949, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.92796251455581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92796251458997, diff to last: 0"
[1] "Final threshold is: 0.0986170007422809"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.21498019601345"
[1] "Newton iter: 1, lambda:1.48097495517312, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.59882242481367, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.62190481307593, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.62272353398308, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62272453833298, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62272453833449, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62272453833298"
[1] "Starting iterative with newton 1.62272453833298"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225343456017912"
threshold is:
[{'ad': 0.0013792053578063478, 'da': 0.0009512504306187973, 'dd': 0.0022204718170829177}, {'ad': 0.004338008255587457, 'da': 0.007324468493988775, 'dd': 0.010962109108652656}, {'ad': 0.013852416411065872, 'da': 0.01708217401356269, 'dd': 0.03021887584182975}, {'ad': 0.03527576395236617, 'da': 0.04172946536658412, 'dd': 0.08440609961348194}, {'ad': 0.08539370436527105, 'da': 0.09861700074228093, 'dd': 0.22534345601791178}]
Number of points in noise estimation: 128
Estimated noise: 0.05115089115983242
0.05115089115983242
threshold is:
[{'ad': 0.017943736843308855, 'da': 0.038930541100143934, 'dd': 0.003854489955287032}, {'ad': 0.0073278786556489894, 'da': 0.003075312134234648, 'dd': 0.00787171752732796}, {'ad': 0.010414344642796669, 'da': 0.018512223451518074, 'dd': 0.022593034987069615}, {'ad': 0.029035831359386362, 'da': 0.03426770965760222, 'dd': 0.05923694437801774}, {'ad': 0.06247244820708775, 'da': 0.06529339635273779, 'dd': 0.22534345601791178}]
['peppers256', 0.05, 2, 0.002463644107534303, 0.0008792898334268743, 0.0008913728275660546, 0.003915279431244827, 0.000951216578402579, 0.001124525817411265, 0.000951216578402579, 0.001124525817411265, 26.084220291769764, 30.558679482363452, 30.499406089956217, 24.07237237152127, 30.217205891652096, 29.490305693697106, 30.217205891652096, 29.490305693697106]
peppers256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0788367771981459, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0792161487072825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792161574783324, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792161487072825"
[1] "Starting iterative with newton 0.0792161487072825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0139919889308014, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0139950467075111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0139950467076572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0139950467075111"
[1] "Starting iterative with newton 0.0139950467075111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130830642469113, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130856662427793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130856662428822, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0130856662427793"
[1] "Starting iterative with newton 0.0130856662427793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130705084948752, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130731044942491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130731044943515, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0130731044942491"
[1] "Starting iterative with newton 0.0130731044942491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130703350802141, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130729309968231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130729309969255, diff to last: 0"
[1] "Final threshold is: 0.000667591376995621"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576221255628338, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578169471134517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578169493408811, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0578169493408811"
[1] "Starting iterative with newton 0.0578169493408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0175774968384256, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0175822567056413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175822567059903, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175822567056413"
[1] "Starting iterative with newton 0.0175822567056413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169972312296592, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0170016771930957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0170016771933998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0170016771930957"
[1] "Starting iterative with newton 0.0170016771930957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169888154245979, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.016993256893194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169932568934975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.016993256893194"
[1] "Starting iterative with newton 0.016993256893194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016988693359939, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169931347633532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169931347636567, diff to last: 0"
[1] "Final threshold is: 0.000867783226186686"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.162510437653477"
[1] "Newton iter: 1, lambda:0.125095997402452, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.1252149146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125214915802641, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.1252149146"
[1] "Starting iterative with newton 0.1252149146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0544088170893565, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0545326387387107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0545326393797169, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0545326393797169"
[1] "Starting iterative with newton 0.0545326393797169"
[1] "Starting newton at: 0.00085957295929396"
[1] "Newton iter: 1, lambda:0.0527262307618516, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0528367641031691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528367646049694, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0528367641031691"
[1] "Starting iterative with newton 0.0528367641031691"
[1] "Starting newton at: 0.00255544823584182"
[1] "Newton iter: 1, lambda:0.0526928473630954, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0527960876236679, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527960880612443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0527960880612443"
[1] "Starting iterative with newton 0.0527960880612443"
[1] "Starting newton at: 0.00259612427776661"
[1] "Newton iter: 1, lambda:0.0526920431822495, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.052795111596306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527951120324223, diff to last: 0"
[1] "Final threshold is: 0.00269607184936419"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.230480857498662, diff to last: 0.23"
[1] "Newton iter: 2, lambda:0.238595062484701, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.238604997759106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238604997773989, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.238604997773989"
[1] "Starting iterative with newton 0.238604997773989"
[1] "Starting newton at: 0.134982150195356"
[1] "Newton iter: 1, lambda:0.101039416538866, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.101133524210158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101133524934262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101133524210158"
[1] "Starting iterative with newton 0.101133524210158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927032122555201, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0933837028157376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0933837394421804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0933837394421805, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0933837394421804"
[1] "Starting iterative with newton 0.0933837394421804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922632716564237, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929360203943803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929360561238328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929360561238329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0929360561238328"
[1] "Starting iterative with newton 0.0929360561238328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922378159567848, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929101185580087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929101542361455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929101542361456, diff to last: 0"
[1] "Final threshold is: 0.00474461448763531"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.398073279928557"
[1] "Newton iter: 1, lambda:0.330739526482586, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.331606725162339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331606870953725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33160687095373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331606870953725"
[1] "Starting iterative with newton 0.331606870953725"
[1] "Starting newton at: 0.192296113290049"
[1] "Newton iter: 1, lambda:0.140863836802477, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.141166711448851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141166721975179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141166721975179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141166711448851"
[1] "Starting iterative with newton 0.141166711448851"
[1] "Starting newton at: 0.217817625304541"
[1] "Newton iter: 1, lambda:0.125335901344446, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.126267515792298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126267610662938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126267610662939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126267610662938"
[1] "Starting iterative with newton 0.126267610662938"
[1] "Starting newton at: 0.232716726090454"
[1] "Newton iter: 1, lambda:0.123784860066586, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.125071305603465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125071485786039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125071485786042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125071485786039"
[1] "Starting iterative with newton 0.125071485786039"
[1] "Starting newton at: 0.233912850967353"
[1] "Newton iter: 1, lambda:0.123657713659145, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.124975102939028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124975291833301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124975291833304, diff to last: 0"
[1] "Final threshold is: 0.00638207508214494"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.603270657123259"
[1] "Newton iter: 1, lambda:0.501981527123307, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.504968392899843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.504971067849866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50497106785201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.50497106785201"
[1] "Starting iterative with newton 0.50497106785201"
[1] "Starting newton at: 0.392787450385005"
[1] "Newton iter: 1, lambda:0.257446069414089, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.261126232901654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.261129001458109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261129001459675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261129001458109"
[1] "Starting iterative with newton 0.261129001458109"
[1] "Starting newton at: 0.131107700304804"
[1] "Newton iter: 1, lambda:0.225837281248003, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.227588126319622, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227588721246201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22758872124627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.227588721246201"
[1] "Starting iterative with newton 0.227588721246201"
[1] "Starting newton at: 0.107511257967288"
[1] "Newton iter: 1, lambda:0.220360416963422, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.222825596103487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222826765973245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222826765973509, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222826765973509"
[1] "Starting iterative with newton 0.222826765973509"
[1] "Starting newton at: 0.112273213239981"
[1] "Newton iter: 1, lambda:0.219905847672554, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.222145276322871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222146240587603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222146240587781, diff to last: 0"
[1] "Final threshold is: 0.0113442742629267"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0.613553064350127"
[1] "Newton iter: 1, lambda:0.569501364146106, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.570166896217624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570167050250724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570167050250732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570167050250732"
[1] "Starting iterative with newton 0.570167050250732"
[1] "Starting newton at: 0.231430428072694"
[1] "Newton iter: 1, lambda:0.328807526698864, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.331182784381585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.331184183962746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331184183963232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331184183962746"
[1] "Starting iterative with newton 0.331184183962746"
[1] "Starting newton at: 0.245739414581313"
[1] "Newton iter: 1, lambda:0.294666793500453, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.295232752939423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.295232828335399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2952328283354, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295232828335399"
[1] "Starting iterative with newton 0.295232828335399"
[1] "Starting newton at: 0.23897489285831"
[1] "Newton iter: 1, lambda:0.289030274272921, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.289617599073983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.289617679587451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289617679587452, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289617679587451"
[1] "Starting iterative with newton 0.289617679587451"
[1] "Starting newton at: 0.241126211822353"
[1] "Newton iter: 1, lambda:0.288216689508223, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.288735672189245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.288735734971286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288735734971287, diff to last: 0"
[1] "Final threshold is: 0.0147447796476678"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0.725615112069366"
[1] "Newton iter: 1, lambda:0.602417264571548, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.607915159359834, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.607926599784504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607926599833958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607926599784504"
[1] "Starting iterative with newton 0.607926599784504"
[1] "Starting newton at: 0.416575139445583"
[1] "Newton iter: 1, lambda:0.386340008437552, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.386603580946979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.386603601069816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386603601069816, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386603601069816"
[1] "Starting iterative with newton 0.386603601069816"
[1] "Starting newton at: 0.443883468731025"
[1] "Newton iter: 1, lambda:0.347140683810183, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.349673182418588, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.34967494186338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349674941864229, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.34967494186338"
[1] "Starting iterative with newton 0.34967494186338"
[1] "Starting newton at: 0.443639159335119"
[1] "Newton iter: 1, lambda:0.340468506545567, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.343319747218141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343321956282918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343321956284243, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343321956282918"
[1] "Starting iterative with newton 0.343321956282918"
[1] "Starting newton at: 0.444483358255729"
[1] "Newton iter: 1, lambda:0.339260066401754, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.342220276445856, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.342222653678167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342222653679699, diff to last: 0"
[1] "Final threshold is: 0.0174761797995891"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 0.811107939832598"
[1] "Newton iter: 1, lambda:0.73253824834403, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.735465485052787, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.735469685744801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735469685753442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735469685744801"
[1] "Starting iterative with newton 0.735469685744801"
[1] "Starting newton at: 0.513287631187537"
[1] "Newton iter: 1, lambda:0.619145811375034, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.624331712916487, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.624343834202959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624343834269076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624343834269076"
[1] "Starting iterative with newton 0.624343834269076"
[1] "Starting newton at: 0.553864669903078"
[1] "Newton iter: 1, lambda:0.595866169287838, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.596652669870529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596652942588313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596652942588346, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596652942588346"
[1] "Starting iterative with newton 0.596652942588346"
[1] "Starting newton at: 0.55366684583816"
[1] "Newton iter: 1, lambda:0.589015385959578, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.589568429459844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589568563573228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589568563573236, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.589568563573228"
[1] "Starting iterative with newton 0.589568563573228"
[1] "Starting newton at: 0.554488292378362"
[1] "Newton iter: 1, lambda:0.587269807907005, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.587744451013005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587744549658013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587744549658017, diff to last: 0"
[1] "Final threshold is: 0.0300141715215367"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 0.725483744327618"
[1] "Newton iter: 1, lambda:0.805033978359054, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.808604702884095, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.808611678583823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808611678610404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.808611678583823"
[1] "Starting iterative with newton 0.808611678583823"
[1] "Starting newton at: 0.712024643183841"
[1] "Newton iter: 1, lambda:0.729114420772241, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.72926764241793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.729267654656027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729267654656027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.729267654656027"
[1] "Starting iterative with newton 0.729267654656027"
[1] "Starting newton at: 0.703394349835087"
[1] "Newton iter: 1, lambda:0.707029066488668, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.707035868682698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.70703586870649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.707035868682698"
[1] "Starting iterative with newton 0.707035868682698"
[1] "Starting newton at: 0.69989532798106"
[1] "Newton iter: 1, lambda:0.700663621365396, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.700663923767037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.700663923767084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.700663923767084"
[1] "Starting iterative with newton 0.700663923767084"
[1] "Starting newton at: 0.702423893712204"
[1] "Newton iter: 1, lambda:0.698819547612839, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.698826184963063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6988261849856, diff to last: 0"
[1] "Final threshold is: 0.0356867434876314"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 0.911296209377936"
[1] "Newton iter: 1, lambda:0.875457804937447, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.876227605490199, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.876227967310533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876227967310612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876227967310533"
[1] "Starting iterative with newton 0.876227967310533"
[1] "Starting newton at: 0.930281338793109"
[1] "Newton iter: 1, lambda:0.828413736254055, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.834297482331743, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.834318200398134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834318200654333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.834318200398134"
[1] "Starting iterative with newton 0.834318200398134"
[1] "Starting newton at: 0.929924511962928"
[1] "Newton iter: 1, lambda:0.813595100320534, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.82116126857553, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.82119530696326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821195307649851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.82119530696326"
[1] "Starting iterative with newton 0.82119530696326"
[1] "Starting newton at: 0.934641145395903"
[1] "Newton iter: 1, lambda:0.808104965507342, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.816990114889563, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.817036973286083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81703697458427, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817036973286083"
[1] "Starting iterative with newton 0.817036973286083"
[1] "Starting newton at: 0.931851642036458"
[1] "Newton iter: 1, lambda:0.807019831477736, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.815670015161572, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.815714390455334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.815714391618724, diff to last: 0"
[1] "Final threshold is: 0.0416558377988497"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.2187719801397"
[1] "Newton iter: 1, lambda:1.21034778562269, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.21041592056686, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21041592505279, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21041592505279"
[1] "Starting iterative with newton 1.21041592505279"
[1] "Starting newton at: 1.73655124803534"
[1] "Newton iter: 1, lambda:1.31274198615905, diff to last: 0.424"
[1] "Newton iter: 2, lambda:1.43188714119969, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.44868364127092, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.44899255977711, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44899266272427, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44899266272428, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44899266272428"
[1] "Starting iterative with newton 1.44899266272428"
[1] "Starting newton at: 1.83515671634976"
[1] "Newton iter: 1, lambda:1.46027122205458, diff to last: 0.375"
[1] "Newton iter: 2, lambda:1.5615928852965, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.57437964639445, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.5745682249104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57456826541579, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57456826541579, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57456826541579"
[1] "Starting iterative with newton 1.57456826541579"
[1] "Starting newton at: 1.87224458475391"
[1] "Newton iter: 1, lambda:1.54469145532796, diff to last: 0.328"
[1] "Newton iter: 2, lambda:1.62807897229933, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.63688816419732, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.63697983715134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63697984698946, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63697984698946"
[1] "Starting iterative with newton 1.63697984698946"
[1] "Starting newton at: 1.85569328699018"
[1] "Newton iter: 1, lambda:1.61152502797373, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.66373923297959, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.66714915776298, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.66716300486259, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66716300509011, diff to last: 0"
[1] "Final threshold is: 0.0851365043168002"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.16276990176113"
[1] "Newton iter: 1, lambda:1.21937491078268, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.22259822225598, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.22260828879323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22260828889117, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22260828879323"
[1] "Starting iterative with newton 1.22260828879323"
[1] "Starting newton at: 1.77630098922337"
[1] "Newton iter: 1, lambda:1.33543109409071, diff to last: 0.441"
[1] "Newton iter: 2, lambda:1.46075568130903, diff to last: 0.125"
[1] "Newton iter: 3, lambda:1.47940418210716, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.47978425845922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47978441368741, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47978441368744, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47978441368744"
[1] "Starting iterative with newton 1.47978441368744"
[1] "Starting newton at: 1.84272913275927"
[1] "Newton iter: 1, lambda:1.515698630367, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.5967545375758, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.60474494628429, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.6048174892433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60481749517437, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60481749517437"
[1] "Starting iterative with newton 1.60481749517437"
[1] "Starting newton at: 1.90661778877341"
[1] "Newton iter: 1, lambda:1.56178284728591, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.6507053448388, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.66062927596865, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.66074389356192, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66074390869335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66074390869335, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66074389356192"
[1] "Starting iterative with newton 1.66074389356192"
[1] "Starting newton at: 1.91934011868299"
[1] "Newton iter: 1, lambda:1.59559580858959, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.67655330928874, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.6848108921842, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.68489087424481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68489088168273, diff to last: 0"
[1] "Final threshold is: 0.0860418083797184"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.11106641781029"
[1] "Newton iter: 1, lambda:1.26539497802944, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.2931434626996, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29397704226586, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29397777851046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29397777851103, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29397777851103"
[1] "Starting iterative with newton 1.29397777851103"
[1] "Starting newton at: 1.52652462066652"
[1] "Newton iter: 1, lambda:1.63763439349069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65437400102789, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.65472243430251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65472258262219, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65472258262222, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65472258262219"
[1] "Starting iterative with newton 1.65472258262219"
[1] "Starting newton at: 1.61594747526231"
[1] "Newton iter: 1, lambda:1.79873787252443, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.85021093386249, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.85385826145587, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.85387558063994, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85387558102871, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85387558063994"
[1] "Starting iterative with newton 1.85387558063994"
[1] "Starting newton at: 1.65479398046817"
[1] "Newton iter: 1, lambda:1.86785861524533, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.94158816236418, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.94947948863253, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.94956304261078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94956305188382, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94956304261078"
[1] "Starting iterative with newton 1.94956304261078"
[1] "Starting newton at: 1.66637917674953"
[1] "Newton iter: 1, lambda:1.89447983005074, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.98092939012647, diff to last: 0.086"
[1] "Newton iter: 3, lambda:1.99206815143501, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.99223706687226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.99223710516033, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99223710516033, diff to last: 0"
[1] "Final threshold is: 0.101736962208259"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.23153596850787"
[1] "Newton iter: 1, lambda:1.48635404330528, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.59426291376064, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.61335203641072, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.61390548322539, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61390593878333, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61390593878364, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61390593878364"
[1] "Starting iterative with newton 1.61390593878364"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224972531787767"
threshold is:
[{'ad': 0.0006675913769956207, 'da': 0.0008677832261866859, 'dd': 0.002696071849364186}, {'ad': 0.0047446144876353135, 'da': 0.006382075082144941, 'dd': 0.011344274262926743}, {'ad': 0.014744779647667785, 'da': 0.017476179799589087, 'dd': 0.0300141715215367}, {'ad': 0.03568674348763141, 'da': 0.04165583779884971, 'dd': 0.0851365043168002}, {'ad': 0.08604180837971845, 'da': 0.10173696220825872, 'dd': 0.22497253178776683}]
Number of points in noise estimation: 128
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.8538679046612"
[1] "Starting iterative with newton 25.8538679046612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.24005217692"
[1] "Starting iterative with newton 18.24005217692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6748090227028"
[1] "Starting iterative with newton 16.6748090227028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.28587431597548"
[1] "Starting iterative with newton 9.28587431597548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.43177924623637"
[1] "Starting iterative with newton 7.43177924623637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72313871474302"
[1] "Starting iterative with newton 3.72313871474302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 1.47073157055391"
[1] "Newton iter: 1, lambda:1.41087107839508, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.40790322328082, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40789540715417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4078954070998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4078954070998"
[1] "Starting iterative with newton 1.4078954070998"
[1] "Starting newton at: 1.65347052329061"
[1] "Newton iter: 1, lambda:1.55443502867689, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.54902370629359, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.54900445282613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54900445258047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54900445258047"
[1] "Starting iterative with newton 1.54900445258047"
[1] "Starting newton at: 1.8080968140025"
[1] "Newton iter: 1, lambda:1.65998564755378, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.65210023302373, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.65206821942251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6520682188869, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6520682188869"
[1] "Starting iterative with newton 1.6520682188869"
[1] "Starting newton at: 1.90103083608087"
[1] "Newton iter: 1, lambda:1.72429692055081, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.71616581159359, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71613683164401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71613683126924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71613683126924"
[1] "Starting iterative with newton 1.71613683126924"
[1] "Starting newton at: 1.93551595693161"
[1] "Newton iter: 1, lambda:1.75605853934292, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.7487387397361, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74871712050615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74871712031427, diff to last: 0"
[1] "Final threshold is: 0.0893012034361856"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 1.30016355915285"
[1] "Newton iter: 1, lambda:1.3270940656333, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.32635124274818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32635068829942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32635068829911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32635068829911"
[1] "Starting iterative with newton 1.32635068829911"
[1] "Starting newton at: 1.50268532249535"
[1] "Newton iter: 1, lambda:1.5453262221856, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.54412085515136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.54411995405458, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54411995405407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54411995405407"
[1] "Starting iterative with newton 1.54411995405407"
[1] "Starting newton at: 1.77184369374166"
[1] "Newton iter: 1, lambda:1.73589767085857, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.73548021192136, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73548014886197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73548014886197, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73548014886197"
[1] "Starting iterative with newton 1.73548014886197"
[1] "Starting newton at: 1.92465096488548"
[1] "Newton iter: 1, lambda:1.84594480871445, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.84493252468169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.84493227563627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84493227563626, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84493227563627"
[1] "Starting iterative with newton 1.84493227563627"
[1] "Starting newton at: 2.04625380913996"
[1] "Newton iter: 1, lambda:1.92526166440792, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.92443100152926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92443088440439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92443088440439, diff to last: 0"
[1] "Final threshold is: 0.0982743245844889"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 1.33827844144277"
[1] "Newton iter: 1, lambda:1.27399469942167, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.26972216752168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.26970207501877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26970207457307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26970207457307"
[1] "Starting iterative with newton 1.26970207457307"
[1] "Starting newton at: 1.6482136359022"
[1] "Newton iter: 1, lambda:1.57245200895627, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.56981785725405, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.5698140452921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56981404528407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5698140452921"
[1] "Starting iterative with newton 1.5698140452921"
[1] "Starting newton at: 1.72866794971472"
[1] "Newton iter: 1, lambda:1.7856165334961, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.78455350489214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78455320454671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78455320454668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78455320454668"
[1] "Starting iterative with newton 1.78455320454668"
[1] "Starting newton at: 1.92612394440492"
[1] "Newton iter: 1, lambda:1.93822561247049, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.9382073061747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93820730613686, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93820730613686"
[1] "Starting iterative with newton 1.93820730613686"
[1] "Starting newton at: 2.13354096158564"
[1] "Newton iter: 1, lambda:2.04866697293391, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.04902012685654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04902012384386, diff to last: 0"
[1] "Final threshold is: 0.104636685246872"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.31203860965003"
[1] "Newton iter: 1, lambda:1.31423879590198, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.31423428803213, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31423428801326, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31423428803213"
[1] "Starting iterative with newton 1.31423428803213"
[1] "Starting newton at: 1.97264030546986"
[1] "Newton iter: 1, lambda:1.94165819493291, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.94177781555, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94177781684207, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94177781555"
[1] "Starting iterative with newton 1.94177781555"
[1] "Starting newton at: 2.400727376083"
[1] "Newton iter: 1, lambda:2.33350014628119, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.33557710347645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.33557891858718, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33557891858857, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33557891858718"
[1] "Starting iterative with newton 2.33557891858718"
[1] "Starting newton at: 2.51605309441762"
[1] "Newton iter: 1, lambda:2.54223208735304, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.54258013011956, diff to last: 0"
[1] "Newton iter: 3, lambda:2.54258019292137, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54258019292137, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54258019292137"
[1] "Starting iterative with newton 2.54258019292137"
[1] "Starting newton at: 2.65751590524187"
[1] "Newton iter: 1, lambda:2.65090153765372, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.6509258175839, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65092581791019, diff to last: 0"
[1] "Final threshold is: 0.135374019590874"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.45490681860184"
[1] "Newton iter: 1, lambda:1.42825126113353, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.42778200496598, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42778185202644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42778185202643, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42778185202643"
[1] "Starting iterative with newton 1.42778185202643"
[1] "Starting newton at: 2.03238497824974"
[1] "Newton iter: 1, lambda:2.09371774064095, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.09450731182508, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.09450748066387, diff to last: 0"
[1] "Newton iter: 4, lambda:2.09450748066388, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.09450748066387"
[1] "Starting iterative with newton 2.09450748066387"
[1] "Starting newton at: 2.45001642603056"
[1] "Newton iter: 1, lambda:2.48451749254167, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.48512104970312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48512124039495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48512124039497, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48512124039497"
[1] "Starting iterative with newton 2.48512124039497"
[1] "Starting newton at: 2.70882150484974"
[1] "Newton iter: 1, lambda:2.65923192236295, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.66068011012868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66068132898399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66068132898486, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66068132898399"
[1] "Starting iterative with newton 2.66068132898399"
[1] "Starting newton at: 2.7772406779185"
[1] "Newton iter: 1, lambda:2.74154288022849, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.7423117151513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74231207039345, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74231207039353, diff to last: 0"
[1] "Final threshold is: 0.140040813469494"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.39299375813662"
[1] "Newton iter: 1, lambda:1.47826782829434, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.4733383445815, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.47332436788758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47332436777393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47332436788758"
[1] "Starting iterative with newton 1.47332436788758"
[1] "Starting newton at: 2.24665344697394"
[1] "Newton iter: 1, lambda:2.18987066247142, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.19137933931352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.19138030769196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19138030769236, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.19138030769196"
[1] "Starting iterative with newton 2.19138030769196"
[1] "Starting newton at: 2.58841778943573"
[1] "Newton iter: 1, lambda:2.59877595034439, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.59884777654147, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59884778000932, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59884777654147"
[1] "Starting iterative with newton 2.59884777654147"
[1] "Starting newton at: 2.81331822962593"
[1] "Newton iter: 1, lambda:2.820956033931, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.82099936450481, diff to last: 0"
[1] "Newton iter: 3, lambda:2.82099936589878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.82099936450481"
[1] "Starting iterative with newton 2.82099936450481"
[1] "Starting newton at: 2.90425050157392"
[1] "Newton iter: 1, lambda:2.91825350786265, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.91840372866205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.91840374589757, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91840374589757, diff to last: 0"
[1] "Final threshold is: 0.149033233314426"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.90524690773185"
[1] "Newton iter: 1, lambda:2.35479767387955, diff to last: 0.45"
[1] "Newton iter: 2, lambda:2.47844713828966, diff to last: 0.124"
[1] "Newton iter: 3, lambda:2.49890758972236, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.49948136635432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.49948181440903, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4994818144093, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.49948181440903"
[1] "Starting iterative with newton 2.49948181440903"
[1] "Starting newton at: 3.22061637491567"
[1] "Newton iter: 1, lambda:3.32744468633562, diff to last: 0.107"
[1] "Newton iter: 2, lambda:3.34778895932998, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.34848216848094, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.34848295590234, diff to last: 0"
[1] "Newton iter: 5, lambda:3.34848295590336, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.34848295590234"
[1] "Starting iterative with newton 3.34848295590234"
[1] "Starting newton at: 4.24990500390438"
[1] "Newton iter: 1, lambda:4.088314011411, diff to last: 0.162"
[1] "Newton iter: 2, lambda:4.12595896663346, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.12908849068646, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.1291088003626, diff to last: 0"
[1] "Newton iter: 5, lambda:4.12910880121284, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12910880121284"
[1] "Starting iterative with newton 4.12910880121284"
[1] "Starting newton at: 4.41800267123786"
[1] "Newton iter: 1, lambda:4.53691695223174, diff to last: 0.119"
[1] "Newton iter: 2, lambda:4.57535269532275, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.57882267888437, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.57884889865092, diff to last: 0"
[1] "Newton iter: 5, lambda:4.5788489001364, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.57884889865092"
[1] "Starting iterative with newton 4.57884889865092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0893012034361856}, {'ad': 0.09827432458448888, 'da': 0.10463668524687174, 'dd': 0.13537401959087403}, {'ad': 0.14004081346949387, 'da': 0.1490332333144261, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364399982558719. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.8538679046612"
[1] "Starting iterative with newton 25.8538679046612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.24005217692"
[1] "Starting iterative with newton 18.24005217692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6748090227028"
[1] "Starting iterative with newton 16.6748090227028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.28587431597548"
[1] "Starting iterative with newton 9.28587431597548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.43177924623637"
[1] "Starting iterative with newton 7.43177924623637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72313871474302"
[1] "Starting iterative with newton 3.72313871474302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 1.47073157055391"
[1] "Newton iter: 1, lambda:1.41087107839508, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.40790322328082, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40789540715417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4078954070998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4078954070998"
[1] "Starting iterative with newton 1.4078954070998"
[1] "Starting newton at: 1.65347052329061"
[1] "Newton iter: 1, lambda:1.55443502867689, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.54902370629359, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.54900445282613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54900445258047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54900445258047"
[1] "Starting iterative with newton 1.54900445258047"
[1] "Starting newton at: 1.8080968140025"
[1] "Newton iter: 1, lambda:1.65998564755378, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.65210023302373, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.65206821942251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6520682188869, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6520682188869"
[1] "Starting iterative with newton 1.6520682188869"
[1] "Starting newton at: 1.90103083608087"
[1] "Newton iter: 1, lambda:1.72429692055081, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.71616581159359, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71613683164401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71613683126924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71613683126924"
[1] "Starting iterative with newton 1.71613683126924"
[1] "Starting newton at: 1.93551595693161"
[1] "Newton iter: 1, lambda:1.75605853934292, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.7487387397361, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74871712050615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74871712031427, diff to last: 0"
[1] "Final threshold is: 0.0893012034361856"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 1.30016355915285"
[1] "Newton iter: 1, lambda:1.3270940656333, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.32635124274818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32635068829942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32635068829911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32635068829911"
[1] "Starting iterative with newton 1.32635068829911"
[1] "Starting newton at: 1.50268532249535"
[1] "Newton iter: 1, lambda:1.5453262221856, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.54412085515136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.54411995405458, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54411995405407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54411995405407"
[1] "Starting iterative with newton 1.54411995405407"
[1] "Starting newton at: 1.77184369374166"
[1] "Newton iter: 1, lambda:1.73589767085857, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.73548021192136, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73548014886197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73548014886197, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73548014886197"
[1] "Starting iterative with newton 1.73548014886197"
[1] "Starting newton at: 1.92465096488548"
[1] "Newton iter: 1, lambda:1.84594480871445, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.84493252468169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.84493227563627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84493227563626, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84493227563627"
[1] "Starting iterative with newton 1.84493227563627"
[1] "Starting newton at: 2.04625380913996"
[1] "Newton iter: 1, lambda:1.92526166440792, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.92443100152926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92443088440439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92443088440439, diff to last: 0"
[1] "Final threshold is: 0.0982743245844889"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 1.33827844144277"
[1] "Newton iter: 1, lambda:1.27399469942167, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.26972216752168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.26970207501877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26970207457307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26970207457307"
[1] "Starting iterative with newton 1.26970207457307"
[1] "Starting newton at: 1.6482136359022"
[1] "Newton iter: 1, lambda:1.57245200895627, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.56981785725405, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.5698140452921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56981404528407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5698140452921"
[1] "Starting iterative with newton 1.5698140452921"
[1] "Starting newton at: 1.72866794971472"
[1] "Newton iter: 1, lambda:1.7856165334961, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.78455350489214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78455320454671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78455320454668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78455320454668"
[1] "Starting iterative with newton 1.78455320454668"
[1] "Starting newton at: 1.92612394440492"
[1] "Newton iter: 1, lambda:1.93822561247049, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.9382073061747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93820730613686, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93820730613686"
[1] "Starting iterative with newton 1.93820730613686"
[1] "Starting newton at: 2.13354096158564"
[1] "Newton iter: 1, lambda:2.04866697293391, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.04902012685654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04902012384386, diff to last: 0"
[1] "Final threshold is: 0.104636685246872"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.31203860965003"
[1] "Newton iter: 1, lambda:1.31423879590198, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.31423428803213, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31423428801326, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31423428803213"
[1] "Starting iterative with newton 1.31423428803213"
[1] "Starting newton at: 1.97264030546986"
[1] "Newton iter: 1, lambda:1.94165819493291, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.94177781555, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94177781684207, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94177781555"
[1] "Starting iterative with newton 1.94177781555"
[1] "Starting newton at: 2.400727376083"
[1] "Newton iter: 1, lambda:2.33350014628119, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.33557710347645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.33557891858718, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33557891858857, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33557891858718"
[1] "Starting iterative with newton 2.33557891858718"
[1] "Starting newton at: 2.51605309441762"
[1] "Newton iter: 1, lambda:2.54223208735304, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.54258013011956, diff to last: 0"
[1] "Newton iter: 3, lambda:2.54258019292137, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54258019292137, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54258019292137"
[1] "Starting iterative with newton 2.54258019292137"
[1] "Starting newton at: 2.65751590524187"
[1] "Newton iter: 1, lambda:2.65090153765372, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.6509258175839, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65092581791019, diff to last: 0"
[1] "Final threshold is: 0.135374019590874"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.45490681860184"
[1] "Newton iter: 1, lambda:1.42825126113353, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.42778200496598, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42778185202644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42778185202643, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42778185202643"
[1] "Starting iterative with newton 1.42778185202643"
[1] "Starting newton at: 2.03238497824974"
[1] "Newton iter: 1, lambda:2.09371774064095, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.09450731182508, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.09450748066387, diff to last: 0"
[1] "Newton iter: 4, lambda:2.09450748066388, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.09450748066387"
[1] "Starting iterative with newton 2.09450748066387"
[1] "Starting newton at: 2.45001642603056"
[1] "Newton iter: 1, lambda:2.48451749254167, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.48512104970312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48512124039495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48512124039497, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48512124039497"
[1] "Starting iterative with newton 2.48512124039497"
[1] "Starting newton at: 2.70882150484974"
[1] "Newton iter: 1, lambda:2.65923192236295, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.66068011012868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66068132898399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66068132898486, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66068132898399"
[1] "Starting iterative with newton 2.66068132898399"
[1] "Starting newton at: 2.7772406779185"
[1] "Newton iter: 1, lambda:2.74154288022849, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.7423117151513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74231207039345, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74231207039353, diff to last: 0"
[1] "Final threshold is: 0.140040813469494"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.39299375813662"
[1] "Newton iter: 1, lambda:1.47826782829434, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.4733383445815, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.47332436788758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47332436777393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47332436788758"
[1] "Starting iterative with newton 1.47332436788758"
[1] "Starting newton at: 2.24665344697394"
[1] "Newton iter: 1, lambda:2.18987066247142, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.19137933931352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.19138030769196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19138030769236, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.19138030769196"
[1] "Starting iterative with newton 2.19138030769196"
[1] "Starting newton at: 2.58841778943573"
[1] "Newton iter: 1, lambda:2.59877595034439, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.59884777654147, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59884778000932, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59884777654147"
[1] "Starting iterative with newton 2.59884777654147"
[1] "Starting newton at: 2.81331822962593"
[1] "Newton iter: 1, lambda:2.820956033931, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.82099936450481, diff to last: 0"
[1] "Newton iter: 3, lambda:2.82099936589878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.82099936450481"
[1] "Starting iterative with newton 2.82099936450481"
[1] "Starting newton at: 2.90425050157392"
[1] "Newton iter: 1, lambda:2.91825350786265, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.91840372866205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.91840374589757, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91840374589757, diff to last: 0"
[1] "Final threshold is: 0.149033233314426"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.90524690773185"
[1] "Newton iter: 1, lambda:2.35479767387955, diff to last: 0.45"
[1] "Newton iter: 2, lambda:2.47844713828966, diff to last: 0.124"
[1] "Newton iter: 3, lambda:2.49890758972236, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.49948136635432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.49948181440903, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4994818144093, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.49948181440903"
[1] "Starting iterative with newton 2.49948181440903"
[1] "Starting newton at: 3.22061637491567"
[1] "Newton iter: 1, lambda:3.32744468633562, diff to last: 0.107"
[1] "Newton iter: 2, lambda:3.34778895932998, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.34848216848094, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.34848295590234, diff to last: 0"
[1] "Newton iter: 5, lambda:3.34848295590336, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.34848295590234"
[1] "Starting iterative with newton 3.34848295590234"
[1] "Starting newton at: 4.24990500390438"
[1] "Newton iter: 1, lambda:4.088314011411, diff to last: 0.162"
[1] "Newton iter: 2, lambda:4.12595896663346, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.12908849068646, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.1291088003626, diff to last: 0"
[1] "Newton iter: 5, lambda:4.12910880121284, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12910880121284"
[1] "Starting iterative with newton 4.12910880121284"
[1] "Starting newton at: 4.41800267123786"
[1] "Newton iter: 1, lambda:4.53691695223174, diff to last: 0.119"
[1] "Newton iter: 2, lambda:4.57535269532275, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.57882267888437, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.57884889865092, diff to last: 0"
[1] "Newton iter: 5, lambda:4.5788489001364, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.57884889865092"
[1] "Starting iterative with newton 4.57884889865092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0893012034361856}, {'ad': 0.09827432458448888, 'da': 0.10463668524687174, 'dd': 0.13537401959087403}, {'ad': 0.14004081346949387, 'da': 0.1490332333144261, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364399982558719. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0788367771981459, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0792161487072825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792161574783324, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792161487072825"
[1] "Starting iterative with newton 0.0792161487072825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0139919889308014, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0139950467075111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0139950467076572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0139950467075111"
[1] "Starting iterative with newton 0.0139950467075111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130830642469113, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130856662427793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130856662428822, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0130856662427793"
[1] "Starting iterative with newton 0.0130856662427793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130705084948752, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130731044942491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130731044943515, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0130731044942491"
[1] "Starting iterative with newton 0.0130731044942491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130703350802141, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130729309968231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130729309969255, diff to last: 0"
[1] "Final threshold is: 0.000667591376995621"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576221255628338, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578169471134517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578169493408811, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0578169493408811"
[1] "Starting iterative with newton 0.0578169493408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0175774968384256, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0175822567056413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175822567059903, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175822567056413"
[1] "Starting iterative with newton 0.0175822567056413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169972312296592, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0170016771930957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0170016771933998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0170016771930957"
[1] "Starting iterative with newton 0.0170016771930957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169888154245979, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.016993256893194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169932568934975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.016993256893194"
[1] "Starting iterative with newton 0.016993256893194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016988693359939, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169931347633532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169931347636567, diff to last: 0"
[1] "Final threshold is: 0.000867783226186686"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.162510437653477"
[1] "Newton iter: 1, lambda:0.125095997402452, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.1252149146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125214915802641, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.1252149146"
[1] "Starting iterative with newton 0.1252149146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0544088170893565, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0545326387387107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0545326393797169, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0545326393797169"
[1] "Starting iterative with newton 0.0545326393797169"
[1] "Starting newton at: 0.00085957295929396"
[1] "Newton iter: 1, lambda:0.0527262307618516, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0528367641031691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528367646049694, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0528367641031691"
[1] "Starting iterative with newton 0.0528367641031691"
[1] "Starting newton at: 0.00255544823584182"
[1] "Newton iter: 1, lambda:0.0526928473630954, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0527960876236679, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527960880612443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0527960880612443"
[1] "Starting iterative with newton 0.0527960880612443"
[1] "Starting newton at: 0.00259612427776661"
[1] "Newton iter: 1, lambda:0.0526920431822495, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.052795111596306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527951120324223, diff to last: 0"
[1] "Final threshold is: 0.00269607184936419"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.230480857498662, diff to last: 0.23"
[1] "Newton iter: 2, lambda:0.238595062484701, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.238604997759106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238604997773989, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.238604997773989"
[1] "Starting iterative with newton 0.238604997773989"
[1] "Starting newton at: 0.134982150195356"
[1] "Newton iter: 1, lambda:0.101039416538866, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.101133524210158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101133524934262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101133524210158"
[1] "Starting iterative with newton 0.101133524210158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927032122555201, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0933837028157376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0933837394421804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0933837394421805, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0933837394421804"
[1] "Starting iterative with newton 0.0933837394421804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922632716564237, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929360203943803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929360561238328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929360561238329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0929360561238328"
[1] "Starting iterative with newton 0.0929360561238328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922378159567848, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929101185580087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929101542361455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929101542361456, diff to last: 0"
[1] "Final threshold is: 0.00474461448763531"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.398073279928557"
[1] "Newton iter: 1, lambda:0.330739526482586, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.331606725162339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331606870953725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33160687095373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331606870953725"
[1] "Starting iterative with newton 0.331606870953725"
[1] "Starting newton at: 0.192296113290049"
[1] "Newton iter: 1, lambda:0.140863836802477, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.141166711448851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141166721975179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141166721975179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141166711448851"
[1] "Starting iterative with newton 0.141166711448851"
[1] "Starting newton at: 0.217817625304541"
[1] "Newton iter: 1, lambda:0.125335901344446, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.126267515792298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126267610662938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126267610662939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126267610662938"
[1] "Starting iterative with newton 0.126267610662938"
[1] "Starting newton at: 0.232716726090454"
[1] "Newton iter: 1, lambda:0.123784860066586, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.125071305603465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125071485786039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125071485786042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125071485786039"
[1] "Starting iterative with newton 0.125071485786039"
[1] "Starting newton at: 0.233912850967353"
[1] "Newton iter: 1, lambda:0.123657713659145, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.124975102939028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124975291833301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124975291833304, diff to last: 0"
[1] "Final threshold is: 0.00638207508214494"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.603270657123259"
[1] "Newton iter: 1, lambda:0.501981527123307, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.504968392899843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.504971067849866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50497106785201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.50497106785201"
[1] "Starting iterative with newton 0.50497106785201"
[1] "Starting newton at: 0.392787450385005"
[1] "Newton iter: 1, lambda:0.257446069414089, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.261126232901654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.261129001458109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261129001459675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261129001458109"
[1] "Starting iterative with newton 0.261129001458109"
[1] "Starting newton at: 0.131107700304804"
[1] "Newton iter: 1, lambda:0.225837281248003, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.227588126319622, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227588721246201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22758872124627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.227588721246201"
[1] "Starting iterative with newton 0.227588721246201"
[1] "Starting newton at: 0.107511257967288"
[1] "Newton iter: 1, lambda:0.220360416963422, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.222825596103487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222826765973245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222826765973509, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222826765973509"
[1] "Starting iterative with newton 0.222826765973509"
[1] "Starting newton at: 0.112273213239981"
[1] "Newton iter: 1, lambda:0.219905847672554, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.222145276322871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222146240587603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222146240587781, diff to last: 0"
[1] "Final threshold is: 0.0113442742629267"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0.613553064350127"
[1] "Newton iter: 1, lambda:0.569501364146106, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.570166896217624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570167050250724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570167050250732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570167050250732"
[1] "Starting iterative with newton 0.570167050250732"
[1] "Starting newton at: 0.231430428072694"
[1] "Newton iter: 1, lambda:0.328807526698864, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.331182784381585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.331184183962746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331184183963232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331184183962746"
[1] "Starting iterative with newton 0.331184183962746"
[1] "Starting newton at: 0.245739414581313"
[1] "Newton iter: 1, lambda:0.294666793500453, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.295232752939423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.295232828335399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2952328283354, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295232828335399"
[1] "Starting iterative with newton 0.295232828335399"
[1] "Starting newton at: 0.23897489285831"
[1] "Newton iter: 1, lambda:0.289030274272921, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.289617599073983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.289617679587451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289617679587452, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289617679587451"
[1] "Starting iterative with newton 0.289617679587451"
[1] "Starting newton at: 0.241126211822353"
[1] "Newton iter: 1, lambda:0.288216689508223, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.288735672189245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.288735734971286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288735734971287, diff to last: 0"
[1] "Final threshold is: 0.0147447796476678"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0.725615112069366"
[1] "Newton iter: 1, lambda:0.602417264571548, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.607915159359834, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.607926599784504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607926599833958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607926599784504"
[1] "Starting iterative with newton 0.607926599784504"
[1] "Starting newton at: 0.416575139445583"
[1] "Newton iter: 1, lambda:0.386340008437552, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.386603580946979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.386603601069816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386603601069816, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386603601069816"
[1] "Starting iterative with newton 0.386603601069816"
[1] "Starting newton at: 0.443883468731025"
[1] "Newton iter: 1, lambda:0.347140683810183, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.349673182418588, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.34967494186338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349674941864229, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.34967494186338"
[1] "Starting iterative with newton 0.34967494186338"
[1] "Starting newton at: 0.443639159335119"
[1] "Newton iter: 1, lambda:0.340468506545567, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.343319747218141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343321956282918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343321956284243, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343321956282918"
[1] "Starting iterative with newton 0.343321956282918"
[1] "Starting newton at: 0.444483358255729"
[1] "Newton iter: 1, lambda:0.339260066401754, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.342220276445856, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.342222653678167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342222653679699, diff to last: 0"
[1] "Final threshold is: 0.0174761797995891"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 0.811107939832598"
[1] "Newton iter: 1, lambda:0.73253824834403, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.735465485052787, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.735469685744801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735469685753442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735469685744801"
[1] "Starting iterative with newton 0.735469685744801"
[1] "Starting newton at: 0.513287631187537"
[1] "Newton iter: 1, lambda:0.619145811375034, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.624331712916487, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.624343834202959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624343834269076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624343834269076"
[1] "Starting iterative with newton 0.624343834269076"
[1] "Starting newton at: 0.553864669903078"
[1] "Newton iter: 1, lambda:0.595866169287838, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.596652669870529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596652942588313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596652942588346, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596652942588346"
[1] "Starting iterative with newton 0.596652942588346"
[1] "Starting newton at: 0.55366684583816"
[1] "Newton iter: 1, lambda:0.589015385959578, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.589568429459844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589568563573228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589568563573236, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.589568563573228"
[1] "Starting iterative with newton 0.589568563573228"
[1] "Starting newton at: 0.554488292378362"
[1] "Newton iter: 1, lambda:0.587269807907005, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.587744451013005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587744549658013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587744549658017, diff to last: 0"
[1] "Final threshold is: 0.0300141715215367"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 0.725483744327618"
[1] "Newton iter: 1, lambda:0.805033978359054, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.808604702884095, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.808611678583823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808611678610404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.808611678583823"
[1] "Starting iterative with newton 0.808611678583823"
[1] "Starting newton at: 0.712024643183841"
[1] "Newton iter: 1, lambda:0.729114420772241, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.72926764241793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.729267654656027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729267654656027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.729267654656027"
[1] "Starting iterative with newton 0.729267654656027"
[1] "Starting newton at: 0.703394349835087"
[1] "Newton iter: 1, lambda:0.707029066488668, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.707035868682698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.70703586870649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.707035868682698"
[1] "Starting iterative with newton 0.707035868682698"
[1] "Starting newton at: 0.69989532798106"
[1] "Newton iter: 1, lambda:0.700663621365396, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.700663923767037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.700663923767084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.700663923767084"
[1] "Starting iterative with newton 0.700663923767084"
[1] "Starting newton at: 0.702423893712204"
[1] "Newton iter: 1, lambda:0.698819547612839, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.698826184963063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6988261849856, diff to last: 0"
[1] "Final threshold is: 0.0356867434876314"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 0.911296209377936"
[1] "Newton iter: 1, lambda:0.875457804937447, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.876227605490199, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.876227967310533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876227967310612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876227967310533"
[1] "Starting iterative with newton 0.876227967310533"
[1] "Starting newton at: 0.930281338793109"
[1] "Newton iter: 1, lambda:0.828413736254055, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.834297482331743, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.834318200398134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834318200654333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.834318200398134"
[1] "Starting iterative with newton 0.834318200398134"
[1] "Starting newton at: 0.929924511962928"
[1] "Newton iter: 1, lambda:0.813595100320534, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.82116126857553, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.82119530696326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821195307649851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.82119530696326"
[1] "Starting iterative with newton 0.82119530696326"
[1] "Starting newton at: 0.934641145395903"
[1] "Newton iter: 1, lambda:0.808104965507342, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.816990114889563, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.817036973286083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81703697458427, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817036973286083"
[1] "Starting iterative with newton 0.817036973286083"
[1] "Starting newton at: 0.931851642036458"
[1] "Newton iter: 1, lambda:0.807019831477736, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.815670015161572, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.815714390455334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.815714391618724, diff to last: 0"
[1] "Final threshold is: 0.0416558377988497"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.2187719801397"
[1] "Newton iter: 1, lambda:1.21034778562269, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.21041592056686, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21041592505279, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21041592505279"
[1] "Starting iterative with newton 1.21041592505279"
[1] "Starting newton at: 1.73655124803534"
[1] "Newton iter: 1, lambda:1.31274198615905, diff to last: 0.424"
[1] "Newton iter: 2, lambda:1.43188714119969, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.44868364127092, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.44899255977711, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44899266272427, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44899266272428, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44899266272428"
[1] "Starting iterative with newton 1.44899266272428"
[1] "Starting newton at: 1.83515671634976"
[1] "Newton iter: 1, lambda:1.46027122205458, diff to last: 0.375"
[1] "Newton iter: 2, lambda:1.5615928852965, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.57437964639445, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.5745682249104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57456826541579, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57456826541579, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57456826541579"
[1] "Starting iterative with newton 1.57456826541579"
[1] "Starting newton at: 1.87224458475391"
[1] "Newton iter: 1, lambda:1.54469145532796, diff to last: 0.328"
[1] "Newton iter: 2, lambda:1.62807897229933, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.63688816419732, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.63697983715134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63697984698946, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63697984698946"
[1] "Starting iterative with newton 1.63697984698946"
[1] "Starting newton at: 1.85569328699018"
[1] "Newton iter: 1, lambda:1.61152502797373, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.66373923297959, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.66714915776298, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.66716300486259, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66716300509011, diff to last: 0"
[1] "Final threshold is: 0.0851365043168002"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.16276990176113"
[1] "Newton iter: 1, lambda:1.21937491078268, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.22259822225598, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.22260828879323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22260828889117, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22260828879323"
[1] "Starting iterative with newton 1.22260828879323"
[1] "Starting newton at: 1.77630098922337"
[1] "Newton iter: 1, lambda:1.33543109409071, diff to last: 0.441"
[1] "Newton iter: 2, lambda:1.46075568130903, diff to last: 0.125"
[1] "Newton iter: 3, lambda:1.47940418210716, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.47978425845922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47978441368741, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47978441368744, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47978441368744"
[1] "Starting iterative with newton 1.47978441368744"
[1] "Starting newton at: 1.84272913275927"
[1] "Newton iter: 1, lambda:1.515698630367, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.5967545375758, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.60474494628429, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.6048174892433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60481749517437, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60481749517437"
[1] "Starting iterative with newton 1.60481749517437"
[1] "Starting newton at: 1.90661778877341"
[1] "Newton iter: 1, lambda:1.56178284728591, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.6507053448388, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.66062927596865, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.66074389356192, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66074390869335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66074390869335, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66074389356192"
[1] "Starting iterative with newton 1.66074389356192"
[1] "Starting newton at: 1.91934011868299"
[1] "Newton iter: 1, lambda:1.59559580858959, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.67655330928874, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.6848108921842, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.68489087424481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68489088168273, diff to last: 0"
[1] "Final threshold is: 0.0860418083797184"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.11106641781029"
[1] "Newton iter: 1, lambda:1.26539497802944, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.2931434626996, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29397704226586, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29397777851046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29397777851103, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29397777851103"
[1] "Starting iterative with newton 1.29397777851103"
[1] "Starting newton at: 1.52652462066652"
[1] "Newton iter: 1, lambda:1.63763439349069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65437400102789, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.65472243430251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65472258262219, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65472258262222, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65472258262219"
[1] "Starting iterative with newton 1.65472258262219"
[1] "Starting newton at: 1.61594747526231"
[1] "Newton iter: 1, lambda:1.79873787252443, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.85021093386249, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.85385826145587, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.85387558063994, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85387558102871, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85387558063994"
[1] "Starting iterative with newton 1.85387558063994"
[1] "Starting newton at: 1.65479398046817"
[1] "Newton iter: 1, lambda:1.86785861524533, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.94158816236418, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.94947948863253, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.94956304261078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94956305188382, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94956304261078"
[1] "Starting iterative with newton 1.94956304261078"
[1] "Starting newton at: 1.66637917674953"
[1] "Newton iter: 1, lambda:1.89447983005074, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.98092939012647, diff to last: 0.086"
[1] "Newton iter: 3, lambda:1.99206815143501, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.99223706687226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.99223710516033, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99223710516033, diff to last: 0"
[1] "Final threshold is: 0.101736962208259"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.23153596850787"
[1] "Newton iter: 1, lambda:1.48635404330528, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.59426291376064, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.61335203641072, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.61390548322539, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61390593878333, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61390593878364, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61390593878364"
[1] "Starting iterative with newton 1.61390593878364"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224972531787767"
threshold is:
[{'ad': 0.0006675913769956207, 'da': 0.0008677832261866859, 'dd': 0.002696071849364186}, {'ad': 0.0047446144876353135, 'da': 0.006382075082144941, 'dd': 0.011344274262926743}, {'ad': 0.014744779647667785, 'da': 0.017476179799589087, 'dd': 0.0300141715215367}, {'ad': 0.03568674348763141, 'da': 0.04165583779884971, 'dd': 0.0851365043168002}, {'ad': 0.08604180837971845, 'da': 0.10173696220825872, 'dd': 0.22497253178776683}]
Number of points in noise estimation: 128
Estimated noise: 0.05106669477241578
0.05106669477241578
threshold is:
[{'ad': 0.041022616795769906, 'da': 0.034570905330273266, 'dd': 0.002828697200285113}, {'ad': 0.006776134921329557, 'da': 0.005838069905924996, 'dd': 0.017538801953769514}, {'ad': 0.01671464382379373, 'da': 0.0190825794421879, 'dd': 0.028578187965709188}, {'ad': 0.03408066215905858, 'da': 0.0366479701144264, 'dd': 0.07196192628622097}, {'ad': 0.055306894322132066, 'da': 0.06946215364710077, 'dd': 0.22497253178776683}]
['peppers256', 0.05, 3, 0.002446262113679539, 0.0008905428340788817, 0.0008930975755901497, 0.003892844913991971, 0.0009672201203208173, 0.001141228276865024, 0.0009672201203208173, 0.001141228276865024, 26.11497010739705, 30.503451866367772, 30.491010895713003, 24.097328976789917, 30.14474677766166, 29.42627476119146, 30.14474677766166, 29.42627476119146]
peppers256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725702060102608, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728187948081521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728187977233042, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0728187948081521"
[1] "Starting iterative with newton 0.0728187948081521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204298923649868, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204391793502946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204391793522138, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0204391793502946"
[1] "Starting iterative with newton 0.0204391793502946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193904086593884, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193985985978057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193985985992668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193985985992668"
[1] "Starting iterative with newton 0.0193985985992668"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019369879736881, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.01937804883538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019378048836833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01937804883538"
[1] "Starting iterative with newton 0.01937804883538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193694743762397, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193776430635544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193776430650073, diff to last: 0"
[1] "Final threshold is: 0.000972434667271373"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891373540508855, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0895946434612885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0895946554687779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0895946554687779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0895946554687779"
[1] "Starting iterative with newton 0.0895946554687779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134062601504112, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134089608480303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134089608481399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0134089608481399"
[1] "Starting iterative with newton 0.0134089608481399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125804311286356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125826619269142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125826619269844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0125826619269142"
[1] "Starting iterative with newton 0.0125826619269142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125715720873965, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737982397992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012573798239869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0125737982397992"
[1] "Starting iterative with newton 0.0125737982397992"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125714770678612, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737031704769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125737031705467, diff to last: 0"
[1] "Final threshold is: 0.000630990302527997"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109485785980316, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110532983187756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110533078887807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110533078887808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.110533078887807"
[1] "Starting iterative with newton 0.110533078887807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482361602120321, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483127037333286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483127039259772, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483127039259772"
[1] "Starting iterative with newton 0.0483127039259772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047328816925495, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474016527471862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474016529196025, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0474016529196025"
[1] "Starting iterative with newton 0.0474016529196025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473153806835811, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473881627100665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473881628821988, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0473881627100665"
[1] "Starting iterative with newton 0.0473881627100665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473151816986571, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473879629286922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473879631008203, diff to last: 0"
[1] "Final threshold is: 0.00237808580806722"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.225052860078578"
[1] "Newton iter: 1, lambda:0.244998460063038, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.245058282518778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245058283055806, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.245058283055806"
[1] "Starting iterative with newton 0.245058283055806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928916269304808, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935806759031518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935807138014436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935807138014437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935807138014436"
[1] "Starting iterative with newton 0.0935807138014436"
[1] "Starting newton at: 0.106714742321267"
[1] "Newton iter: 1, lambda:0.0860032660285425, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0860355973915568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0860355974703522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0860355973915568"
[1] "Starting iterative with newton 0.0860355973915568"
[1] "Starting newton at: 0.114259858731153"
[1] "Newton iter: 1, lambda:0.0855957645393252, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856575102117843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856575104983439, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856575104983439"
[1] "Starting iterative with newton 0.0856575104983439"
[1] "Starting newton at: 0.114637945624366"
[1] "Newton iter: 1, lambda:0.0855750803098976, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856385466132491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856385469159583, diff to last: 0"
[1] "Final threshold is: 0.00429762749310252"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.318224379503351"
[1] "Newton iter: 1, lambda:0.334480238457374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.334531374392225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.33453137489683, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334531374392225"
[1] "Starting iterative with newton 0.334531374392225"
[1] "Starting newton at: 0.240229424647894"
[1] "Newton iter: 1, lambda:0.143670164071667, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.144771124963314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.144771268671464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144771268671467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.144771268671464"
[1] "Starting iterative with newton 0.144771268671464"
[1] "Starting newton at: 0.223986390857268"
[1] "Newton iter: 1, lambda:0.128576351456756, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.129596250622089, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.129596367530329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12959636753033, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129596367530329"
[1] "Starting iterative with newton 0.129596367530329"
[1] "Starting newton at: 0.198533042539354"
[1] "Newton iter: 1, lambda:0.12779417475228, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.128352916386531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12835295131972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12835295131972, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12835295131972"
[1] "Starting iterative with newton 0.12835295131972"
[1] "Starting newton at: 0.199776458749963"
[1] "Newton iter: 1, lambda:0.127670472214588, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.128250783534968, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12825082120376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12825082120376, diff to last: 0"
[1] "Final threshold is: 0.00643605335465822"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.395436794832205"
[1] "Newton iter: 1, lambda:0.493978839808388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.496787242726813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.496789472617247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496789472618652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.496789472617247"
[1] "Starting iterative with newton 0.496789472617247"
[1] "Starting newton at: 0.245576545394687"
[1] "Newton iter: 1, lambda:0.241922719977979, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.241925281161554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241925281162813, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241925281161554"
[1] "Starting iterative with newton 0.241925281161554"
[1] "Starting newton at: 0.229624410116132"
[1] "Newton iter: 1, lambda:0.210410733837845, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.210476759025348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210476759805814, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210476759025348"
[1] "Starting iterative with newton 0.210476759025348"
[1] "Starting newton at: 0.191386220270461"
[1] "Newton iter: 1, lambda:0.20646675069136, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.206507125965026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206507126254234, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.206507125965026"
[1] "Starting iterative with newton 0.206507125965026"
[1] "Starting newton at: 0.195355853330783"
[1] "Newton iter: 1, lambda:0.20598430571514, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.206004333435923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206004333507002, diff to last: 0"
[1] "Final threshold is: 0.0103379835645294"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0.678856007561475"
[1] "Newton iter: 1, lambda:0.561151818565858, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.56580384353036, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.565811398942023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565811398961926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565811398961926"
[1] "Starting iterative with newton 0.565811398961926"
[1] "Starting newton at: 0.244935002987781"
[1] "Newton iter: 1, lambda:0.315502924632166, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.316710832536151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.316711183960185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316711183960215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316711183960185"
[1] "Starting iterative with newton 0.316711183960185"
[1] "Starting newton at: 0.21363595217827"
[1] "Newton iter: 1, lambda:0.278123379922234, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.279075035383665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279075241600564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279075241600574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279075241600564"
[1] "Starting iterative with newton 0.279075241600564"
[1] "Starting newton at: 0.226528083911557"
[1] "Newton iter: 1, lambda:0.272654254735308, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.273136014807829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273136067172964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273136067172964, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273136067172964"
[1] "Starting iterative with newton 0.273136067172964"
[1] "Starting newton at: 0.227527332094376"
[1] "Newton iter: 1, lambda:0.271750698060733, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.27219281490362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272192858940836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272192858940836, diff to last: 0"
[1] "Final threshold is: 0.0136595442154472"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0.490143988812177"
[1] "Newton iter: 1, lambda:0.594322697811599, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.598486222980869, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.598492692186026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598492692201624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598492692186026"
[1] "Starting iterative with newton 0.598492692186026"
[1] "Starting newton at: 0.483924307223155"
[1] "Newton iter: 1, lambda:0.383019453007932, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.38588252863599, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.385884876594348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385884876595927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385884876594348"
[1] "Starting iterative with newton 0.385884876594348"
[1] "Starting newton at: 0.396178815079021"
[1] "Newton iter: 1, lambda:0.348497562141721, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.349116322174993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349116427094154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349116427094157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.349116427094154"
[1] "Starting iterative with newton 0.349116427094154"
[1] "Starting newton at: 0.398802690075142"
[1] "Newton iter: 1, lambda:0.341571511479418, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.342454744501791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.342454956576538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34245495657655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.342454956576538"
[1] "Starting iterative with newton 0.342454956576538"
[1] "Starting newton at: 0.404814653290894"
[1] "Newton iter: 1, lambda:0.34011111426788, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.341237148358234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341237492562837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34123749256287, diff to last: 0"
[1] "Final threshold is: 0.017124433887678"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 0.578679151994083"
[1] "Newton iter: 1, lambda:0.720809399832952, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.731212319974135, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.731265779617338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731265781023613, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.731265781023613"
[1] "Starting iterative with newton 0.731265781023613"
[1] "Starting newton at: 0.547882290438509"
[1] "Newton iter: 1, lambda:0.60432772381907, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.605757675076313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605758579700043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605758579700405, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605758579700405"
[1] "Starting iterative with newton 0.605758579700405"
[1] "Starting newton at: 0.528855549597105"
[1] "Newton iter: 1, lambda:0.573986599544571, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.574873102289064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.57487344066046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574873440660509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57487344066046"
[1] "Starting iterative with newton 0.57487344066046"
[1] "Starting newton at: 0.533164272122503"
[1] "Newton iter: 1, lambda:0.566563717725262, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.567044535611704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567044634462317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567044634462321, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.567044634462317"
[1] "Starting iterative with newton 0.567044634462317"
[1] "Starting newton at: 0.53760128801134"
[1] "Newton iter: 1, lambda:0.564728874987482, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.56504504025152, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565045082916363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565045082916364, diff to last: 0"
[1] "Final threshold is: 0.0283558441755254"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 0.711846791509191"
[1] "Newton iter: 1, lambda:0.807545098061396, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.812747984629343, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.812762809288095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81276280940817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812762809288095"
[1] "Starting iterative with newton 0.812762809288095"
[1] "Starting newton at: 0.725270538282059"
[1] "Newton iter: 1, lambda:0.725960090407398, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.725960338232298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.72596033823233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.725960338232298"
[1] "Starting iterative with newton 0.725960338232298"
[1] "Starting newton at: 0.730059170699224"
[1] "Newton iter: 1, lambda:0.700752305291092, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.70118849859587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701188596318422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701188596318427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701188596318427"
[1] "Starting iterative with newton 0.701188596318427"
[1] "Starting newton at: 0.734540419001426"
[1] "Newton iter: 1, lambda:0.69308486711756, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.693949870423523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.693950253106103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693950253106178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.693950253106178"
[1] "Starting iterative with newton 0.693950253106178"
[1] "Starting newton at: 0.73733809617438"
[1] "Newton iter: 1, lambda:0.690730814184373, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.691820601094511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.691821207771196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691821207771384, diff to last: 0"
[1] "Final threshold is: 0.0347178923558437"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 0.858519462310294"
[1] "Newton iter: 1, lambda:0.882325267499208, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.882673917721895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.882673991666035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882673991666038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.882673991666035"
[1] "Starting iterative with newton 0.882673991666035"
[1] "Starting newton at: 0.856656444570985"
[1] "Newton iter: 1, lambda:0.829836973435211, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.830257097953959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830257202367795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830257202367802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.830257202367802"
[1] "Starting iterative with newton 0.830257202367802"
[1] "Starting newton at: 0.863646623901463"
[1] "Newton iter: 1, lambda:0.812410075523165, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.813912704227806, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813914028753216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813914028754245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813914028753216"
[1] "Starting iterative with newton 0.813914028753216"
[1] "Starting newton at: 0.858600753177726"
[1] "Newton iter: 1, lambda:0.80722623069906, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.808732876731481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.808734204578045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808734204579076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.808734204579076"
[1] "Starting iterative with newton 0.808734204579076"
[1] "Starting newton at: 0.859364613198251"
[1] "Newton iter: 1, lambda:0.805425130294395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.807082512007003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.807084117489282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.807084117490787, diff to last: 0"
[1] "Final threshold is: 0.0405021690551636"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.18229625087801"
[1] "Newton iter: 1, lambda:1.2136550829724, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.21461991060434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21462080404063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21462080404139, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21462080404063"
[1] "Starting iterative with newton 1.21462080404063"
[1] "Starting newton at: 1.7447520790554"
[1] "Newton iter: 1, lambda:1.26873656678964, diff to last: 0.476"
[1] "Newton iter: 2, lambda:1.40791750470144, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.43052804582757, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.43107680609878, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.43107712307163, diff to last: 0"
[1] "Newton iter: 6, lambda:1.43107712307174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43107712307174"
[1] "Starting iterative with newton 1.43107712307174"
[1] "Starting newton at: 1.79384781304285"
[1] "Newton iter: 1, lambda:1.43937572984861, diff to last: 0.354"
[1] "Newton iter: 2, lambda:1.5302925860295, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.54013196936736, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.54023934455262, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54023935721904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54023935721904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54023935721904"
[1] "Starting iterative with newton 1.54023935721904"
[1] "Starting newton at: 1.84223005506497"
[1] "Newton iter: 1, lambda:1.49131524094374, diff to last: 0.351"
[1] "Newton iter: 2, lambda:1.58161472735603, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.59154509091876, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.59165674476239, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59165675873843, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59165675873843, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.59165675873843"
[1] "Starting iterative with newton 1.59165675873843"
[1] "Starting newton at: 1.88730924630549"
[1] "Newton iter: 1, lambda:1.49087822659569, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.59996963823689, diff to last: 0.109"
[1] "Newton iter: 3, lambda:1.61483721836613, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.6150911291614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61509120212142, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61509120212143, diff to last: 0"
[1] "Final threshold is: 0.0810506556755503"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.21367917744482"
[1] "Newton iter: 1, lambda:1.20876315088968, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.20878608469989, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20878608520088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20878608520088"
[1] "Starting iterative with newton 1.20878608520088"
[1] "Starting newton at: 1.78730937167349"
[1] "Newton iter: 1, lambda:1.24596367181988, diff to last: 0.541"
[1] "Newton iter: 2, lambda:1.41217947088984, diff to last: 0.166"
[1] "Newton iter: 3, lambda:1.44487372603326, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.44602888097783, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.44603028327339, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44603028327546, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44603028327339"
[1] "Starting iterative with newton 1.44603028327339"
[1] "Starting newton at: 1.91343720630436"
[1] "Newton iter: 1, lambda:1.32822680444307, diff to last: 0.585"
[1] "Newton iter: 2, lambda:1.51444764064673, diff to last: 0.186"
[1] "Newton iter: 3, lambda:1.55831700526549, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56052093303911, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.5605262805229, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56052628055431, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56052628055431"
[1] "Starting iterative with newton 1.56052628055431"
[1] "Starting newton at: 1.96378142468678"
[1] "Newton iter: 1, lambda:1.37344536028452, diff to last: 0.59"
[1] "Newton iter: 2, lambda:1.56257798347863, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.60911796955257, diff to last: 0.047"
[1] "Newton iter: 4, lambda:1.61166198492965, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.61166926749408, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6116692675536, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6116692675536"
[1] "Starting iterative with newton 1.6116692675536"
[1] "Starting newton at: 2.02711547224101"
[1] "Newton iter: 1, lambda:1.30533655597957, diff to last: 0.722"
[1] "Newton iter: 2, lambda:1.54746679848776, diff to last: 0.242"
[1] "Newton iter: 3, lambda:1.62614532385034, diff to last: 0.079"
[1] "Newton iter: 4, lambda:1.63370604797861, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.63377133047346, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63377133530298, diff to last: 0"
[1] "Final threshold is: 0.0819880869738466"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.1367542820907"
[1] "Newton iter: 1, lambda:1.25467328850318, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.27021241540171, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.27046502464693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27046509059536, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27046509059537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27046509059536"
[1] "Starting iterative with newton 1.27046509059536"
[1] "Starting newton at: 1.55817708114601"
[1] "Newton iter: 1, lambda:1.59963328012458, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.60173055441635, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.6017357138669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60173571389805, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60173571389805"
[1] "Starting iterative with newton 1.60173571389805"
[1] "Starting newton at: 1.63219425387329"
[1] "Newton iter: 1, lambda:1.75440671314238, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.77522877975388, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.77577597931938, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.77577634855645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77577634855662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77577634855645"
[1] "Starting iterative with newton 1.77577634855645"
[1] "Starting newton at: 1.70477275711195"
[1] "Newton iter: 1, lambda:1.83163326454122, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.85484327383788, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.85554231639976, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.85554293371705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85554293371753, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85554293371705"
[1] "Starting iterative with newton 1.85554293371705"
[1] "Starting newton at: 1.71422979815149"
[1] "Newton iter: 1, lambda:1.85796286547923, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.88858458137073, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.88982593751739, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.88982790662991, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88982790663486, diff to last: 0"
[1] "Final threshold is: 0.0948378585342529"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.26008524746769"
[1] "Newton iter: 1, lambda:1.48975223332769, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.57662606113601, diff to last: 0.087"
[1] "Newton iter: 3, lambda:1.58861291315241, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58882595982014, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58882602623504, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58882602623505, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58882602623504"
[1] "Starting iterative with newton 1.58882602623504"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.221080901735187"
threshold is:
[{'ad': 0.0009724346672713726, 'da': 0.0006309903025279968, 'dd': 0.00237808580806722}, {'ad': 0.004297627493102521, 'da': 0.00643605335465822, 'dd': 0.010337983564529387}, {'ad': 0.013659544215447203, 'da': 0.01712443388767802, 'dd': 0.028355844175525353}, {'ad': 0.034717892355843744, 'da': 0.040502169055163594, 'dd': 0.08105065567555032}, {'ad': 0.08198808697384663, 'da': 0.09483785853425286, 'dd': 0.22108090173518694}]
Number of points in noise estimation: 128
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.0342297337562"
[1] "Starting iterative with newton 27.0342297337562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.266191760449"
[1] "Starting iterative with newton 19.266191760449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.9897722202352"
[1] "Starting iterative with newton 16.9897722202352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.64203258927085"
[1] "Starting iterative with newton 9.64203258927085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.61620185809737"
[1] "Starting iterative with newton 7.61620185809737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.68493544521651"
[1] "Starting iterative with newton 3.68493544521651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 1.52300383014482"
[1] "Newton iter: 1, lambda:1.4128548011159, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.40325045730083, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.40316647900085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40316647252454, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40316647900085"
[1] "Starting iterative with newton 1.40316647900085"
[1] "Starting newton at: 1.62598163665962"
[1] "Newton iter: 1, lambda:1.48856410176324, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.4766804540289, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.47656986826681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47656985855833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47656985855833"
[1] "Starting iterative with newton 1.47656985855833"
[1] "Starting newton at: 1.70625681683468"
[1] "Newton iter: 1, lambda:1.56682777733418, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.55694692097155, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.5568823373637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55688233456505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5568823373637"
[1] "Starting iterative with newton 1.5568823373637"
[1] "Starting newton at: 1.80123679573559"
[1] "Newton iter: 1, lambda:1.62391984113899, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.61170355885661, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.61161664897339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61161664448427, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61161664448427"
[1] "Starting iterative with newton 1.61161664448427"
[1] "Starting newton at: 1.81845466390062"
[1] "Newton iter: 1, lambda:1.65087822086441, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.6405976478428, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.64053991976787, diff to last: 0"
[1] "Newton iter: 4, lambda:1.640539917914, diff to last: 0"
[1] "Final threshold is: 0.0823277569924169"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 1.32965145850785"
[1] "Newton iter: 1, lambda:1.30697516696094, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.30645397373897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.306453692829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30645369282892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30645369282892"
[1] "Starting iterative with newton 1.30645369282892"
[1] "Starting newton at: 1.50108232494221"
[1] "Newton iter: 1, lambda:1.49086429940431, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.49079278077625, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49079277721642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49079278077625"
[1] "Starting iterative with newton 1.49079278077625"
[1] "Starting newton at: 1.6697552420135"
[1] "Newton iter: 1, lambda:1.65238351104995, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.65225114437517, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65225113635149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65225113635149"
[1] "Starting iterative with newton 1.65225113635149"
[1] "Starting newton at: 1.83967217352353"
[1] "Newton iter: 1, lambda:1.77915823046091, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.77827897214392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77827873640938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77827873640936, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.77827873640936"
[1] "Starting iterative with newton 1.77827873640936"
[1] "Starting newton at: 1.95234155984214"
[1] "Newton iter: 1, lambda:1.86716388710287, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.86622851317087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.86622832558805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86622832558804, diff to last: 0"
[1] "Final threshold is: 0.0936535529575773"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 1.21636198051771"
[1] "Newton iter: 1, lambda:1.2760799743847, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.27204926300157, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.27203136252162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27203136216759, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27203136252162"
[1] "Starting iterative with newton 1.27203136252162"
[1] "Starting newton at: 1.56521927965193"
[1] "Newton iter: 1, lambda:1.56002857526931, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.560013122439, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56001312230067, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.560013122439"
[1] "Starting iterative with newton 1.560013122439"
[1] "Starting newton at: 1.72844416282977"
[1] "Newton iter: 1, lambda:1.82949190517951, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.82607962597696, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82607697199829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82607697199666, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82607697199666"
[1] "Starting iterative with newton 1.82607697199666"
[1] "Starting newton at: 2.05755824551335"
[1] "Newton iter: 1, lambda:1.98962286197188, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.98956588643294, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98956588618714, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98956588618714"
[1] "Starting iterative with newton 1.98956588618714"
[1] "Starting newton at: 2.23206610644765"
[1] "Newton iter: 1, lambda:2.06266098260657, diff to last: 0.169"
[1] "Newton iter: 2, lambda:2.06603183577263, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.06603160897628, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06603160897628, diff to last: 0"
[1] "Final threshold is: 0.103680347174197"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.32709962732786"
[1] "Newton iter: 1, lambda:1.25992990417476, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.25562448899218, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.25560521142788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25560521103977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25560521103977"
[1] "Starting iterative with newton 1.25560521103977"
[1] "Starting newton at: 1.88839449285812"
[1] "Newton iter: 1, lambda:1.86239231916437, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.86241284412236, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86241284412206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86241284412236"
[1] "Starting iterative with newton 1.86241284412236"
[1] "Starting newton at: 2.35186787870041"
[1] "Newton iter: 1, lambda:2.29650428617396, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.29782502165727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.29782571173477, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29782571173496, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.29782571173477"
[1] "Starting iterative with newton 2.29782571173477"
[1] "Starting newton at: 2.52213103892146"
[1] "Newton iter: 1, lambda:2.52616381087776, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.52617204789182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5261720479263, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52617204789182"
[1] "Starting iterative with newton 2.52617204789182"
[1] "Starting newton at: 2.59673626407976"
[1] "Newton iter: 1, lambda:2.63388871264632, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.6346249460488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63462524108226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6346252410823, diff to last: 0"
[1] "Final threshold is: 0.132214269366704"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.29100700314151"
[1] "Newton iter: 1, lambda:1.39311047470863, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.38409059910203, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38402805243546, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38402804938497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38402804938497"
[1] "Starting iterative with newton 1.38402804938497"
[1] "Starting newton at: 2.02929767764116"
[1] "Newton iter: 1, lambda:2.03308275707006, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03308564026898, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03308564027069, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03308564026898"
[1] "Starting iterative with newton 2.03308564026898"
[1] "Starting newton at: 2.3467388717414"
[1] "Newton iter: 1, lambda:2.41857034806056, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.42082345107008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.42082588596614, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42082588596899, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.42082588596614"
[1] "Starting iterative with newton 2.42082588596614"
[1] "Starting newton at: 2.65542550945448"
[1] "Newton iter: 1, lambda:2.62925837915998, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62964011429926, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62964019473343, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62964019473343, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62964019473343"
[1] "Starting iterative with newton 2.62964019473343"
[1] "Starting newton at: 2.74715374131533"
[1] "Newton iter: 1, lambda:2.72203235321381, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.72239424347464, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7223943182641, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7223943182641, diff to last: 0"
[1] "Final threshold is: 0.13661881397959"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.41620759483412"
[1] "Newton iter: 1, lambda:1.43042440939079, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.43028710657107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.43028709410989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43028709410989, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43028710657107"
[1] "Starting iterative with newton 1.43028710657107"
[1] "Starting newton at: 2.20432571318496"
[1] "Newton iter: 1, lambda:2.13403053129627, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.13612146208136, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13612305998877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13612305998971, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13612305998971"
[1] "Starting iterative with newton 2.13612305998971"
[1] "Starting newton at: 2.56648585010002"
[1] "Newton iter: 1, lambda:2.55494075834695, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.5550264122889, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55502641697854, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5550264122889"
[1] "Starting iterative with newton 2.5550264122889"
[1] "Starting newton at: 2.74150666712954"
[1] "Newton iter: 1, lambda:2.77549395903004, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.77631373542891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77631421351263, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77631421351279, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77631421351263"
[1] "Starting iterative with newton 2.77631421351263"
[1] "Starting newton at: 2.90741224982513"
[1] "Newton iter: 1, lambda:2.89278965550012, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.89294598434461, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89294600227495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89294600227495, diff to last: 0"
[1] "Final threshold is: 0.145177664615533"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.93446161202089"
[1] "Newton iter: 1, lambda:2.22807186423331, diff to last: 0.294"
[1] "Newton iter: 2, lambda:2.27808325836406, diff to last: 0.05"
[1] "Newton iter: 3, lambda:2.28049670522192, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.28050246890889, diff to last: 0"
[1] "Newton iter: 5, lambda:2.28050246894179, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.28050246894179"
[1] "Starting iterative with newton 2.28050246894179"
[1] "Starting newton at: 3.05370749014952"
[1] "Newton iter: 1, lambda:3.13504053830704, diff to last: 0.081"
[1] "Newton iter: 2, lambda:3.14548994049854, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.1456549360226, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14565497677789, diff to last: 0"
[1] "Newton iter: 5, lambda:3.14565497677789, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.14565497677789"
[1] "Starting iterative with newton 3.14565497677789"
[1] "Starting newton at: 3.65525390015771"
[1] "Newton iter: 1, lambda:3.77463900128224, diff to last: 0.119"
[1] "Newton iter: 2, lambda:3.8050015109858, diff to last: 0.03"
[1] "Newton iter: 3, lambda:3.80678182938581, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.80678768990001, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80678768996334, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.80678768996334"
[1] "Starting iterative with newton 3.80678768996334"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.45076123856969, diff to last: 0.005"
[1] "Newton iter: 2, lambda:4.45081538819026, diff to last: 0"
[1] "Newton iter: 3, lambda:4.45081539438576, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.45081539438576"
[1] "Starting iterative with newton 4.45081539438576"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.54941232468577, diff to last: 0.094"
[1] "Newton iter: 2, lambda:4.57196622583989, diff to last: 0.023"
[1] "Newton iter: 3, lambda:4.573106471478, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.57310925192882, diff to last: 0"
[1] "Newton iter: 5, lambda:4.57310925194531, diff to last: 0"
[1] "Final threshold is: 0.229493853263048"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0823277569924169}, {'ad': 0.09365355295757732, 'da': 0.10368034717419666, 'dd': 0.13221426936670405}, {'ad': 0.1366188139795897, 'da': 0.14517766461553264, 'dd': 0.22949385326304797}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.365869937206745. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.0342297337562"
[1] "Starting iterative with newton 27.0342297337562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.266191760449"
[1] "Starting iterative with newton 19.266191760449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.9897722202352"
[1] "Starting iterative with newton 16.9897722202352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.64203258927085"
[1] "Starting iterative with newton 9.64203258927085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.61620185809737"
[1] "Starting iterative with newton 7.61620185809737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.68493544521651"
[1] "Starting iterative with newton 3.68493544521651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 1.52300383014482"
[1] "Newton iter: 1, lambda:1.4128548011159, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.40325045730083, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.40316647900085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40316647252454, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40316647900085"
[1] "Starting iterative with newton 1.40316647900085"
[1] "Starting newton at: 1.62598163665962"
[1] "Newton iter: 1, lambda:1.48856410176324, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.4766804540289, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.47656986826681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47656985855833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47656985855833"
[1] "Starting iterative with newton 1.47656985855833"
[1] "Starting newton at: 1.70625681683468"
[1] "Newton iter: 1, lambda:1.56682777733418, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.55694692097155, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.5568823373637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55688233456505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5568823373637"
[1] "Starting iterative with newton 1.5568823373637"
[1] "Starting newton at: 1.80123679573559"
[1] "Newton iter: 1, lambda:1.62391984113899, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.61170355885661, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.61161664897339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61161664448427, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61161664448427"
[1] "Starting iterative with newton 1.61161664448427"
[1] "Starting newton at: 1.81845466390062"
[1] "Newton iter: 1, lambda:1.65087822086441, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.6405976478428, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.64053991976787, diff to last: 0"
[1] "Newton iter: 4, lambda:1.640539917914, diff to last: 0"
[1] "Final threshold is: 0.0823277569924169"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 1.32965145850785"
[1] "Newton iter: 1, lambda:1.30697516696094, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.30645397373897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.306453692829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30645369282892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30645369282892"
[1] "Starting iterative with newton 1.30645369282892"
[1] "Starting newton at: 1.50108232494221"
[1] "Newton iter: 1, lambda:1.49086429940431, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.49079278077625, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49079277721642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49079278077625"
[1] "Starting iterative with newton 1.49079278077625"
[1] "Starting newton at: 1.6697552420135"
[1] "Newton iter: 1, lambda:1.65238351104995, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.65225114437517, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65225113635149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65225113635149"
[1] "Starting iterative with newton 1.65225113635149"
[1] "Starting newton at: 1.83967217352353"
[1] "Newton iter: 1, lambda:1.77915823046091, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.77827897214392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77827873640938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77827873640936, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.77827873640936"
[1] "Starting iterative with newton 1.77827873640936"
[1] "Starting newton at: 1.95234155984214"
[1] "Newton iter: 1, lambda:1.86716388710287, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.86622851317087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.86622832558805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86622832558804, diff to last: 0"
[1] "Final threshold is: 0.0936535529575773"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 1.21636198051771"
[1] "Newton iter: 1, lambda:1.2760799743847, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.27204926300157, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.27203136252162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27203136216759, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27203136252162"
[1] "Starting iterative with newton 1.27203136252162"
[1] "Starting newton at: 1.56521927965193"
[1] "Newton iter: 1, lambda:1.56002857526931, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.560013122439, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56001312230067, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.560013122439"
[1] "Starting iterative with newton 1.560013122439"
[1] "Starting newton at: 1.72844416282977"
[1] "Newton iter: 1, lambda:1.82949190517951, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.82607962597696, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82607697199829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82607697199666, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82607697199666"
[1] "Starting iterative with newton 1.82607697199666"
[1] "Starting newton at: 2.05755824551335"
[1] "Newton iter: 1, lambda:1.98962286197188, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.98956588643294, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98956588618714, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98956588618714"
[1] "Starting iterative with newton 1.98956588618714"
[1] "Starting newton at: 2.23206610644765"
[1] "Newton iter: 1, lambda:2.06266098260657, diff to last: 0.169"
[1] "Newton iter: 2, lambda:2.06603183577263, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.06603160897628, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06603160897628, diff to last: 0"
[1] "Final threshold is: 0.103680347174197"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.32709962732786"
[1] "Newton iter: 1, lambda:1.25992990417476, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.25562448899218, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.25560521142788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25560521103977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25560521103977"
[1] "Starting iterative with newton 1.25560521103977"
[1] "Starting newton at: 1.88839449285812"
[1] "Newton iter: 1, lambda:1.86239231916437, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.86241284412236, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86241284412206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86241284412236"
[1] "Starting iterative with newton 1.86241284412236"
[1] "Starting newton at: 2.35186787870041"
[1] "Newton iter: 1, lambda:2.29650428617396, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.29782502165727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.29782571173477, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29782571173496, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.29782571173477"
[1] "Starting iterative with newton 2.29782571173477"
[1] "Starting newton at: 2.52213103892146"
[1] "Newton iter: 1, lambda:2.52616381087776, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.52617204789182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5261720479263, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52617204789182"
[1] "Starting iterative with newton 2.52617204789182"
[1] "Starting newton at: 2.59673626407976"
[1] "Newton iter: 1, lambda:2.63388871264632, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.6346249460488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63462524108226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6346252410823, diff to last: 0"
[1] "Final threshold is: 0.132214269366704"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.29100700314151"
[1] "Newton iter: 1, lambda:1.39311047470863, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.38409059910203, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38402805243546, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38402804938497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38402804938497"
[1] "Starting iterative with newton 1.38402804938497"
[1] "Starting newton at: 2.02929767764116"
[1] "Newton iter: 1, lambda:2.03308275707006, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03308564026898, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03308564027069, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03308564026898"
[1] "Starting iterative with newton 2.03308564026898"
[1] "Starting newton at: 2.3467388717414"
[1] "Newton iter: 1, lambda:2.41857034806056, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.42082345107008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.42082588596614, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42082588596899, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.42082588596614"
[1] "Starting iterative with newton 2.42082588596614"
[1] "Starting newton at: 2.65542550945448"
[1] "Newton iter: 1, lambda:2.62925837915998, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62964011429926, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62964019473343, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62964019473343, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62964019473343"
[1] "Starting iterative with newton 2.62964019473343"
[1] "Starting newton at: 2.74715374131533"
[1] "Newton iter: 1, lambda:2.72203235321381, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.72239424347464, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7223943182641, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7223943182641, diff to last: 0"
[1] "Final threshold is: 0.13661881397959"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.41620759483412"
[1] "Newton iter: 1, lambda:1.43042440939079, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.43028710657107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.43028709410989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43028709410989, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43028710657107"
[1] "Starting iterative with newton 1.43028710657107"
[1] "Starting newton at: 2.20432571318496"
[1] "Newton iter: 1, lambda:2.13403053129627, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.13612146208136, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13612305998877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13612305998971, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13612305998971"
[1] "Starting iterative with newton 2.13612305998971"
[1] "Starting newton at: 2.56648585010002"
[1] "Newton iter: 1, lambda:2.55494075834695, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.5550264122889, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55502641697854, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5550264122889"
[1] "Starting iterative with newton 2.5550264122889"
[1] "Starting newton at: 2.74150666712954"
[1] "Newton iter: 1, lambda:2.77549395903004, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.77631373542891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77631421351263, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77631421351279, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77631421351263"
[1] "Starting iterative with newton 2.77631421351263"
[1] "Starting newton at: 2.90741224982513"
[1] "Newton iter: 1, lambda:2.89278965550012, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.89294598434461, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89294600227495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89294600227495, diff to last: 0"
[1] "Final threshold is: 0.145177664615533"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.93446161202089"
[1] "Newton iter: 1, lambda:2.22807186423331, diff to last: 0.294"
[1] "Newton iter: 2, lambda:2.27808325836406, diff to last: 0.05"
[1] "Newton iter: 3, lambda:2.28049670522192, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.28050246890889, diff to last: 0"
[1] "Newton iter: 5, lambda:2.28050246894179, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.28050246894179"
[1] "Starting iterative with newton 2.28050246894179"
[1] "Starting newton at: 3.05370749014952"
[1] "Newton iter: 1, lambda:3.13504053830704, diff to last: 0.081"
[1] "Newton iter: 2, lambda:3.14548994049854, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.1456549360226, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14565497677789, diff to last: 0"
[1] "Newton iter: 5, lambda:3.14565497677789, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.14565497677789"
[1] "Starting iterative with newton 3.14565497677789"
[1] "Starting newton at: 3.65525390015771"
[1] "Newton iter: 1, lambda:3.77463900128224, diff to last: 0.119"
[1] "Newton iter: 2, lambda:3.8050015109858, diff to last: 0.03"
[1] "Newton iter: 3, lambda:3.80678182938581, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.80678768990001, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80678768996334, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.80678768996334"
[1] "Starting iterative with newton 3.80678768996334"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.45076123856969, diff to last: 0.005"
[1] "Newton iter: 2, lambda:4.45081538819026, diff to last: 0"
[1] "Newton iter: 3, lambda:4.45081539438576, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.45081539438576"
[1] "Starting iterative with newton 4.45081539438576"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.54941232468577, diff to last: 0.094"
[1] "Newton iter: 2, lambda:4.57196622583989, diff to last: 0.023"
[1] "Newton iter: 3, lambda:4.573106471478, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.57310925192882, diff to last: 0"
[1] "Newton iter: 5, lambda:4.57310925194531, diff to last: 0"
[1] "Final threshold is: 0.229493853263048"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0823277569924169}, {'ad': 0.09365355295757732, 'da': 0.10368034717419666, 'dd': 0.13221426936670405}, {'ad': 0.1366188139795897, 'da': 0.14517766461553264, 'dd': 0.22949385326304797}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.365869937206745. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725702060102608, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728187948081521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728187977233042, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0728187948081521"
[1] "Starting iterative with newton 0.0728187948081521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204298923649868, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204391793502946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204391793522138, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0204391793502946"
[1] "Starting iterative with newton 0.0204391793502946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193904086593884, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193985985978057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193985985992668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193985985992668"
[1] "Starting iterative with newton 0.0193985985992668"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019369879736881, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.01937804883538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019378048836833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01937804883538"
[1] "Starting iterative with newton 0.01937804883538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193694743762397, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193776430635544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193776430650073, diff to last: 0"
[1] "Final threshold is: 0.000972434667271373"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891373540508855, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0895946434612885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0895946554687779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0895946554687779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0895946554687779"
[1] "Starting iterative with newton 0.0895946554687779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134062601504112, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134089608480303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134089608481399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0134089608481399"
[1] "Starting iterative with newton 0.0134089608481399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125804311286356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125826619269142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125826619269844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0125826619269142"
[1] "Starting iterative with newton 0.0125826619269142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125715720873965, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737982397992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012573798239869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0125737982397992"
[1] "Starting iterative with newton 0.0125737982397992"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125714770678612, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737031704769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125737031705467, diff to last: 0"
[1] "Final threshold is: 0.000630990302527997"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109485785980316, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110532983187756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110533078887807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110533078887808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.110533078887807"
[1] "Starting iterative with newton 0.110533078887807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482361602120321, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483127037333286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483127039259772, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483127039259772"
[1] "Starting iterative with newton 0.0483127039259772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047328816925495, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474016527471862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474016529196025, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0474016529196025"
[1] "Starting iterative with newton 0.0474016529196025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473153806835811, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473881627100665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473881628821988, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0473881627100665"
[1] "Starting iterative with newton 0.0473881627100665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473151816986571, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473879629286922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473879631008203, diff to last: 0"
[1] "Final threshold is: 0.00237808580806722"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.225052860078578"
[1] "Newton iter: 1, lambda:0.244998460063038, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.245058282518778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245058283055806, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.245058283055806"
[1] "Starting iterative with newton 0.245058283055806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928916269304808, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935806759031518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935807138014436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935807138014437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935807138014436"
[1] "Starting iterative with newton 0.0935807138014436"
[1] "Starting newton at: 0.106714742321267"
[1] "Newton iter: 1, lambda:0.0860032660285425, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0860355973915568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0860355974703522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0860355973915568"
[1] "Starting iterative with newton 0.0860355973915568"
[1] "Starting newton at: 0.114259858731153"
[1] "Newton iter: 1, lambda:0.0855957645393252, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856575102117843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856575104983439, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856575104983439"
[1] "Starting iterative with newton 0.0856575104983439"
[1] "Starting newton at: 0.114637945624366"
[1] "Newton iter: 1, lambda:0.0855750803098976, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856385466132491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856385469159583, diff to last: 0"
[1] "Final threshold is: 0.00429762749310252"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.318224379503351"
[1] "Newton iter: 1, lambda:0.334480238457374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.334531374392225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.33453137489683, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334531374392225"
[1] "Starting iterative with newton 0.334531374392225"
[1] "Starting newton at: 0.240229424647894"
[1] "Newton iter: 1, lambda:0.143670164071667, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.144771124963314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.144771268671464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144771268671467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.144771268671464"
[1] "Starting iterative with newton 0.144771268671464"
[1] "Starting newton at: 0.223986390857268"
[1] "Newton iter: 1, lambda:0.128576351456756, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.129596250622089, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.129596367530329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12959636753033, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129596367530329"
[1] "Starting iterative with newton 0.129596367530329"
[1] "Starting newton at: 0.198533042539354"
[1] "Newton iter: 1, lambda:0.12779417475228, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.128352916386531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12835295131972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12835295131972, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12835295131972"
[1] "Starting iterative with newton 0.12835295131972"
[1] "Starting newton at: 0.199776458749963"
[1] "Newton iter: 1, lambda:0.127670472214588, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.128250783534968, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12825082120376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12825082120376, diff to last: 0"
[1] "Final threshold is: 0.00643605335465822"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.395436794832205"
[1] "Newton iter: 1, lambda:0.493978839808388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.496787242726813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.496789472617247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496789472618652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.496789472617247"
[1] "Starting iterative with newton 0.496789472617247"
[1] "Starting newton at: 0.245576545394687"
[1] "Newton iter: 1, lambda:0.241922719977979, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.241925281161554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241925281162813, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241925281161554"
[1] "Starting iterative with newton 0.241925281161554"
[1] "Starting newton at: 0.229624410116132"
[1] "Newton iter: 1, lambda:0.210410733837845, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.210476759025348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210476759805814, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210476759025348"
[1] "Starting iterative with newton 0.210476759025348"
[1] "Starting newton at: 0.191386220270461"
[1] "Newton iter: 1, lambda:0.20646675069136, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.206507125965026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206507126254234, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.206507125965026"
[1] "Starting iterative with newton 0.206507125965026"
[1] "Starting newton at: 0.195355853330783"
[1] "Newton iter: 1, lambda:0.20598430571514, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.206004333435923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206004333507002, diff to last: 0"
[1] "Final threshold is: 0.0103379835645294"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0.678856007561475"
[1] "Newton iter: 1, lambda:0.561151818565858, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.56580384353036, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.565811398942023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565811398961926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565811398961926"
[1] "Starting iterative with newton 0.565811398961926"
[1] "Starting newton at: 0.244935002987781"
[1] "Newton iter: 1, lambda:0.315502924632166, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.316710832536151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.316711183960185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316711183960215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316711183960185"
[1] "Starting iterative with newton 0.316711183960185"
[1] "Starting newton at: 0.21363595217827"
[1] "Newton iter: 1, lambda:0.278123379922234, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.279075035383665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279075241600564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279075241600574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279075241600564"
[1] "Starting iterative with newton 0.279075241600564"
[1] "Starting newton at: 0.226528083911557"
[1] "Newton iter: 1, lambda:0.272654254735308, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.273136014807829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273136067172964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273136067172964, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273136067172964"
[1] "Starting iterative with newton 0.273136067172964"
[1] "Starting newton at: 0.227527332094376"
[1] "Newton iter: 1, lambda:0.271750698060733, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.27219281490362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272192858940836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272192858940836, diff to last: 0"
[1] "Final threshold is: 0.0136595442154472"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0.490143988812177"
[1] "Newton iter: 1, lambda:0.594322697811599, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.598486222980869, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.598492692186026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598492692201624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598492692186026"
[1] "Starting iterative with newton 0.598492692186026"
[1] "Starting newton at: 0.483924307223155"
[1] "Newton iter: 1, lambda:0.383019453007932, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.38588252863599, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.385884876594348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385884876595927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385884876594348"
[1] "Starting iterative with newton 0.385884876594348"
[1] "Starting newton at: 0.396178815079021"
[1] "Newton iter: 1, lambda:0.348497562141721, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.349116322174993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349116427094154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349116427094157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.349116427094154"
[1] "Starting iterative with newton 0.349116427094154"
[1] "Starting newton at: 0.398802690075142"
[1] "Newton iter: 1, lambda:0.341571511479418, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.342454744501791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.342454956576538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34245495657655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.342454956576538"
[1] "Starting iterative with newton 0.342454956576538"
[1] "Starting newton at: 0.404814653290894"
[1] "Newton iter: 1, lambda:0.34011111426788, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.341237148358234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341237492562837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34123749256287, diff to last: 0"
[1] "Final threshold is: 0.017124433887678"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 0.578679151994083"
[1] "Newton iter: 1, lambda:0.720809399832952, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.731212319974135, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.731265779617338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731265781023613, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.731265781023613"
[1] "Starting iterative with newton 0.731265781023613"
[1] "Starting newton at: 0.547882290438509"
[1] "Newton iter: 1, lambda:0.60432772381907, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.605757675076313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605758579700043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605758579700405, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605758579700405"
[1] "Starting iterative with newton 0.605758579700405"
[1] "Starting newton at: 0.528855549597105"
[1] "Newton iter: 1, lambda:0.573986599544571, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.574873102289064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.57487344066046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574873440660509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57487344066046"
[1] "Starting iterative with newton 0.57487344066046"
[1] "Starting newton at: 0.533164272122503"
[1] "Newton iter: 1, lambda:0.566563717725262, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.567044535611704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567044634462317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567044634462321, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.567044634462317"
[1] "Starting iterative with newton 0.567044634462317"
[1] "Starting newton at: 0.53760128801134"
[1] "Newton iter: 1, lambda:0.564728874987482, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.56504504025152, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565045082916363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565045082916364, diff to last: 0"
[1] "Final threshold is: 0.0283558441755254"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 0.711846791509191"
[1] "Newton iter: 1, lambda:0.807545098061396, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.812747984629343, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.812762809288095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81276280940817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812762809288095"
[1] "Starting iterative with newton 0.812762809288095"
[1] "Starting newton at: 0.725270538282059"
[1] "Newton iter: 1, lambda:0.725960090407398, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.725960338232298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.72596033823233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.725960338232298"
[1] "Starting iterative with newton 0.725960338232298"
[1] "Starting newton at: 0.730059170699224"
[1] "Newton iter: 1, lambda:0.700752305291092, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.70118849859587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701188596318422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701188596318427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701188596318427"
[1] "Starting iterative with newton 0.701188596318427"
[1] "Starting newton at: 0.734540419001426"
[1] "Newton iter: 1, lambda:0.69308486711756, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.693949870423523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.693950253106103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693950253106178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.693950253106178"
[1] "Starting iterative with newton 0.693950253106178"
[1] "Starting newton at: 0.73733809617438"
[1] "Newton iter: 1, lambda:0.690730814184373, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.691820601094511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.691821207771196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691821207771384, diff to last: 0"
[1] "Final threshold is: 0.0347178923558437"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 0.858519462310294"
[1] "Newton iter: 1, lambda:0.882325267499208, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.882673917721895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.882673991666035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882673991666038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.882673991666035"
[1] "Starting iterative with newton 0.882673991666035"
[1] "Starting newton at: 0.856656444570985"
[1] "Newton iter: 1, lambda:0.829836973435211, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.830257097953959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830257202367795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830257202367802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.830257202367802"
[1] "Starting iterative with newton 0.830257202367802"
[1] "Starting newton at: 0.863646623901463"
[1] "Newton iter: 1, lambda:0.812410075523165, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.813912704227806, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813914028753216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813914028754245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813914028753216"
[1] "Starting iterative with newton 0.813914028753216"
[1] "Starting newton at: 0.858600753177726"
[1] "Newton iter: 1, lambda:0.80722623069906, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.808732876731481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.808734204578045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808734204579076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.808734204579076"
[1] "Starting iterative with newton 0.808734204579076"
[1] "Starting newton at: 0.859364613198251"
[1] "Newton iter: 1, lambda:0.805425130294395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.807082512007003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.807084117489282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.807084117490787, diff to last: 0"
[1] "Final threshold is: 0.0405021690551636"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.18229625087801"
[1] "Newton iter: 1, lambda:1.2136550829724, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.21461991060434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21462080404063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21462080404139, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21462080404063"
[1] "Starting iterative with newton 1.21462080404063"
[1] "Starting newton at: 1.7447520790554"
[1] "Newton iter: 1, lambda:1.26873656678964, diff to last: 0.476"
[1] "Newton iter: 2, lambda:1.40791750470144, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.43052804582757, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.43107680609878, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.43107712307163, diff to last: 0"
[1] "Newton iter: 6, lambda:1.43107712307174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43107712307174"
[1] "Starting iterative with newton 1.43107712307174"
[1] "Starting newton at: 1.79384781304285"
[1] "Newton iter: 1, lambda:1.43937572984861, diff to last: 0.354"
[1] "Newton iter: 2, lambda:1.5302925860295, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.54013196936736, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.54023934455262, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54023935721904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54023935721904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54023935721904"
[1] "Starting iterative with newton 1.54023935721904"
[1] "Starting newton at: 1.84223005506497"
[1] "Newton iter: 1, lambda:1.49131524094374, diff to last: 0.351"
[1] "Newton iter: 2, lambda:1.58161472735603, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.59154509091876, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.59165674476239, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59165675873843, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59165675873843, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.59165675873843"
[1] "Starting iterative with newton 1.59165675873843"
[1] "Starting newton at: 1.88730924630549"
[1] "Newton iter: 1, lambda:1.49087822659569, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.59996963823689, diff to last: 0.109"
[1] "Newton iter: 3, lambda:1.61483721836613, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.6150911291614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61509120212142, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61509120212143, diff to last: 0"
[1] "Final threshold is: 0.0810506556755503"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.21367917744482"
[1] "Newton iter: 1, lambda:1.20876315088968, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.20878608469989, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20878608520088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20878608520088"
[1] "Starting iterative with newton 1.20878608520088"
[1] "Starting newton at: 1.78730937167349"
[1] "Newton iter: 1, lambda:1.24596367181988, diff to last: 0.541"
[1] "Newton iter: 2, lambda:1.41217947088984, diff to last: 0.166"
[1] "Newton iter: 3, lambda:1.44487372603326, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.44602888097783, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.44603028327339, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44603028327546, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44603028327339"
[1] "Starting iterative with newton 1.44603028327339"
[1] "Starting newton at: 1.91343720630436"
[1] "Newton iter: 1, lambda:1.32822680444307, diff to last: 0.585"
[1] "Newton iter: 2, lambda:1.51444764064673, diff to last: 0.186"
[1] "Newton iter: 3, lambda:1.55831700526549, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56052093303911, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.5605262805229, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56052628055431, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56052628055431"
[1] "Starting iterative with newton 1.56052628055431"
[1] "Starting newton at: 1.96378142468678"
[1] "Newton iter: 1, lambda:1.37344536028452, diff to last: 0.59"
[1] "Newton iter: 2, lambda:1.56257798347863, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.60911796955257, diff to last: 0.047"
[1] "Newton iter: 4, lambda:1.61166198492965, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.61166926749408, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6116692675536, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6116692675536"
[1] "Starting iterative with newton 1.6116692675536"
[1] "Starting newton at: 2.02711547224101"
[1] "Newton iter: 1, lambda:1.30533655597957, diff to last: 0.722"
[1] "Newton iter: 2, lambda:1.54746679848776, diff to last: 0.242"
[1] "Newton iter: 3, lambda:1.62614532385034, diff to last: 0.079"
[1] "Newton iter: 4, lambda:1.63370604797861, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.63377133047346, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63377133530298, diff to last: 0"
[1] "Final threshold is: 0.0819880869738466"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.1367542820907"
[1] "Newton iter: 1, lambda:1.25467328850318, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.27021241540171, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.27046502464693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27046509059536, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27046509059537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27046509059536"
[1] "Starting iterative with newton 1.27046509059536"
[1] "Starting newton at: 1.55817708114601"
[1] "Newton iter: 1, lambda:1.59963328012458, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.60173055441635, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.6017357138669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60173571389805, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60173571389805"
[1] "Starting iterative with newton 1.60173571389805"
[1] "Starting newton at: 1.63219425387329"
[1] "Newton iter: 1, lambda:1.75440671314238, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.77522877975388, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.77577597931938, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.77577634855645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77577634855662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77577634855645"
[1] "Starting iterative with newton 1.77577634855645"
[1] "Starting newton at: 1.70477275711195"
[1] "Newton iter: 1, lambda:1.83163326454122, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.85484327383788, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.85554231639976, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.85554293371705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85554293371753, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85554293371705"
[1] "Starting iterative with newton 1.85554293371705"
[1] "Starting newton at: 1.71422979815149"
[1] "Newton iter: 1, lambda:1.85796286547923, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.88858458137073, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.88982593751739, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.88982790662991, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88982790663486, diff to last: 0"
[1] "Final threshold is: 0.0948378585342529"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.26008524746769"
[1] "Newton iter: 1, lambda:1.48975223332769, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.57662606113601, diff to last: 0.087"
[1] "Newton iter: 3, lambda:1.58861291315241, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58882595982014, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58882602623504, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58882602623505, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58882602623504"
[1] "Starting iterative with newton 1.58882602623504"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.221080901735187"
threshold is:
[{'ad': 0.0009724346672713726, 'da': 0.0006309903025279968, 'dd': 0.00237808580806722}, {'ad': 0.004297627493102521, 'da': 0.00643605335465822, 'dd': 0.010337983564529387}, {'ad': 0.013659544215447203, 'da': 0.01712443388767802, 'dd': 0.028355844175525353}, {'ad': 0.034717892355843744, 'da': 0.040502169055163594, 'dd': 0.08105065567555032}, {'ad': 0.08198808697384663, 'da': 0.09483785853425286, 'dd': 0.22108090173518694}]
Number of points in noise estimation: 128
Estimated noise: 0.05018333055686907
0.05018333055686907
threshold is:
[{'ad': 0.040491445389122305, 'da': 0.028463864461420324, 'dd': 0.0022359844721386024}, {'ad': 0.007787487272369553, 'da': 0.010563327587457233, 'dd': 0.01300743294685129}, {'ad': 0.010223526530027893, 'da': 0.0208994604144997, 'dd': 0.024086490813669124}, {'ad': 0.027505092139192163, 'da': 0.03276754468948218, 'dd': 0.05910386821438577}, {'ad': 0.05905166348451941, 'da': 0.0671789815512701, 'dd': 0.22108090173518694}]
['peppers256', 0.05, 4, 0.0024449409921208894, 0.0008860932391142504, 0.0008975051595121797, 0.0038489821017293796, 0.0009435500145616606, 0.0011405559661830035, 0.0009435500145616606, 0.0011405559661830035, 26.11731617974116, 30.5252057709456, 30.469630461020355, 24.146541084269053, 30.25235074330579, 29.428833993762776, 30.25235074330579, 29.428833993762776]
peppers256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123870621005745, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125137431038177, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125137562928563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125137562928564, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125137562928564"
[1] "Starting iterative with newton 0.125137562928564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367367841189463, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367879119220557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367879120210845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367879119220557"
[1] "Starting iterative with newton 0.0367879119220557"
[1] "Starting newton at: 0.00975907610530344"
[1] "Newton iter: 1, lambda:0.0342845171121067, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0343064125239037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0343064125413551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0343064125239037"
[1] "Starting iterative with newton 0.0343064125239037"
[1] "Starting newton at: 0.0122405755034554"
[1] "Newton iter: 1, lambda:0.0342206375795734, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342382034559701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342382034671892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0342382034559701"
[1] "Starting iterative with newton 0.0342382034559701"
[1] "Starting newton at: 0.012308784571389"
[1] "Newton iter: 1, lambda:0.0342188753057333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342363289606681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342363289717439, diff to last: 0"
[1] "Final threshold is: 0.00254553314713145"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.18568720301553"
[1] "Newton iter: 1, lambda:0.136305957169279, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.136510195501691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136510199006155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.136510195501691"
[1] "Starting iterative with newton 0.136510195501691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300346294918093, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0300657112729112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0300657113062073, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0300657113062073"
[1] "Starting iterative with newton 0.0300657113062073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276096035153158, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276338605935265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276338606122551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0276338606122551"
[1] "Starting iterative with newton 0.0276338606122551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275554579179341, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275795759371336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275795759556145, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0275795759371336"
[1] "Starting iterative with newton 0.0275795759371336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275542498201207, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027578364743148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275783647616233, diff to last: 0"
[1] "Final threshold is: 0.00205050143379371"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.20866534736197, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.214896492589771, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.21490198635674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214901986361008, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.21490198635674"
[1] "Starting iterative with newton 0.21490198635674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0688972481636537, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692267630000197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692267705397784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692267705397784"
[1] "Starting iterative with newton 0.0692267705397784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0616553504441331, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0619006794216634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0619006833073488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0619006833073488"
[1] "Starting iterative with newton 0.0619006833073488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612970766730899, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615386549908268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615386587445097, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0615386587445097"
[1] "Starting iterative with newton 0.0615386587445097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612793791070239, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615207731701992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615207769174635, diff to last: 0"
[1] "Final threshold is: 0.00457418133264028"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.374755642483775"
[1] "Newton iter: 1, lambda:0.356785835201683, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.356852250677138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.356852251587571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356852250677138"
[1] "Starting iterative with newton 0.356852250677138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139913330926564, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142244111625415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142244757468323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142244757468372, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.142244757468323"
[1] "Starting iterative with newton 0.142244757468323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123326962205846, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.12501921397171, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125019532291647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125019532291658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125019532291658"
[1] "Starting iterative with newton 0.125019532291658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121972810651043, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123618837446942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12361913694098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12361913694099, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12361913694098"
[1] "Starting iterative with newton 0.12361913694098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121862465633652, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123504764430201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123505062433891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123505062433901, diff to last: 0"
[1] "Final threshold is: 0.00918282537019312"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.418076210931186"
[1] "Newton iter: 1, lambda:0.420000531708123, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.420001414200068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420001414200254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.420001414200254"
[1] "Starting iterative with newton 0.420001414200254"
[1] "Starting newton at: 0.216958334716147"
[1] "Newton iter: 1, lambda:0.214862069655469, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21486282314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214862823140098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214862823140098"
[1] "Starting iterative with newton 0.214862823140098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.184975868868857, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.190591667948419, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190596822673346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190596822677688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190596822677688"
[1] "Starting iterative with newton 0.190596822677688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182243681369038, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.187659724771668, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187664489539576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187664489543263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187664489539576"
[1] "Starting iterative with newton 0.187664489539576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.181912734337147, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.18730487265575, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187309591862817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187309591866431, diff to last: 0"
[1] "Final threshold is: 0.0139268078436792"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0.718664069400329"
[1] "Newton iter: 1, lambda:0.547727856515896, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.557268580219637, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.557300052173232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55730005251479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557300052173232"
[1] "Starting iterative with newton 0.557300052173232"
[1] "Starting newton at: 0.279068062634273"
[1] "Newton iter: 1, lambda:0.343913215664822, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.344970145503928, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34497042404012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344970424040139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.344970424040139"
[1] "Starting iterative with newton 0.344970424040139"
[1] "Starting newton at: 0.28452834045293"
[1] "Newton iter: 1, lambda:0.312783725569288, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.312976264540293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312976273451724, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312976273451724"
[1] "Starting iterative with newton 0.312976273451724"
[1] "Starting newton at: 0.306851717660889"
[1] "Newton iter: 1, lambda:0.307769486442631, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307769687813694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307769687813704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307769687813694"
[1] "Starting iterative with newton 0.307769687813694"
[1] "Starting newton at: 0.311848372983412"
[1] "Newton iter: 1, lambda:0.30690690976471, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.306912738097792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306912738105904, diff to last: 0"
[1] "Final threshold is: 0.0228195186683009"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 0.797066286558739"
[1] "Newton iter: 1, lambda:0.603546851944941, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.616998942699792, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.617068965337968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617068967227356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617068965337968"
[1] "Starting iterative with newton 0.617068965337968"
[1] "Starting newton at: 0.366214114175016"
[1] "Newton iter: 1, lambda:0.421844423877597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.422838723638288, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422839038429083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422839038429114, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.422839038429083"
[1] "Starting iterative with newton 0.422839038429083"
[1] "Starting newton at: 0.434266702710466"
[1] "Newton iter: 1, lambda:0.383351047326148, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.384137211558452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.384137400591264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384137400591275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.384137400591264"
[1] "Starting iterative with newton 0.384137400591264"
[1] "Starting newton at: 0.451093861663278"
[1] "Newton iter: 1, lambda:0.374378279274487, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.376140005916378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376140947080344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376140947080612, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376140947080612"
[1] "Starting iterative with newton 0.376140947080612"
[1] "Starting newton at: 0.449294054549715"
[1] "Newton iter: 1, lambda:0.372724780040476, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.37447679618313, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.374477725293656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374477725293917, diff to last: 0"
[1] "Final threshold is: 0.0278430979964038"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 0.565366835920051"
[1] "Newton iter: 1, lambda:0.676807952324069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.682407314591064, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.682420989567294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682420989648698, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.682420989648698"
[1] "Starting iterative with newton 0.682420989648698"
[1] "Starting newton at: 0.453689253248909"
[1] "Newton iter: 1, lambda:0.483111771546726, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.483430599801688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483430637022096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483430637022097, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483430637022097"
[1] "Starting iterative with newton 0.483430637022097"
[1] "Starting newton at: 0.428459576461592"
[1] "Newton iter: 1, lambda:0.439984351657705, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.440030812172938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.44003081292653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.440030812172938"
[1] "Starting iterative with newton 0.440030812172938"
[1] "Starting newton at: 0.420793825486534"
[1] "Newton iter: 1, lambda:0.430308871747619, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.430340172773304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.43034017311151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.430340172773304"
[1] "Starting iterative with newton 0.430340172773304"
[1] "Starting newton at: 0.422030129346385"
[1] "Newton iter: 1, lambda:0.428151423350321, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.428164337515264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428164337572687, diff to last: 0"
[1] "Final threshold is: 0.0318347949765353"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 0.930100997973695"
[1] "Newton iter: 1, lambda:0.862445190254282, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.865118002824699, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.865122325026231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86512232503752, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86512232503752"
[1] "Starting iterative with newton 0.86512232503752"
[1] "Starting newton at: 0.68924299676795"
[1] "Newton iter: 1, lambda:0.790568421528283, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.796761605762353, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796783939086436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796783939376098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796783939376098"
[1] "Starting iterative with newton 0.796783939376098"
[1] "Starting newton at: 0.694868165644632"
[1] "Newton iter: 1, lambda:0.771356787385254, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.774807262802024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.774814096682548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774814096709317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.774814096682548"
[1] "Starting iterative with newton 0.774814096682548"
[1] "Starting newton at: 0.696976735207892"
[1] "Newton iter: 1, lambda:0.764918531212632, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.767620443605057, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.767624614469138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767624614479066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.767624614469138"
[1] "Starting iterative with newton 0.767624614469138"
[1] "Starting newton at: 0.699479198995844"
[1] "Newton iter: 1, lambda:0.762907864379841, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.765255517520536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765258661381376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765258661387008, diff to last: 0"
[1] "Final threshold is: 0.056898369281457"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 0.881874324163061"
[1] "Newton iter: 1, lambda:0.917407657417714, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.918240884824341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.918241335097031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918241335097162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.918241335097162"
[1] "Starting iterative with newton 0.918241335097162"
[1] "Starting newton at: 0.894750150726592"
[1] "Newton iter: 1, lambda:0.891877236009613, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.89188250864459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891882508662376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.891882508662376"
[1] "Starting iterative with newton 0.891882508662376"
[1] "Starting newton at: 0.888175849648658"
[1] "Newton iter: 1, lambda:0.883009872831291, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.883026825433876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.883026825616907, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.883026825616907"
[1] "Starting iterative with newton 0.883026825616907"
[1] "Starting newton at: 0.885382181706133"
[1] "Newton iter: 1, lambda:0.88000995869502, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.880028262091857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.88002826230489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.88002826230489"
[1] "Starting iterative with newton 0.88002826230489"
[1] "Starting newton at: 0.886968612083767"
[1] "Newton iter: 1, lambda:0.878969748423422, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.879010251274418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.879010252317052, diff to last: 0"
[1] "Final threshold is: 0.065356006357695"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.01872429196642"
[1] "Newton iter: 1, lambda:1.011881758331, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.01191577613929, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01191577698352, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01191577698352"
[1] "Starting iterative with newton 1.01191577698352"
[1] "Starting newton at: 1.02506473733672"
[1] "Newton iter: 1, lambda:1.03887038149658, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03901228527619, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03901230014607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03901230014607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03901228527619"
[1] "Starting iterative with newton 1.03901228527619"
[1] "Starting newton at: 1.02483310068035"
[1] "Newton iter: 1, lambda:1.04857683091046, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.04900096161664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04900109506699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04900109506701, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04900109506699"
[1] "Starting iterative with newton 1.04900109506699"
[1] "Starting newton at: 1.02427787056779"
[1] "Newton iter: 1, lambda:1.05206331482606, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05264648060163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05264673332751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05264673332755, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05264673332751"
[1] "Starting iterative with newton 1.05264673332751"
[1] "Starting newton at: 1.02798426939636"
[1] "Newton iter: 1, lambda:1.05348149480236, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.0539722081024, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05397238714321, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05397238714324, diff to last: 0"
[1] "Final threshold is: 0.0783647583784053"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.17272208151283"
[1] "Newton iter: 1, lambda:1.28372341267099, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.29857266214475, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.29882248030722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29882255017819, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2988225501782, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2988225501782"
[1] "Starting iterative with newton 1.2988225501782"
[1] "Starting newton at: 1.43282012495796"
[1] "Newton iter: 1, lambda:1.66573818078708, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.75606015355223, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.76884533322276, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.76908202636167, diff to last: 0"
[1] "Newton iter: 5, lambda:1.76908210627211, diff to last: 0"
[1] "Newton iter: 6, lambda:1.76908210627212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76908210627211"
[1] "Starting iterative with newton 1.76908210627211"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303256359600081"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.48805145209521"
[1] "Newton iter: 1, lambda:1.33545248699985, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.3582156049127, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.35882257139217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35882299476458, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35882299476478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35882299476478"
[1] "Starting iterative with newton 1.35882299476478"
[1] "Starting newton at: 1.41524790640863"
[1] "Newton iter: 1, lambda:1.69139692611386, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.81930287921092, diff to last: 0.128"
[1] "Newton iter: 3, lambda:1.84578091331248, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.8468108059966, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.84681231674235, diff to last: 0"
[1] "Newton iter: 6, lambda:1.8468123167456, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84681231674235"
[1] "Starting iterative with newton 1.84681231674235"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.03054631268779, diff to last: 0.375"
[1] "Newton iter: 2, lambda:4.15462108271093, diff to last: 0.124"
[1] "Newton iter: 3, lambda:4.2234536909034, diff to last: 0.069"
[1] "Newton iter: 4, lambda:4.24339796076256, diff to last: 0.02"
[1] "Newton iter: 5, lambda:4.24487770661182, diff to last: 0.001"
[1] "Newton iter: 6, lambda:4.24488538494957, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24488538515941, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.24488538515941"
[1] "Starting iterative with newton 4.24488538515941"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.44425887854238"
[1] "Newton iter: 1, lambda:1.39777935374484, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.40026866278256, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40027616140097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40027616146885, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40027616140097"
[1] "Starting iterative with newton 1.40027616140097"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.23431315517057"
[1] "Newton iter: 1, lambda:1.48226032344285, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.5836057207009, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.60016806115232, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60057862982853, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60057887757987, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60057887757996, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60057887757987"
[1] "Starting iterative with newton 1.60057887757987"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
threshold is:
[{'ad': 0.0025455331471314494, 'da': 0.0020505014337937094, 'dd': 0.004574181332640277}, {'ad': 0.009182825370193125, 'da': 0.013926807843679171, 'dd': 0.022819518668300887}, {'ad': 0.027843097996403846, 'da': 0.031834794976535255, 'dd': 0.05689836928145703}, {'ad': 0.06535600635769502, 'da': 0.07836475837840534, 'dd': 0.3032563596000807}, {'ad': 0.3275543052852087, 'da': 0.3275543052852087, 'dd': 0.3275543052852087}]
Number of points in noise estimation: 128
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2969384058974"
[1] "Starting iterative with newton 18.2969384058974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.276332708383"
[1] "Starting iterative with newton 13.276332708383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2309995604953"
[1] "Starting iterative with newton 11.2309995604953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64365782564117"
[1] "Starting iterative with newton 6.64365782564117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.2388096370676"
[1] "Starting iterative with newton 5.2388096370676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 2.23995208846007"
[1] "Newton iter: 1, lambda:1.73154985287514, diff to last: 0.508"
[1] "Newton iter: 2, lambda:1.71334419915102, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.71317541754266, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71317540258356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71317540258356, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.71317540258356"
[1] "Starting iterative with newton 1.71317540258356"
[1] "Starting newton at: 2.06120563833919"
[1] "Newton iter: 1, lambda:1.60515493596917, diff to last: 0.456"
[1] "Newton iter: 2, lambda:1.56428014567129, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.56316599247025, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56316511863749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56316511863695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56316511863695"
[1] "Starting iterative with newton 1.56316511863695"
[1] "Starting newton at: 1.84845846020094"
[1] "Newton iter: 1, lambda:1.47011484427379, diff to last: 0.378"
[1] "Newton iter: 2, lambda:1.41057319704392, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.40744289913234, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40743372551528, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4074337254363, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4074337254363"
[1] "Starting iterative with newton 1.4074337254363"
[1] "Starting newton at: 1.6977539927144"
[1] "Newton iter: 1, lambda:1.3355282428395, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.25318177719466, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.24526684936401, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.24518924519857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24518923771596, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.24518923771596"
[1] "Starting iterative with newton 1.24518923771596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 2.03395188715785"
[1] "Newton iter: 1, lambda:1.58079953582829, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.54323879721035, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.54228240542692, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54228175269835, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54228175269805, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54228175269805"
[1] "Starting iterative with newton 1.54228175269805"
[1] "Starting newton at: 1.85225583777997"
[1] "Newton iter: 1, lambda:1.43321981803385, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.36707620203151, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.36299131256915, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36297469221026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36297469193429, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36297469221026"
[1] "Starting iterative with newton 1.36297469221026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 1.28261111031864"
[1] "Newton iter: 1, lambda:1.22467584721871, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.22079749629339, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22077929119887, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2207792907969, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077929119887"
[1] "Starting iterative with newton 1.22077929119887"
[1] "Starting newton at: 1.40395500820283"
[1] "Newton iter: 1, lambda:1.38122283573252, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.38077936605046, diff to last: 0"
[1] "Newton iter: 3, lambda:1.38077919271206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38077919271203, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38077919271203"
[1] "Starting iterative with newton 1.38077919271203"
[1] "Starting newton at: 1.51729632366792"
[1] "Newton iter: 1, lambda:1.52511085986154, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.52507145377586, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52507145278679, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52507145278679"
[1] "Starting iterative with newton 1.52507145278679"
[1] "Starting newton at: 1.69814812958822"
[1] "Newton iter: 1, lambda:1.68196258934883, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.68185772342473, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68185771882723, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68185771882723"
[1] "Starting iterative with newton 1.68185771882723"
[1] "Starting newton at: 1.87607909689549"
[1] "Newton iter: 1, lambda:1.80494175904489, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.80391342229543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80391312914809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80391312914806, diff to last: 0"
[1] "Final threshold is: 0.134124212574947"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 1.30269999469121"
[1] "Newton iter: 1, lambda:1.23291913058855, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.22753754108873, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.22750339828196, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22750339690313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22750339690313"
[1] "Starting iterative with newton 1.22750339690313"
[1] "Starting newton at: 1.55822275529906"
[1] "Newton iter: 1, lambda:1.5306490531926, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.5302193043521, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53021919397227, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53021919397227, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53021919397227"
[1] "Starting iterative with newton 1.53021919397227"
[1] "Starting newton at: 1.83300273265966"
[1] "Newton iter: 1, lambda:1.77593934454579, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.77530138945314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7753012837327, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7753012837327, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7753012837327"
[1] "Starting iterative with newton 1.7753012837327"
[1] "Starting newton at: 1.9163822404659"
[1] "Newton iter: 1, lambda:1.96876699777639, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.96843946159028, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96843945436922, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96843945436922"
[1] "Starting iterative with newton 1.96843945436922"
[1] "Starting newton at: 2.13112396298444"
[1] "Newton iter: 1, lambda:2.09035838429668, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.09045633935961, diff to last: 0"
[1] "Newton iter: 3, lambda:2.09045633959599, diff to last: 0"
[1] "Final threshold is: 0.15542921990447"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.21575272468925"
[1] "Newton iter: 1, lambda:1.21466089957436, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.2146594846842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21465948468182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2146594846842"
[1] "Starting iterative with newton 1.2146594846842"
[1] "Starting newton at: 1.61865559120306"
[1] "Newton iter: 1, lambda:1.61592148169131, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.61591826766259, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61591826765811, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61591826766259"
[1] "Starting iterative with newton 1.61591826766259"
[1] "Starting newton at: 1.88899230666146"
[1] "Newton iter: 1, lambda:1.97275615557244, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.97209674865545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.97209674572798, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97209674572798"
[1] "Starting iterative with newton 1.97209674572798"
[1] "Starting newton at: 2.26428613134636"
[1] "Newton iter: 1, lambda:2.19277903819288, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.19384868089393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19384885982611, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19384885982612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.19384885982611"
[1] "Starting iterative with newton 2.19384885982611"
[1] "Starting newton at: 2.32195948461349"
[1] "Newton iter: 1, lambda:2.31213899412073, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.31216065237458, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31216065247694, diff to last: 0"
[1] "Final threshold is: 0.171913337648751"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.41074716159749"
[1] "Newton iter: 1, lambda:1.43935923196521, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.43879182541122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43879161392591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43879161392588, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43879161392591"
[1] "Starting iterative with newton 1.43879161392591"
[1] "Starting newton at: 2.18673082144295"
[1] "Newton iter: 1, lambda:2.10012468683922, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.10335254578213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.10335622586599, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10335622587082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10335622587082"
[1] "Starting iterative with newton 2.10335622587082"
[1] "Starting newton at: 2.46378680246937"
[1] "Newton iter: 1, lambda:2.51825885830509, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.52018731779436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52018983138733, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5201898313916, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5201898313916"
[1] "Starting iterative with newton 2.5201898313916"
[1] "Starting newton at: 2.74641816278959"
[1] "Newton iter: 1, lambda:2.77412962202685, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.77474830540871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77474861420732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7747486142074, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77474861420732"
[1] "Starting iterative with newton 2.77474861420732"
[1] "Starting newton at: 2.88358534553245"
[1] "Newton iter: 1, lambda:2.92605223591068, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.92763384805548, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92763602335961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92763602336372, diff to last: 0"
[1] "Final threshold is: 0.217675047647446"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.55393226920902"
[1] "Newton iter: 1, lambda:1.51890709816549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51839901402992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51839889404693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51839889404693, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51839889404693"
[1] "Starting iterative with newton 1.51839889404693"
[1] "Starting newton at: 2.20319071604751"
[1] "Newton iter: 1, lambda:2.27671293934529, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27939989964065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.27940390920024, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2794039092092, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27940390920024"
[1] "Starting iterative with newton 2.27940390920024"
[1] "Starting newton at: 2.67446477744481"
[1] "Newton iter: 1, lambda:2.72092391373608, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.72263034694473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.72263266457476, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72263266457904, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72263266457904"
[1] "Starting iterative with newton 2.72263266457904"
[1] "Starting newton at: 2.90432337490679"
[1] "Newton iter: 1, lambda:2.94169778238136, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.94291067092119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.94291193635877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94291193636015, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94291193635877"
[1] "Starting iterative with newton 2.94291193635877"
[1] "Starting newton at: 3.02581201320222"
[1] "Newton iter: 1, lambda:3.04288232027651, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.04314161882028, diff to last: 0"
[1] "Newton iter: 3, lambda:3.04314167819238, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04314167819238, diff to last: 0"
[1] "Final threshold is: 0.226263102555453"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.77260166290753"
[1] "Newton iter: 1, lambda:1.65401252277952, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.65331892629047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.65331882187946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65331882187946, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65331882187946"
[1] "Starting iterative with newton 1.65331882187946"
[1] "Starting newton at: 2.5117640229715"
[1] "Newton iter: 1, lambda:2.42135954908005, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.42758336884658, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.42761205967208, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42761206028392, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42761206028392"
[1] "Starting iterative with newton 2.42761206028392"
[1] "Starting newton at: 2.87671629239127"
[1] "Newton iter: 1, lambda:2.88680844405186, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.88690641371252, diff to last: 0"
[1] "Newton iter: 3, lambda:2.88690642291647, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88690642291647"
[1] "Starting iterative with newton 2.88690642291647"
[1] "Starting newton at: 3.14260856588344"
[1] "Newton iter: 1, lambda:3.14567886517977, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.14568849124481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.14568849133923, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.14568849133923"
[1] "Starting iterative with newton 3.14568849133923"
[1] "Starting newton at: 3.23689619331239"
[1] "Newton iter: 1, lambda:3.27167262858004, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.27296082898225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.27296254947181, diff to last: 0"
[1] "Newton iter: 4, lambda:3.27296254947488, diff to last: 0"
[1] "Final threshold is: 0.243350701118811"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.90868206428083"
[1] "Newton iter: 1, lambda:2.29276812842104, diff to last: 0.384"
[1] "Newton iter: 2, lambda:2.38144038824416, diff to last: 0.089"
[1] "Newton iter: 3, lambda:2.39052821527232, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39062569229895, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39062570350103, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39062570350103, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39062569229895"
[1] "Starting iterative with newton 2.39062569229895"
[1] "Starting newton at: 3.11147942746992"
[1] "Newton iter: 1, lambda:3.21494554693727, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.23247833118582, diff to last: 0.018"
[1] "Newton iter: 3, lambda:3.23295556088627, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23295590860362, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2329559086038, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.23295590860362"
[1] "Starting iterative with newton 3.23295590860362"
[1] "Starting newton at: 3.77252112914024"
[1] "Newton iter: 1, lambda:3.84456089582283, diff to last: 0.072"
[1] "Newton iter: 2, lambda:3.85475466934537, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.85494190670423, diff to last: 0"
[1] "Newton iter: 4, lambda:3.85494196888006, diff to last: 0"
[1] "Newton iter: 5, lambda:3.85494196888007, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.85494190670423"
[1] "Starting iterative with newton 3.85494190670423"
[1] "Starting newton at: 4.25344034931464"
[1] "Newton iter: 1, lambda:4.26403952612013, diff to last: 0.011"
[1] "Newton iter: 2, lambda:4.26426582240555, diff to last: 0"
[1] "Newton iter: 3, lambda:4.26426592349726, diff to last: 0"
[1] "Newton iter: 4, lambda:4.26426592349728, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.26426592349726"
[1] "Starting iterative with newton 4.26426592349726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.1341242125749471}, {'ad': 0.15542921990446992, 'da': 0.17191333764875102, 'dd': 0.21767504764744583}, {'ad': 0.22626310255545307, 'da': 0.24335070111881113, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.362188333734811. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2969384058974"
[1] "Starting iterative with newton 18.2969384058974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.276332708383"
[1] "Starting iterative with newton 13.276332708383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2309995604953"
[1] "Starting iterative with newton 11.2309995604953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64365782564117"
[1] "Starting iterative with newton 6.64365782564117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.2388096370676"
[1] "Starting iterative with newton 5.2388096370676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 2.23995208846007"
[1] "Newton iter: 1, lambda:1.73154985287514, diff to last: 0.508"
[1] "Newton iter: 2, lambda:1.71334419915102, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.71317541754266, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71317540258356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71317540258356, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.71317540258356"
[1] "Starting iterative with newton 1.71317540258356"
[1] "Starting newton at: 2.06120563833919"
[1] "Newton iter: 1, lambda:1.60515493596917, diff to last: 0.456"
[1] "Newton iter: 2, lambda:1.56428014567129, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.56316599247025, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56316511863749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56316511863695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56316511863695"
[1] "Starting iterative with newton 1.56316511863695"
[1] "Starting newton at: 1.84845846020094"
[1] "Newton iter: 1, lambda:1.47011484427379, diff to last: 0.378"
[1] "Newton iter: 2, lambda:1.41057319704392, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.40744289913234, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40743372551528, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4074337254363, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4074337254363"
[1] "Starting iterative with newton 1.4074337254363"
[1] "Starting newton at: 1.6977539927144"
[1] "Newton iter: 1, lambda:1.3355282428395, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.25318177719466, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.24526684936401, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.24518924519857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24518923771596, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.24518923771596"
[1] "Starting iterative with newton 1.24518923771596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 2.03395188715785"
[1] "Newton iter: 1, lambda:1.58079953582829, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.54323879721035, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.54228240542692, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54228175269835, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54228175269805, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54228175269805"
[1] "Starting iterative with newton 1.54228175269805"
[1] "Starting newton at: 1.85225583777997"
[1] "Newton iter: 1, lambda:1.43321981803385, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.36707620203151, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.36299131256915, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36297469221026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36297469193429, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36297469221026"
[1] "Starting iterative with newton 1.36297469221026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 1.28261111031864"
[1] "Newton iter: 1, lambda:1.22467584721871, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.22079749629339, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22077929119887, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2207792907969, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077929119887"
[1] "Starting iterative with newton 1.22077929119887"
[1] "Starting newton at: 1.40395500820283"
[1] "Newton iter: 1, lambda:1.38122283573252, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.38077936605046, diff to last: 0"
[1] "Newton iter: 3, lambda:1.38077919271206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38077919271203, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38077919271203"
[1] "Starting iterative with newton 1.38077919271203"
[1] "Starting newton at: 1.51729632366792"
[1] "Newton iter: 1, lambda:1.52511085986154, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.52507145377586, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52507145278679, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52507145278679"
[1] "Starting iterative with newton 1.52507145278679"
[1] "Starting newton at: 1.69814812958822"
[1] "Newton iter: 1, lambda:1.68196258934883, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.68185772342473, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68185771882723, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68185771882723"
[1] "Starting iterative with newton 1.68185771882723"
[1] "Starting newton at: 1.87607909689549"
[1] "Newton iter: 1, lambda:1.80494175904489, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.80391342229543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80391312914809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80391312914806, diff to last: 0"
[1] "Final threshold is: 0.134124212574947"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 1.30269999469121"
[1] "Newton iter: 1, lambda:1.23291913058855, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.22753754108873, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.22750339828196, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22750339690313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22750339690313"
[1] "Starting iterative with newton 1.22750339690313"
[1] "Starting newton at: 1.55822275529906"
[1] "Newton iter: 1, lambda:1.5306490531926, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.5302193043521, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53021919397227, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53021919397227, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53021919397227"
[1] "Starting iterative with newton 1.53021919397227"
[1] "Starting newton at: 1.83300273265966"
[1] "Newton iter: 1, lambda:1.77593934454579, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.77530138945314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7753012837327, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7753012837327, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7753012837327"
[1] "Starting iterative with newton 1.7753012837327"
[1] "Starting newton at: 1.9163822404659"
[1] "Newton iter: 1, lambda:1.96876699777639, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.96843946159028, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96843945436922, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96843945436922"
[1] "Starting iterative with newton 1.96843945436922"
[1] "Starting newton at: 2.13112396298444"
[1] "Newton iter: 1, lambda:2.09035838429668, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.09045633935961, diff to last: 0"
[1] "Newton iter: 3, lambda:2.09045633959599, diff to last: 0"
[1] "Final threshold is: 0.15542921990447"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.21575272468925"
[1] "Newton iter: 1, lambda:1.21466089957436, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.2146594846842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21465948468182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2146594846842"
[1] "Starting iterative with newton 1.2146594846842"
[1] "Starting newton at: 1.61865559120306"
[1] "Newton iter: 1, lambda:1.61592148169131, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.61591826766259, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61591826765811, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61591826766259"
[1] "Starting iterative with newton 1.61591826766259"
[1] "Starting newton at: 1.88899230666146"
[1] "Newton iter: 1, lambda:1.97275615557244, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.97209674865545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.97209674572798, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97209674572798"
[1] "Starting iterative with newton 1.97209674572798"
[1] "Starting newton at: 2.26428613134636"
[1] "Newton iter: 1, lambda:2.19277903819288, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.19384868089393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19384885982611, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19384885982612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.19384885982611"
[1] "Starting iterative with newton 2.19384885982611"
[1] "Starting newton at: 2.32195948461349"
[1] "Newton iter: 1, lambda:2.31213899412073, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.31216065237458, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31216065247694, diff to last: 0"
[1] "Final threshold is: 0.171913337648751"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.41074716159749"
[1] "Newton iter: 1, lambda:1.43935923196521, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.43879182541122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43879161392591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43879161392588, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43879161392591"
[1] "Starting iterative with newton 1.43879161392591"
[1] "Starting newton at: 2.18673082144295"
[1] "Newton iter: 1, lambda:2.10012468683922, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.10335254578213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.10335622586599, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10335622587082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10335622587082"
[1] "Starting iterative with newton 2.10335622587082"
[1] "Starting newton at: 2.46378680246937"
[1] "Newton iter: 1, lambda:2.51825885830509, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.52018731779436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52018983138733, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5201898313916, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5201898313916"
[1] "Starting iterative with newton 2.5201898313916"
[1] "Starting newton at: 2.74641816278959"
[1] "Newton iter: 1, lambda:2.77412962202685, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.77474830540871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77474861420732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7747486142074, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77474861420732"
[1] "Starting iterative with newton 2.77474861420732"
[1] "Starting newton at: 2.88358534553245"
[1] "Newton iter: 1, lambda:2.92605223591068, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.92763384805548, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92763602335961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92763602336372, diff to last: 0"
[1] "Final threshold is: 0.217675047647446"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.55393226920902"
[1] "Newton iter: 1, lambda:1.51890709816549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51839901402992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51839889404693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51839889404693, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51839889404693"
[1] "Starting iterative with newton 1.51839889404693"
[1] "Starting newton at: 2.20319071604751"
[1] "Newton iter: 1, lambda:2.27671293934529, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27939989964065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.27940390920024, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2794039092092, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27940390920024"
[1] "Starting iterative with newton 2.27940390920024"
[1] "Starting newton at: 2.67446477744481"
[1] "Newton iter: 1, lambda:2.72092391373608, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.72263034694473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.72263266457476, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72263266457904, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72263266457904"
[1] "Starting iterative with newton 2.72263266457904"
[1] "Starting newton at: 2.90432337490679"
[1] "Newton iter: 1, lambda:2.94169778238136, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.94291067092119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.94291193635877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94291193636015, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94291193635877"
[1] "Starting iterative with newton 2.94291193635877"
[1] "Starting newton at: 3.02581201320222"
[1] "Newton iter: 1, lambda:3.04288232027651, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.04314161882028, diff to last: 0"
[1] "Newton iter: 3, lambda:3.04314167819238, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04314167819238, diff to last: 0"
[1] "Final threshold is: 0.226263102555453"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.77260166290753"
[1] "Newton iter: 1, lambda:1.65401252277952, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.65331892629047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.65331882187946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65331882187946, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65331882187946"
[1] "Starting iterative with newton 1.65331882187946"
[1] "Starting newton at: 2.5117640229715"
[1] "Newton iter: 1, lambda:2.42135954908005, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.42758336884658, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.42761205967208, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42761206028392, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42761206028392"
[1] "Starting iterative with newton 2.42761206028392"
[1] "Starting newton at: 2.87671629239127"
[1] "Newton iter: 1, lambda:2.88680844405186, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.88690641371252, diff to last: 0"
[1] "Newton iter: 3, lambda:2.88690642291647, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88690642291647"
[1] "Starting iterative with newton 2.88690642291647"
[1] "Starting newton at: 3.14260856588344"
[1] "Newton iter: 1, lambda:3.14567886517977, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.14568849124481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.14568849133923, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.14568849133923"
[1] "Starting iterative with newton 3.14568849133923"
[1] "Starting newton at: 3.23689619331239"
[1] "Newton iter: 1, lambda:3.27167262858004, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.27296082898225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.27296254947181, diff to last: 0"
[1] "Newton iter: 4, lambda:3.27296254947488, diff to last: 0"
[1] "Final threshold is: 0.243350701118811"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.90868206428083"
[1] "Newton iter: 1, lambda:2.29276812842104, diff to last: 0.384"
[1] "Newton iter: 2, lambda:2.38144038824416, diff to last: 0.089"
[1] "Newton iter: 3, lambda:2.39052821527232, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39062569229895, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39062570350103, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39062570350103, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39062569229895"
[1] "Starting iterative with newton 2.39062569229895"
[1] "Starting newton at: 3.11147942746992"
[1] "Newton iter: 1, lambda:3.21494554693727, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.23247833118582, diff to last: 0.018"
[1] "Newton iter: 3, lambda:3.23295556088627, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23295590860362, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2329559086038, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.23295590860362"
[1] "Starting iterative with newton 3.23295590860362"
[1] "Starting newton at: 3.77252112914024"
[1] "Newton iter: 1, lambda:3.84456089582283, diff to last: 0.072"
[1] "Newton iter: 2, lambda:3.85475466934537, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.85494190670423, diff to last: 0"
[1] "Newton iter: 4, lambda:3.85494196888006, diff to last: 0"
[1] "Newton iter: 5, lambda:3.85494196888007, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.85494190670423"
[1] "Starting iterative with newton 3.85494190670423"
[1] "Starting newton at: 4.25344034931464"
[1] "Newton iter: 1, lambda:4.26403952612013, diff to last: 0.011"
[1] "Newton iter: 2, lambda:4.26426582240555, diff to last: 0"
[1] "Newton iter: 3, lambda:4.26426592349726, diff to last: 0"
[1] "Newton iter: 4, lambda:4.26426592349728, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.26426592349726"
[1] "Starting iterative with newton 4.26426592349726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.1341242125749471}, {'ad': 0.15542921990446992, 'da': 0.17191333764875102, 'dd': 0.21767504764744583}, {'ad': 0.22626310255545307, 'da': 0.24335070111881113, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.362188333734811. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123870621005745, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125137431038177, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125137562928563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125137562928564, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125137562928564"
[1] "Starting iterative with newton 0.125137562928564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367367841189463, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367879119220557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367879120210845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367879119220557"
[1] "Starting iterative with newton 0.0367879119220557"
[1] "Starting newton at: 0.00975907610530344"
[1] "Newton iter: 1, lambda:0.0342845171121067, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0343064125239037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0343064125413551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0343064125239037"
[1] "Starting iterative with newton 0.0343064125239037"
[1] "Starting newton at: 0.0122405755034554"
[1] "Newton iter: 1, lambda:0.0342206375795734, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342382034559701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342382034671892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0342382034559701"
[1] "Starting iterative with newton 0.0342382034559701"
[1] "Starting newton at: 0.012308784571389"
[1] "Newton iter: 1, lambda:0.0342188753057333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342363289606681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342363289717439, diff to last: 0"
[1] "Final threshold is: 0.00254553314713145"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.18568720301553"
[1] "Newton iter: 1, lambda:0.136305957169279, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.136510195501691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136510199006155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.136510195501691"
[1] "Starting iterative with newton 0.136510195501691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300346294918093, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0300657112729112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0300657113062073, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0300657113062073"
[1] "Starting iterative with newton 0.0300657113062073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276096035153158, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276338605935265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276338606122551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0276338606122551"
[1] "Starting iterative with newton 0.0276338606122551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275554579179341, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275795759371336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275795759556145, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0275795759371336"
[1] "Starting iterative with newton 0.0275795759371336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275542498201207, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027578364743148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275783647616233, diff to last: 0"
[1] "Final threshold is: 0.00205050143379371"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.20866534736197, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.214896492589771, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.21490198635674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214901986361008, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.21490198635674"
[1] "Starting iterative with newton 0.21490198635674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0688972481636537, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692267630000197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692267705397784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692267705397784"
[1] "Starting iterative with newton 0.0692267705397784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0616553504441331, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0619006794216634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0619006833073488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0619006833073488"
[1] "Starting iterative with newton 0.0619006833073488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612970766730899, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615386549908268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615386587445097, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0615386587445097"
[1] "Starting iterative with newton 0.0615386587445097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612793791070239, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615207731701992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615207769174635, diff to last: 0"
[1] "Final threshold is: 0.00457418133264028"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.374755642483775"
[1] "Newton iter: 1, lambda:0.356785835201683, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.356852250677138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.356852251587571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356852250677138"
[1] "Starting iterative with newton 0.356852250677138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139913330926564, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142244111625415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142244757468323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142244757468372, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.142244757468323"
[1] "Starting iterative with newton 0.142244757468323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123326962205846, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.12501921397171, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125019532291647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125019532291658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125019532291658"
[1] "Starting iterative with newton 0.125019532291658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121972810651043, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123618837446942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12361913694098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12361913694099, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12361913694098"
[1] "Starting iterative with newton 0.12361913694098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121862465633652, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123504764430201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123505062433891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123505062433901, diff to last: 0"
[1] "Final threshold is: 0.00918282537019312"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.418076210931186"
[1] "Newton iter: 1, lambda:0.420000531708123, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.420001414200068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420001414200254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.420001414200254"
[1] "Starting iterative with newton 0.420001414200254"
[1] "Starting newton at: 0.216958334716147"
[1] "Newton iter: 1, lambda:0.214862069655469, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21486282314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214862823140098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214862823140098"
[1] "Starting iterative with newton 0.214862823140098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.184975868868857, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.190591667948419, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190596822673346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190596822677688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190596822677688"
[1] "Starting iterative with newton 0.190596822677688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182243681369038, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.187659724771668, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187664489539576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187664489543263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187664489539576"
[1] "Starting iterative with newton 0.187664489539576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.181912734337147, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.18730487265575, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187309591862817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187309591866431, diff to last: 0"
[1] "Final threshold is: 0.0139268078436792"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0.718664069400329"
[1] "Newton iter: 1, lambda:0.547727856515896, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.557268580219637, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.557300052173232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55730005251479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557300052173232"
[1] "Starting iterative with newton 0.557300052173232"
[1] "Starting newton at: 0.279068062634273"
[1] "Newton iter: 1, lambda:0.343913215664822, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.344970145503928, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34497042404012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344970424040139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.344970424040139"
[1] "Starting iterative with newton 0.344970424040139"
[1] "Starting newton at: 0.28452834045293"
[1] "Newton iter: 1, lambda:0.312783725569288, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.312976264540293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312976273451724, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312976273451724"
[1] "Starting iterative with newton 0.312976273451724"
[1] "Starting newton at: 0.306851717660889"
[1] "Newton iter: 1, lambda:0.307769486442631, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307769687813694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307769687813704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307769687813694"
[1] "Starting iterative with newton 0.307769687813694"
[1] "Starting newton at: 0.311848372983412"
[1] "Newton iter: 1, lambda:0.30690690976471, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.306912738097792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306912738105904, diff to last: 0"
[1] "Final threshold is: 0.0228195186683009"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 0.797066286558739"
[1] "Newton iter: 1, lambda:0.603546851944941, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.616998942699792, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.617068965337968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617068967227356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617068965337968"
[1] "Starting iterative with newton 0.617068965337968"
[1] "Starting newton at: 0.366214114175016"
[1] "Newton iter: 1, lambda:0.421844423877597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.422838723638288, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422839038429083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422839038429114, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.422839038429083"
[1] "Starting iterative with newton 0.422839038429083"
[1] "Starting newton at: 0.434266702710466"
[1] "Newton iter: 1, lambda:0.383351047326148, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.384137211558452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.384137400591264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384137400591275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.384137400591264"
[1] "Starting iterative with newton 0.384137400591264"
[1] "Starting newton at: 0.451093861663278"
[1] "Newton iter: 1, lambda:0.374378279274487, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.376140005916378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376140947080344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376140947080612, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376140947080612"
[1] "Starting iterative with newton 0.376140947080612"
[1] "Starting newton at: 0.449294054549715"
[1] "Newton iter: 1, lambda:0.372724780040476, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.37447679618313, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.374477725293656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374477725293917, diff to last: 0"
[1] "Final threshold is: 0.0278430979964038"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 0.565366835920051"
[1] "Newton iter: 1, lambda:0.676807952324069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.682407314591064, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.682420989567294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682420989648698, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.682420989648698"
[1] "Starting iterative with newton 0.682420989648698"
[1] "Starting newton at: 0.453689253248909"
[1] "Newton iter: 1, lambda:0.483111771546726, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.483430599801688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483430637022096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483430637022097, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483430637022097"
[1] "Starting iterative with newton 0.483430637022097"
[1] "Starting newton at: 0.428459576461592"
[1] "Newton iter: 1, lambda:0.439984351657705, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.440030812172938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.44003081292653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.440030812172938"
[1] "Starting iterative with newton 0.440030812172938"
[1] "Starting newton at: 0.420793825486534"
[1] "Newton iter: 1, lambda:0.430308871747619, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.430340172773304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.43034017311151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.430340172773304"
[1] "Starting iterative with newton 0.430340172773304"
[1] "Starting newton at: 0.422030129346385"
[1] "Newton iter: 1, lambda:0.428151423350321, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.428164337515264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428164337572687, diff to last: 0"
[1] "Final threshold is: 0.0318347949765353"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 0.930100997973695"
[1] "Newton iter: 1, lambda:0.862445190254282, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.865118002824699, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.865122325026231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86512232503752, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86512232503752"
[1] "Starting iterative with newton 0.86512232503752"
[1] "Starting newton at: 0.68924299676795"
[1] "Newton iter: 1, lambda:0.790568421528283, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.796761605762353, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796783939086436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796783939376098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796783939376098"
[1] "Starting iterative with newton 0.796783939376098"
[1] "Starting newton at: 0.694868165644632"
[1] "Newton iter: 1, lambda:0.771356787385254, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.774807262802024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.774814096682548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774814096709317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.774814096682548"
[1] "Starting iterative with newton 0.774814096682548"
[1] "Starting newton at: 0.696976735207892"
[1] "Newton iter: 1, lambda:0.764918531212632, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.767620443605057, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.767624614469138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767624614479066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.767624614469138"
[1] "Starting iterative with newton 0.767624614469138"
[1] "Starting newton at: 0.699479198995844"
[1] "Newton iter: 1, lambda:0.762907864379841, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.765255517520536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765258661381376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765258661387008, diff to last: 0"
[1] "Final threshold is: 0.056898369281457"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 0.881874324163061"
[1] "Newton iter: 1, lambda:0.917407657417714, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.918240884824341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.918241335097031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918241335097162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.918241335097162"
[1] "Starting iterative with newton 0.918241335097162"
[1] "Starting newton at: 0.894750150726592"
[1] "Newton iter: 1, lambda:0.891877236009613, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.89188250864459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891882508662376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.891882508662376"
[1] "Starting iterative with newton 0.891882508662376"
[1] "Starting newton at: 0.888175849648658"
[1] "Newton iter: 1, lambda:0.883009872831291, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.883026825433876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.883026825616907, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.883026825616907"
[1] "Starting iterative with newton 0.883026825616907"
[1] "Starting newton at: 0.885382181706133"
[1] "Newton iter: 1, lambda:0.88000995869502, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.880028262091857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.88002826230489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.88002826230489"
[1] "Starting iterative with newton 0.88002826230489"
[1] "Starting newton at: 0.886968612083767"
[1] "Newton iter: 1, lambda:0.878969748423422, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.879010251274418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.879010252317052, diff to last: 0"
[1] "Final threshold is: 0.065356006357695"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.01872429196642"
[1] "Newton iter: 1, lambda:1.011881758331, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.01191577613929, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01191577698352, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01191577698352"
[1] "Starting iterative with newton 1.01191577698352"
[1] "Starting newton at: 1.02506473733672"
[1] "Newton iter: 1, lambda:1.03887038149658, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03901228527619, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03901230014607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03901230014607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03901228527619"
[1] "Starting iterative with newton 1.03901228527619"
[1] "Starting newton at: 1.02483310068035"
[1] "Newton iter: 1, lambda:1.04857683091046, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.04900096161664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04900109506699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04900109506701, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04900109506699"
[1] "Starting iterative with newton 1.04900109506699"
[1] "Starting newton at: 1.02427787056779"
[1] "Newton iter: 1, lambda:1.05206331482606, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05264648060163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05264673332751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05264673332755, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05264673332751"
[1] "Starting iterative with newton 1.05264673332751"
[1] "Starting newton at: 1.02798426939636"
[1] "Newton iter: 1, lambda:1.05348149480236, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.0539722081024, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05397238714321, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05397238714324, diff to last: 0"
[1] "Final threshold is: 0.0783647583784053"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.17272208151283"
[1] "Newton iter: 1, lambda:1.28372341267099, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.29857266214475, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.29882248030722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29882255017819, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2988225501782, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2988225501782"
[1] "Starting iterative with newton 1.2988225501782"
[1] "Starting newton at: 1.43282012495796"
[1] "Newton iter: 1, lambda:1.66573818078708, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.75606015355223, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.76884533322276, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.76908202636167, diff to last: 0"
[1] "Newton iter: 5, lambda:1.76908210627211, diff to last: 0"
[1] "Newton iter: 6, lambda:1.76908210627212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76908210627211"
[1] "Starting iterative with newton 1.76908210627211"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303256359600081"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.48805145209521"
[1] "Newton iter: 1, lambda:1.33545248699985, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.3582156049127, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.35882257139217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35882299476458, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35882299476478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35882299476478"
[1] "Starting iterative with newton 1.35882299476478"
[1] "Starting newton at: 1.41524790640863"
[1] "Newton iter: 1, lambda:1.69139692611386, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.81930287921092, diff to last: 0.128"
[1] "Newton iter: 3, lambda:1.84578091331248, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.8468108059966, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.84681231674235, diff to last: 0"
[1] "Newton iter: 6, lambda:1.8468123167456, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84681231674235"
[1] "Starting iterative with newton 1.84681231674235"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.03054631268779, diff to last: 0.375"
[1] "Newton iter: 2, lambda:4.15462108271093, diff to last: 0.124"
[1] "Newton iter: 3, lambda:4.2234536909034, diff to last: 0.069"
[1] "Newton iter: 4, lambda:4.24339796076256, diff to last: 0.02"
[1] "Newton iter: 5, lambda:4.24487770661182, diff to last: 0.001"
[1] "Newton iter: 6, lambda:4.24488538494957, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24488538515941, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.24488538515941"
[1] "Starting iterative with newton 4.24488538515941"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.44425887854238"
[1] "Newton iter: 1, lambda:1.39777935374484, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.40026866278256, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40027616140097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40027616146885, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40027616140097"
[1] "Starting iterative with newton 1.40027616140097"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.23431315517057"
[1] "Newton iter: 1, lambda:1.48226032344285, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.5836057207009, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.60016806115232, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60057862982853, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60057887757987, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60057887757996, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60057887757987"
[1] "Starting iterative with newton 1.60057887757987"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
threshold is:
[{'ad': 0.0025455331471314494, 'da': 0.0020505014337937094, 'dd': 0.004574181332640277}, {'ad': 0.009182825370193125, 'da': 0.013926807843679171, 'dd': 0.022819518668300887}, {'ad': 0.027843097996403846, 'da': 0.031834794976535255, 'dd': 0.05689836928145703}, {'ad': 0.06535600635769502, 'da': 0.07836475837840534, 'dd': 0.3032563596000807}, {'ad': 0.3275543052852087, 'da': 0.3275543052852087, 'dd': 0.3275543052852087}]
Number of points in noise estimation: 128
Estimated noise: 0.07435181351459551
0.07435181351459551
threshold is:
[{'ad': 0.003460852973476314, 'da': 0.0078047681559205995, 'dd': 0.007429208372584539}, {'ad': 0.0163137810044498, 'da': 0.009748633651111858, 'dd': 0.01104162724132951}, {'ad': 0.025194834312092018, 'da': 0.029287571564072308, 'dd': 0.049378997806373226}, {'ad': 0.0532303095061204, 'da': 0.05782023761805105, 'dd': 0.3032563596000807}, {'ad': 0.3275543052852087, 'da': 0.3275543052852087, 'dd': 0.3275543052852087}]
['peppers256', 0.075, 0, 0.005423554380138222, 0.00186298184477017, 0.0015344625299624163, 0.005663408276432332, 0.001876013880838171, 0.0018835646237790056, 0.001876013880838171, 0.0018835646237790056, 22.65716000962042, 27.297913773928354, 28.14043712138801, 22.46922128853736, 27.2676395255124, 27.25019474866523, 27.2676395255124, 27.25019474866523]
peppers256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189564916814494"
[1] "Newton iter: 1, lambda:0.133370190835513, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.133613966812693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13361397141928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133613966812693"
[1] "Starting iterative with newton 0.133613966812693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224322882942356, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224495438959747, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022449543906187, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0224495438959747"
[1] "Starting iterative with newton 0.0224495438959747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193341239414036, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193458032358299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193458032400924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193458032358299"
[1] "Starting iterative with newton 0.0193458032358299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192518311382425, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192633801457882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019263380149945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0192633801457882"
[1] "Starting iterative with newton 0.0192633801457882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192496488838552, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192611944486066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192611944527606, diff to last: 0"
[1] "Final threshold is: 0.00145579812041591"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139676772043464, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141713858450452, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141714290463035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141714290463055, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141714290463035"
[1] "Starting iterative with newton 0.141714290463035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485072963716354, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048622142070435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486221427140575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0486221427140575"
[1] "Starting iterative with newton 0.0486221427140575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0447272614311998, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448219072694013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448219076931383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0448219072694013"
[1] "Starting iterative with newton 0.0448219072694013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044573561857137, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446674320698736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446674324861353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0446674324861353"
[1] "Starting iterative with newton 0.0446674324861353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445673156582081, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446611544250379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446611548409981, diff to last: 0"
[1] "Final threshold is: 0.00337557594577312"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.256443712746372"
[1] "Newton iter: 1, lambda:0.218864774612356, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.219066600100002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219066605945392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.219066600100002"
[1] "Starting iterative with newton 0.219066600100002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597030894674263, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0599330741807124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599330775934095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0599330741807124"
[1] "Starting iterative with newton 0.0599330741807124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509044667928249, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510611445974243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510611460817611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0510611445974243"
[1] "Starting iterative with newton 0.0510611445974243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504254288540325, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.050578569426244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505785708387655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0505785708387655"
[1] "Starting iterative with newton 0.0505785708387655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503994146378914, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0505523644245503, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505523658332525, diff to last: 0"
[1] "Final threshold is: 0.0038208449277747"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.238945753915366"
[1] "Newton iter: 1, lambda:0.3411406317439, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.343333553235262, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343334548124318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343334548124523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343334548124318"
[1] "Starting iterative with newton 0.343334548124318"
[1] "Starting newton at: 0.239302920854341"
[1] "Newton iter: 1, lambda:0.132469091389817, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.133784401167952, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13378460111765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133784601117654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13378460111765"
[1] "Starting iterative with newton 0.13378460111765"
[1] "Starting newton at: 0.195755987786964"
[1] "Newton iter: 1, lambda:0.117193695624246, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.117853672199535, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117853718825706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117853718825707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117853718825707"
[1] "Starting iterative with newton 0.117853718825707"
[1] "Starting newton at: 0.211686870078907"
[1] "Newton iter: 1, lambda:0.115641266723384, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.116621568664195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116621670924739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11662167092474, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.116621670924739"
[1] "Starting iterative with newton 0.116621670924739"
[1] "Starting newton at: 0.212918917979875"
[1] "Newton iter: 1, lambda:0.115518492314931, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.116526161136623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116526269136647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116526269136649, diff to last: 0"
[1] "Final threshold is: 0.00880727952987797"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.469142977145439"
[1] "Newton iter: 1, lambda:0.433608173519508, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.433927426385788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.433927452368915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433927452368916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.433927452368915"
[1] "Starting iterative with newton 0.433927452368915"
[1] "Starting newton at: 0.198118116719796"
[1] "Newton iter: 1, lambda:0.206015823270398, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.206026015583361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206026015600328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206026015600328"
[1] "Starting iterative with newton 0.206026015600328"
[1] "Starting newton at: 0.213684538375486"
[1] "Newton iter: 1, lambda:0.182476433071471, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.182625482878455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182625486283006, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182625482878455"
[1] "Starting iterative with newton 0.182625482878455"
[1] "Starting newton at: 0.195999550888136"
[1] "Newton iter: 1, lambda:0.180103007704538, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.180141447116568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180141447341477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180141447341477"
[1] "Starting iterative with newton 0.180141447341477"
[1] "Starting newton at: 0.198483586425115"
[1] "Newton iter: 1, lambda:0.179823962826347, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.179876882061006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179876882486964, diff to last: 0"
[1] "Final threshold is: 0.0135954407256265"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0.540593529256826"
[1] "Newton iter: 1, lambda:0.589960640727456, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.590855689601852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.590855979351912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590855979351942, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590855979351942"
[1] "Starting iterative with newton 0.590855979351942"
[1] "Starting newton at: 0.425915618987812"
[1] "Newton iter: 1, lambda:0.339900038411633, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.341765488637104, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341766377548527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341766377548729, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.341766377548527"
[1] "Starting iterative with newton 0.341766377548527"
[1] "Starting newton at: 0.180862820208281"
[1] "Newton iter: 1, lambda:0.29913874374838, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.302562508811241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.302565351305543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302565351307502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.302565351305543"
[1] "Starting iterative with newton 0.302565351305543"
[1] "Starting newton at: 0.178881964560144"
[1] "Newton iter: 1, lambda:0.29296376178625, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.296118778093163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.296121170449895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29612117045127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29612117045127"
[1] "Starting iterative with newton 0.29612117045127"
[1] "Starting newton at: 0.185326145414418"
[1] "Newton iter: 1, lambda:0.292284457873002, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.295052412348891, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.295054250922422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295054250923233, diff to last: 0"
[1] "Final threshold is: 0.0223007677463036"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 0.724851843571783"
[1] "Newton iter: 1, lambda:0.639168051925352, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.642078579971535, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.642082045582137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642082045587046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642082045587046"
[1] "Starting iterative with newton 0.642082045587046"
[1] "Starting newton at: 0.407895617163617"
[1] "Newton iter: 1, lambda:0.420361688944143, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.420411485058268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420411485851225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.420411485058268"
[1] "Starting iterative with newton 0.420411485058268"
[1] "Starting newton at: 0.439710638868858"
[1] "Newton iter: 1, lambda:0.375138410471282, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.376391121632795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.376391597857174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376391597857243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.376391597857243"
[1] "Starting iterative with newton 0.376391597857243"
[1] "Starting newton at: 0.448605066594134"
[1] "Newton iter: 1, lambda:0.36525119843904, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.367309993887464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.367311266100602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367311266101088, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.367311266100602"
[1] "Starting iterative with newton 0.367311266100602"
[1] "Starting newton at: 0.454979523918684"
[1] "Newton iter: 1, lambda:0.362921065658653, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.365423045635438, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.365424920272102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365424920273154, diff to last: 0"
[1] "Final threshold is: 0.0276195182757084"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 0.626272314026945"
[1] "Newton iter: 1, lambda:0.68422434442434, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.685749471492769, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685750507844753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685750507845231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685750507844753"
[1] "Starting iterative with newton 0.685750507844753"
[1] "Starting newton at: 0.644398886129933"
[1] "Newton iter: 1, lambda:0.506948809328402, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.513881031394138, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.513899347251592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513899347379255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513899347251592"
[1] "Starting iterative with newton 0.513899347251592"
[1] "Starting newton at: 0.394380793543069"
[1] "Newton iter: 1, lambda:0.474128698021645, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.476488809279228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.476490849192138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476490849193662, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.476490849192138"
[1] "Starting iterative with newton 0.476490849192138"
[1] "Starting newton at: 0.409915607182012"
[1] "Newton iter: 1, lambda:0.466905785846945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.468095854553667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468096368505959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468096368506055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.468096368505959"
[1] "Starting iterative with newton 0.468096368505959"
[1] "Starting newton at: 0.410486175472894"
[1] "Newton iter: 1, lambda:0.465109370837957, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.466199950003531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.466200380735342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466200380735409, diff to last: 0"
[1] "Final threshold is: 0.0352363213933958"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 0.960955084176247"
[1] "Newton iter: 1, lambda:0.855748667261794, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.862082163735456, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.862106481479128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.862106481836557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.862106481479128"
[1] "Starting iterative with newton 0.862106481479128"
[1] "Starting newton at: 0.688359635452134"
[1] "Newton iter: 1, lambda:0.790285085413381, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.796559057619113, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796582005470746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796582005776936, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796582005776936"
[1] "Starting iterative with newton 0.796582005776936"
[1] "Starting newton at: 0.706323851500243"
[1] "Newton iter: 1, lambda:0.773044424843656, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.775664512061852, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.775668456535018, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775668456543949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.775668456535018"
[1] "Starting iterative with newton 0.775668456535018"
[1] "Starting newton at: 0.712176695448984"
[1] "Newton iter: 1, lambda:0.767120349548506, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.768881872460345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.768883647179668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768883647181468, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.768883647179668"
[1] "Starting iterative with newton 0.768883647179668"
[1] "Starting newton at: 0.711005985266572"
[1] "Newton iter: 1, lambda:0.764973422216535, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.766669805371856, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.766671448920232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.766671448921773, diff to last: 0"
[1] "Final threshold is: 0.0579465026061955"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 0.858764035497078"
[1] "Newton iter: 1, lambda:0.919706400207677, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.922191814096571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.922195831891331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.922195831901817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.922195831891331"
[1] "Starting iterative with newton 0.922195831891331"
[1] "Starting newton at: 0.860544873948795"
[1] "Newton iter: 1, lambda:0.897840993343148, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.898750319358564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.898750850451401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898750850451583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898750850451583"
[1] "Starting iterative with newton 0.898750850451583"
[1] "Starting newton at: 0.866001991154103"
[1] "Newton iter: 1, lambda:0.890542042377828, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.890931760605415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.890931857745485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.890931857745491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.890931857745491"
[1] "Starting iterative with newton 0.890931857745491"
[1] "Starting newton at: 0.869183480731919"
[1] "Newton iter: 1, lambda:0.88807541136087, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.88830544326505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.888305477060488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.888305477060489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.888305477060488"
[1] "Starting iterative with newton 0.888305477060488"
[1] "Starting newton at: 0.863642921024685"
[1] "Newton iter: 1, lambda:0.887066874738554, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.887421107407203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887421187517847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.887421187517851, diff to last: 0"
[1] "Final threshold is: 0.0670730000806986"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.06640063522532"
[1] "Newton iter: 1, lambda:1.01035569171029, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.0125875495387, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01259121965267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01259121966258, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01259121966258"
[1] "Starting iterative with newton 1.01259121966258"
[1] "Starting newton at: 1.08211819011902"
[1] "Newton iter: 1, lambda:1.05159517990256, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.05227969893527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05228005012186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05228005012195, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05228005012195"
[1] "Starting iterative with newton 1.05228005012195"
[1] "Starting newton at: 1.0922527558751"
[1] "Newton iter: 1, lambda:1.06643040598389, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.06692490581068, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06692509026021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06692509026024, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06692509026024"
[1] "Starting iterative with newton 1.06692509026024"
[1] "Starting newton at: 1.09195483069825"
[1] "Newton iter: 1, lambda:1.07195904909308, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.07225738454398, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07225745183015, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07225745183016, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07225745183015"
[1] "Starting iterative with newton 1.07225745183015"
[1] "Starting newton at: 1.09339315579862"
[1] "Newton iter: 1, lambda:1.07390579161583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.0741894778546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07418953874644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07418953874644, diff to last: 0"
[1] "Final threshold is: 0.0811893112677981"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.51773337149026"
[1] "Newton iter: 1, lambda:1.31005606122083, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.34924680445043, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.35105208709062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35105580116077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35105580117646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35105580116077"
[1] "Starting iterative with newton 1.35105580116077"
[1] "Starting newton at: 1.48277601265068"
[1] "Newton iter: 1, lambda:1.7164014494123, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.80714834559517, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.81991810088131, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.82015105309212, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82015112944015, diff to last: 0"
[1] "Newton iter: 6, lambda:1.82015112944016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82015112944015"
[1] "Starting iterative with newton 1.82015112944015"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.308273568744392"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.49343719394415"
[1] "Newton iter: 1, lambda:1.32901522179963, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.35490953122287, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.35569090557273, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35569160196531, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35569160196586, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35569160196586"
[1] "Starting iterative with newton 1.35569160196586"
[1] "Starting newton at: 1.43682324578549"
[1] "Newton iter: 1, lambda:1.69841608854823, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.81269580209654, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.83351181774575, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.83414198958707, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.8341425532335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.83414255323395, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8341425532335"
[1] "Starting iterative with newton 1.8341425532335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.38303615187566"
[1] "Newton iter: 1, lambda:1.4219048129934, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.42383099315699, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42383556854291, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42383556856868, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42383556854291"
[1] "Starting iterative with newton 1.42383556854291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.21932069096055"
[1] "Newton iter: 1, lambda:1.47885453752231, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.5906376474153, diff to last: 0.112"
[1] "Newton iter: 3, lambda:1.61119147941517, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.61183486255232, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61183547894936, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61183547894993, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61183547894993"
[1] "Starting iterative with newton 1.61183547894993"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
threshold is:
[{'ad': 0.0014557981204159137, 'da': 0.0033755759457731174, 'dd': 0.0038208449277747024}, {'ad': 0.008807279529877974, 'da': 0.013595440725626509, 'dd': 0.022300767746303594}, {'ad': 0.02761951827570836, 'da': 0.035236321393395775, 'dd': 0.057946502606195466}, {'ad': 0.06707300008069861, 'da': 0.08118931126779806, 'dd': 0.3082735687443918}, {'ad': 0.33297351053420227, 'da': 0.33297351053420227, 'dd': 0.33297351053420227}]
Number of points in noise estimation: 128
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.4295210159358"
[1] "Starting iterative with newton 17.4295210159358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6357740116911"
[1] "Starting iterative with newton 12.6357740116911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.787177871024"
[1] "Starting iterative with newton 11.787177871024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.62339471153423"
[1] "Starting iterative with newton 6.62339471153423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.59905316261206"
[1] "Starting iterative with newton 4.59905316261206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 2.3498470898519"
[1] "Newton iter: 1, lambda:1.69888307825237, diff to last: 0.651"
[1] "Newton iter: 2, lambda:1.68409891637281, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.68397173473601, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6839717251277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68397173473601"
[1] "Starting iterative with newton 1.68397173473601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 1.89342154580324"
[1] "Newton iter: 1, lambda:1.54681087499787, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.50768788984151, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.50657402046443, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50657307184631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50657307184562, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50657307184631"
[1] "Starting iterative with newton 1.50657307184631"
[1] "Starting newton at: 1.82232579233734"
[1] "Newton iter: 1, lambda:1.48850186190636, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.44249216871498, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44074762299495, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44074498539508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44074498538904, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44074498538904"
[1] "Starting iterative with newton 1.44074498538904"
[1] "Starting newton at: 1.73123546521138"
[1] "Newton iter: 1, lambda:1.42533448303136, diff to last: 0.306"
[1] "Newton iter: 2, lambda:1.37498714479775, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.37260878253519, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37260322258182, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37260322255138, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37260322255138"
[1] "Starting iterative with newton 1.37260322255138"
[1] "Starting newton at: 1.66121513856441"
[1] "Newton iter: 1, lambda:1.37158618127188, diff to last: 0.29"
[1] "Newton iter: 2, lambda:1.31730287853716, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.31422056210931, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31421018949465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31421018937697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31421018937697"
[1] "Starting iterative with newton 1.31421018937697"
[1] "Starting newton at: 1.61253877834658"
[1] "Newton iter: 1, lambda:1.32917430784376, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.27044483908449, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.26651172918926, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26649335826686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649335786536, diff to last: 0"
[1] "Final threshold is: 0.0957240037641078"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 1.25851183759274"
[1] "Newton iter: 1, lambda:1.2302236865378, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.22928126691666, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22928020113348, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22928020113212, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22928020113212"
[1] "Starting iterative with newton 1.22928020113212"
[1] "Starting newton at: 1.40828246290923"
[1] "Newton iter: 1, lambda:1.40907649894141, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.40907597207944, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4090759720792, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40907597207944"
[1] "Starting iterative with newton 1.40907597207944"
[1] "Starting newton at: 1.560360607834"
[1] "Newton iter: 1, lambda:1.57919647150583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.57899131050105, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57899128701885, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57899128701885, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57899128701885"
[1] "Starting iterative with newton 1.57899128701885"
[1] "Starting newton at: 1.74527711666307"
[1] "Newton iter: 1, lambda:1.73003888142701, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.7299594799468, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7299594776857, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.7299594776857"
[1] "Starting iterative with newton 1.7299594776857"
[1] "Starting newton at: 1.86682023757183"
[1] "Newton iter: 1, lambda:1.83910877650337, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.83894721616925, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83894720992686, diff to last: 0"
[1] "Final threshold is: 0.138991166871756"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 1.30879996547199"
[1] "Newton iter: 1, lambda:1.24577685307234, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.24145988546676, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.24143842177833, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24143842124627, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24143842124627"
[1] "Starting iterative with newton 1.24143842124627"
[1] "Starting newton at: 1.54426691613093"
[1] "Newton iter: 1, lambda:1.56604895338766, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.56577902836412, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56577898870206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56577898870206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56577898870206"
[1] "Starting iterative with newton 1.56577898870206"
[1] "Starting newton at: 1.88304926197529"
[1] "Newton iter: 1, lambda:1.85537184003609, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.85526265453295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85526265248107, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85526265248107"
[1] "Starting iterative with newton 1.85526265248107"
[1] "Starting newton at: 2.03436521988144"
[1] "Newton iter: 1, lambda:2.03796107688964, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03796093667357, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03796093667357, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03796093667357"
[1] "Starting iterative with newton 2.03796093667357"
[1] "Starting newton at: 2.22654522612507"
[1] "Newton iter: 1, lambda:2.12761596696811, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.12890207673012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12890216694005, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12890216694005, diff to last: 0"
[1] "Final threshold is: 0.160906520177148"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.33400988606887"
[1] "Newton iter: 1, lambda:1.26272307038738, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.257562311063, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25753311532729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25753311438919, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25753311438919"
[1] "Starting iterative with newton 1.25753311438919"
[1] "Starting newton at: 1.68612095852709"
[1] "Newton iter: 1, lambda:1.71861377371949, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.71827421114172, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71827417853493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71827417853493, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.71827417853493"
[1] "Starting iterative with newton 1.71827417853493"
[1] "Starting newton at: 2.04434307987905"
[1] "Newton iter: 1, lambda:2.05315656473208, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.05316168170674, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05316168170869, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.05316168170869"
[1] "Starting iterative with newton 2.05316168170869"
[1] "Starting newton at: 2.18996619727094"
[1] "Newton iter: 1, lambda:2.22169670071715, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.22186137971527, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22186138482155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22186137971527"
[1] "Starting iterative with newton 2.22186137971527"
[1] "Starting newton at: 2.35003340296118"
[1] "Newton iter: 1, lambda:2.3086685118839, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30911056952786, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30911061497616, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30911061497616, diff to last: 0"
[1] "Final threshold is: 0.174527021264661"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.56152689423972"
[1] "Newton iter: 1, lambda:1.53590625092326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.53562653438665, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53562649824628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53562649824628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53562649824628"
[1] "Starting iterative with newton 1.53562649824628"
[1] "Starting newton at: 2.26140737483674"
[1] "Newton iter: 1, lambda:2.27238460249244, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.2724481686626, diff to last: 0"
[1] "Newton iter: 3, lambda:2.272448170826, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2724481686626"
[1] "Starting iterative with newton 2.2724481686626"
[1] "Starting newton at: 2.65989752713685"
[1] "Newton iter: 1, lambda:2.69059307095713, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.6913150253169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.6913154270246, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69131542702472, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.6913154270246"
[1] "Starting iterative with newton 2.6913154270246"
[1] "Starting newton at: 2.86373939683574"
[1] "Newton iter: 1, lambda:2.89764885846205, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.89862018474182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.89862097692912, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89862097692965, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.89862097692912"
[1] "Starting iterative with newton 2.89862097692912"
[1] "Starting newton at: 2.98978551831764"
[1] "Newton iter: 1, lambda:3.01060777767779, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.01098861002812, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01098873637359, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0109887363736, diff to last: 0"
[1] "Final threshold is: 0.227576319563259"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.54493889920316"
[1] "Newton iter: 1, lambda:1.54717880916736, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.54717667369029, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54717667368836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54717667368836"
[1] "Starting iterative with newton 1.54717667368836"
[1] "Starting newton at: 2.2384465815938"
[1] "Newton iter: 1, lambda:2.30521620677679, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30752151080443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30752451834813, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30752451835326, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30752451834813"
[1] "Starting iterative with newton 2.30752451834813"
[1] "Starting newton at: 2.71136470420983"
[1] "Newton iter: 1, lambda:2.72854327214862, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.72877216838005, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72877220907442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72877220907443, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72877220907442"
[1] "Starting iterative with newton 2.72877220907442"
[1] "Starting newton at: 2.88853603401122"
[1] "Newton iter: 1, lambda:2.92848183652223, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.92982036484527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.92982185525167, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92982185525352, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92982185525167"
[1] "Starting iterative with newton 2.92982185525167"
[1] "Starting newton at: 3.04910953035862"
[1] "Newton iter: 1, lambda:3.03698855286306, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.03711328701954, diff to last: 0"
[1] "Newton iter: 3, lambda:3.03711330030458, diff to last: 0"
[1] "Newton iter: 4, lambda:3.03711330030458, diff to last: 0"
[1] "Final threshold is: 0.229550864349092"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.72571074020661"
[1] "Newton iter: 1, lambda:1.7226904438087, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.72268969534448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72268969534443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72268969534448"
[1] "Starting iterative with newton 1.72268969534448"
[1] "Starting newton at: 2.57185882721112"
[1] "Newton iter: 1, lambda:2.51844036898849, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.52084726475761, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52085212138046, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52085212140024, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52085212138046"
[1] "Starting iterative with newton 2.52085212138046"
[1] "Starting newton at: 2.96383116961999"
[1] "Newton iter: 1, lambda:2.96344561641836, diff to last: 0"
[1] "Newton iter: 2, lambda:2.96344576971525, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96344576971528, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.96344576971528"
[1] "Starting iterative with newton 2.96344576971528"
[1] "Starting newton at: 3.24597036028313"
[1] "Newton iter: 1, lambda:3.21582962817562, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.21679905152895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.21680008121699, diff to last: 0"
[1] "Newton iter: 4, lambda:3.21680008121815, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.21680008121815"
[1] "Starting iterative with newton 3.21680008121815"
[1] "Starting newton at: 3.34952335868416"
[1] "Newton iter: 1, lambda:3.3824892515939, diff to last: 0.033"
[1] "Newton iter: 2, lambda:3.38373517953434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.38373690433366, diff to last: 0"
[1] "Newton iter: 4, lambda:3.38373690433696, diff to last: 0"
[1] "Final threshold is: 0.255749342983621"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.89379163941122"
[1] "Newton iter: 1, lambda:2.31754629193549, diff to last: 0.424"
[1] "Newton iter: 2, lambda:2.4302390768317, diff to last: 0.113"
[1] "Newton iter: 3, lambda:2.44706586321608, diff to last: 0.017"
[1] "Newton iter: 4, lambda:2.44745032458343, diff to last: 0"
[1] "Newton iter: 5, lambda:2.44745052431622, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44745052431627, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44745052431622"
[1] "Starting iterative with newton 2.44745052431622"
[1] "Starting newton at: 3.11034484791212"
[1] "Newton iter: 1, lambda:3.2534963948988, diff to last: 0.143"
[1] "Newton iter: 2, lambda:3.28915825170492, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.29127171177655, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.29127889251978, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29127889260248, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29127889251978"
[1] "Starting iterative with newton 3.29127889251978"
[1] "Starting newton at: 3.69944003902997"
[1] "Newton iter: 1, lambda:3.89129340831336, diff to last: 0.192"
[1] "Newton iter: 2, lambda:3.98242830960218, diff to last: 0.091"
[1] "Newton iter: 3, lambda:4.00197542727768, diff to last: 0.02"
[1] "Newton iter: 4, lambda:4.00278766856149, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.00278902519108, diff to last: 0"
[1] "Newton iter: 6, lambda:4.00278902519486, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.00278902519108"
[1] "Starting iterative with newton 4.00278902519108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09572400376410783, 'dd': 0.13899116687175597}, {'ad': 0.1609065201771481, 'da': 0.17452702126466085, 'dd': 0.22757631956325874}, {'ad': 0.22955086434909228, 'da': 0.2557493429836213, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359813994528554. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.4295210159358"
[1] "Starting iterative with newton 17.4295210159358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6357740116911"
[1] "Starting iterative with newton 12.6357740116911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.787177871024"
[1] "Starting iterative with newton 11.787177871024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.62339471153423"
[1] "Starting iterative with newton 6.62339471153423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.59905316261206"
[1] "Starting iterative with newton 4.59905316261206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 2.3498470898519"
[1] "Newton iter: 1, lambda:1.69888307825237, diff to last: 0.651"
[1] "Newton iter: 2, lambda:1.68409891637281, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.68397173473601, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6839717251277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68397173473601"
[1] "Starting iterative with newton 1.68397173473601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 1.89342154580324"
[1] "Newton iter: 1, lambda:1.54681087499787, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.50768788984151, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.50657402046443, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50657307184631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50657307184562, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50657307184631"
[1] "Starting iterative with newton 1.50657307184631"
[1] "Starting newton at: 1.82232579233734"
[1] "Newton iter: 1, lambda:1.48850186190636, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.44249216871498, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44074762299495, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44074498539508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44074498538904, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44074498538904"
[1] "Starting iterative with newton 1.44074498538904"
[1] "Starting newton at: 1.73123546521138"
[1] "Newton iter: 1, lambda:1.42533448303136, diff to last: 0.306"
[1] "Newton iter: 2, lambda:1.37498714479775, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.37260878253519, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37260322258182, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37260322255138, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37260322255138"
[1] "Starting iterative with newton 1.37260322255138"
[1] "Starting newton at: 1.66121513856441"
[1] "Newton iter: 1, lambda:1.37158618127188, diff to last: 0.29"
[1] "Newton iter: 2, lambda:1.31730287853716, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.31422056210931, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31421018949465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31421018937697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31421018937697"
[1] "Starting iterative with newton 1.31421018937697"
[1] "Starting newton at: 1.61253877834658"
[1] "Newton iter: 1, lambda:1.32917430784376, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.27044483908449, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.26651172918926, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26649335826686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649335786536, diff to last: 0"
[1] "Final threshold is: 0.0957240037641078"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 1.25851183759274"
[1] "Newton iter: 1, lambda:1.2302236865378, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.22928126691666, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22928020113348, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22928020113212, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22928020113212"
[1] "Starting iterative with newton 1.22928020113212"
[1] "Starting newton at: 1.40828246290923"
[1] "Newton iter: 1, lambda:1.40907649894141, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.40907597207944, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4090759720792, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40907597207944"
[1] "Starting iterative with newton 1.40907597207944"
[1] "Starting newton at: 1.560360607834"
[1] "Newton iter: 1, lambda:1.57919647150583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.57899131050105, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57899128701885, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57899128701885, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57899128701885"
[1] "Starting iterative with newton 1.57899128701885"
[1] "Starting newton at: 1.74527711666307"
[1] "Newton iter: 1, lambda:1.73003888142701, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.7299594799468, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7299594776857, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.7299594776857"
[1] "Starting iterative with newton 1.7299594776857"
[1] "Starting newton at: 1.86682023757183"
[1] "Newton iter: 1, lambda:1.83910877650337, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.83894721616925, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83894720992686, diff to last: 0"
[1] "Final threshold is: 0.138991166871756"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 1.30879996547199"
[1] "Newton iter: 1, lambda:1.24577685307234, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.24145988546676, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.24143842177833, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24143842124627, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24143842124627"
[1] "Starting iterative with newton 1.24143842124627"
[1] "Starting newton at: 1.54426691613093"
[1] "Newton iter: 1, lambda:1.56604895338766, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.56577902836412, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56577898870206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56577898870206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56577898870206"
[1] "Starting iterative with newton 1.56577898870206"
[1] "Starting newton at: 1.88304926197529"
[1] "Newton iter: 1, lambda:1.85537184003609, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.85526265453295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85526265248107, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85526265248107"
[1] "Starting iterative with newton 1.85526265248107"
[1] "Starting newton at: 2.03436521988144"
[1] "Newton iter: 1, lambda:2.03796107688964, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03796093667357, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03796093667357, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03796093667357"
[1] "Starting iterative with newton 2.03796093667357"
[1] "Starting newton at: 2.22654522612507"
[1] "Newton iter: 1, lambda:2.12761596696811, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.12890207673012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12890216694005, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12890216694005, diff to last: 0"
[1] "Final threshold is: 0.160906520177148"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.33400988606887"
[1] "Newton iter: 1, lambda:1.26272307038738, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.257562311063, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25753311532729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25753311438919, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25753311438919"
[1] "Starting iterative with newton 1.25753311438919"
[1] "Starting newton at: 1.68612095852709"
[1] "Newton iter: 1, lambda:1.71861377371949, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.71827421114172, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71827417853493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71827417853493, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.71827417853493"
[1] "Starting iterative with newton 1.71827417853493"
[1] "Starting newton at: 2.04434307987905"
[1] "Newton iter: 1, lambda:2.05315656473208, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.05316168170674, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05316168170869, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.05316168170869"
[1] "Starting iterative with newton 2.05316168170869"
[1] "Starting newton at: 2.18996619727094"
[1] "Newton iter: 1, lambda:2.22169670071715, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.22186137971527, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22186138482155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22186137971527"
[1] "Starting iterative with newton 2.22186137971527"
[1] "Starting newton at: 2.35003340296118"
[1] "Newton iter: 1, lambda:2.3086685118839, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30911056952786, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30911061497616, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30911061497616, diff to last: 0"
[1] "Final threshold is: 0.174527021264661"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.56152689423972"
[1] "Newton iter: 1, lambda:1.53590625092326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.53562653438665, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53562649824628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53562649824628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53562649824628"
[1] "Starting iterative with newton 1.53562649824628"
[1] "Starting newton at: 2.26140737483674"
[1] "Newton iter: 1, lambda:2.27238460249244, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.2724481686626, diff to last: 0"
[1] "Newton iter: 3, lambda:2.272448170826, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2724481686626"
[1] "Starting iterative with newton 2.2724481686626"
[1] "Starting newton at: 2.65989752713685"
[1] "Newton iter: 1, lambda:2.69059307095713, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.6913150253169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.6913154270246, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69131542702472, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.6913154270246"
[1] "Starting iterative with newton 2.6913154270246"
[1] "Starting newton at: 2.86373939683574"
[1] "Newton iter: 1, lambda:2.89764885846205, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.89862018474182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.89862097692912, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89862097692965, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.89862097692912"
[1] "Starting iterative with newton 2.89862097692912"
[1] "Starting newton at: 2.98978551831764"
[1] "Newton iter: 1, lambda:3.01060777767779, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.01098861002812, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01098873637359, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0109887363736, diff to last: 0"
[1] "Final threshold is: 0.227576319563259"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.54493889920316"
[1] "Newton iter: 1, lambda:1.54717880916736, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.54717667369029, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54717667368836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54717667368836"
[1] "Starting iterative with newton 1.54717667368836"
[1] "Starting newton at: 2.2384465815938"
[1] "Newton iter: 1, lambda:2.30521620677679, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30752151080443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30752451834813, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30752451835326, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30752451834813"
[1] "Starting iterative with newton 2.30752451834813"
[1] "Starting newton at: 2.71136470420983"
[1] "Newton iter: 1, lambda:2.72854327214862, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.72877216838005, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72877220907442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72877220907443, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72877220907442"
[1] "Starting iterative with newton 2.72877220907442"
[1] "Starting newton at: 2.88853603401122"
[1] "Newton iter: 1, lambda:2.92848183652223, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.92982036484527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.92982185525167, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92982185525352, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92982185525167"
[1] "Starting iterative with newton 2.92982185525167"
[1] "Starting newton at: 3.04910953035862"
[1] "Newton iter: 1, lambda:3.03698855286306, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.03711328701954, diff to last: 0"
[1] "Newton iter: 3, lambda:3.03711330030458, diff to last: 0"
[1] "Newton iter: 4, lambda:3.03711330030458, diff to last: 0"
[1] "Final threshold is: 0.229550864349092"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.72571074020661"
[1] "Newton iter: 1, lambda:1.7226904438087, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.72268969534448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72268969534443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72268969534448"
[1] "Starting iterative with newton 1.72268969534448"
[1] "Starting newton at: 2.57185882721112"
[1] "Newton iter: 1, lambda:2.51844036898849, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.52084726475761, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52085212138046, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52085212140024, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52085212138046"
[1] "Starting iterative with newton 2.52085212138046"
[1] "Starting newton at: 2.96383116961999"
[1] "Newton iter: 1, lambda:2.96344561641836, diff to last: 0"
[1] "Newton iter: 2, lambda:2.96344576971525, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96344576971528, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.96344576971528"
[1] "Starting iterative with newton 2.96344576971528"
[1] "Starting newton at: 3.24597036028313"
[1] "Newton iter: 1, lambda:3.21582962817562, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.21679905152895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.21680008121699, diff to last: 0"
[1] "Newton iter: 4, lambda:3.21680008121815, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.21680008121815"
[1] "Starting iterative with newton 3.21680008121815"
[1] "Starting newton at: 3.34952335868416"
[1] "Newton iter: 1, lambda:3.3824892515939, diff to last: 0.033"
[1] "Newton iter: 2, lambda:3.38373517953434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.38373690433366, diff to last: 0"
[1] "Newton iter: 4, lambda:3.38373690433696, diff to last: 0"
[1] "Final threshold is: 0.255749342983621"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.89379163941122"
[1] "Newton iter: 1, lambda:2.31754629193549, diff to last: 0.424"
[1] "Newton iter: 2, lambda:2.4302390768317, diff to last: 0.113"
[1] "Newton iter: 3, lambda:2.44706586321608, diff to last: 0.017"
[1] "Newton iter: 4, lambda:2.44745032458343, diff to last: 0"
[1] "Newton iter: 5, lambda:2.44745052431622, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44745052431627, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44745052431622"
[1] "Starting iterative with newton 2.44745052431622"
[1] "Starting newton at: 3.11034484791212"
[1] "Newton iter: 1, lambda:3.2534963948988, diff to last: 0.143"
[1] "Newton iter: 2, lambda:3.28915825170492, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.29127171177655, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.29127889251978, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29127889260248, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29127889251978"
[1] "Starting iterative with newton 3.29127889251978"
[1] "Starting newton at: 3.69944003902997"
[1] "Newton iter: 1, lambda:3.89129340831336, diff to last: 0.192"
[1] "Newton iter: 2, lambda:3.98242830960218, diff to last: 0.091"
[1] "Newton iter: 3, lambda:4.00197542727768, diff to last: 0.02"
[1] "Newton iter: 4, lambda:4.00278766856149, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.00278902519108, diff to last: 0"
[1] "Newton iter: 6, lambda:4.00278902519486, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.00278902519108"
[1] "Starting iterative with newton 4.00278902519108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09572400376410783, 'dd': 0.13899116687175597}, {'ad': 0.1609065201771481, 'da': 0.17452702126466085, 'dd': 0.22757631956325874}, {'ad': 0.22955086434909228, 'da': 0.2557493429836213, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359813994528554. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189564916814494"
[1] "Newton iter: 1, lambda:0.133370190835513, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.133613966812693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13361397141928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133613966812693"
[1] "Starting iterative with newton 0.133613966812693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224322882942356, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224495438959747, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022449543906187, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0224495438959747"
[1] "Starting iterative with newton 0.0224495438959747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193341239414036, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193458032358299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193458032400924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193458032358299"
[1] "Starting iterative with newton 0.0193458032358299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192518311382425, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192633801457882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019263380149945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0192633801457882"
[1] "Starting iterative with newton 0.0192633801457882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192496488838552, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192611944486066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192611944527606, diff to last: 0"
[1] "Final threshold is: 0.00145579812041591"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139676772043464, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141713858450452, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141714290463035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141714290463055, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141714290463035"
[1] "Starting iterative with newton 0.141714290463035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485072963716354, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048622142070435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486221427140575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0486221427140575"
[1] "Starting iterative with newton 0.0486221427140575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0447272614311998, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448219072694013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448219076931383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0448219072694013"
[1] "Starting iterative with newton 0.0448219072694013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044573561857137, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446674320698736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446674324861353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0446674324861353"
[1] "Starting iterative with newton 0.0446674324861353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445673156582081, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446611544250379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446611548409981, diff to last: 0"
[1] "Final threshold is: 0.00337557594577312"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.256443712746372"
[1] "Newton iter: 1, lambda:0.218864774612356, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.219066600100002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219066605945392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.219066600100002"
[1] "Starting iterative with newton 0.219066600100002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597030894674263, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0599330741807124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599330775934095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0599330741807124"
[1] "Starting iterative with newton 0.0599330741807124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509044667928249, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510611445974243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510611460817611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0510611445974243"
[1] "Starting iterative with newton 0.0510611445974243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504254288540325, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.050578569426244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505785708387655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0505785708387655"
[1] "Starting iterative with newton 0.0505785708387655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503994146378914, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0505523644245503, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505523658332525, diff to last: 0"
[1] "Final threshold is: 0.0038208449277747"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.238945753915366"
[1] "Newton iter: 1, lambda:0.3411406317439, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.343333553235262, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343334548124318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343334548124523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343334548124318"
[1] "Starting iterative with newton 0.343334548124318"
[1] "Starting newton at: 0.239302920854341"
[1] "Newton iter: 1, lambda:0.132469091389817, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.133784401167952, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13378460111765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133784601117654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13378460111765"
[1] "Starting iterative with newton 0.13378460111765"
[1] "Starting newton at: 0.195755987786964"
[1] "Newton iter: 1, lambda:0.117193695624246, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.117853672199535, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117853718825706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117853718825707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117853718825707"
[1] "Starting iterative with newton 0.117853718825707"
[1] "Starting newton at: 0.211686870078907"
[1] "Newton iter: 1, lambda:0.115641266723384, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.116621568664195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116621670924739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11662167092474, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.116621670924739"
[1] "Starting iterative with newton 0.116621670924739"
[1] "Starting newton at: 0.212918917979875"
[1] "Newton iter: 1, lambda:0.115518492314931, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.116526161136623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116526269136647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116526269136649, diff to last: 0"
[1] "Final threshold is: 0.00880727952987797"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.469142977145439"
[1] "Newton iter: 1, lambda:0.433608173519508, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.433927426385788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.433927452368915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433927452368916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.433927452368915"
[1] "Starting iterative with newton 0.433927452368915"
[1] "Starting newton at: 0.198118116719796"
[1] "Newton iter: 1, lambda:0.206015823270398, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.206026015583361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206026015600328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206026015600328"
[1] "Starting iterative with newton 0.206026015600328"
[1] "Starting newton at: 0.213684538375486"
[1] "Newton iter: 1, lambda:0.182476433071471, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.182625482878455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182625486283006, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182625482878455"
[1] "Starting iterative with newton 0.182625482878455"
[1] "Starting newton at: 0.195999550888136"
[1] "Newton iter: 1, lambda:0.180103007704538, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.180141447116568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180141447341477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180141447341477"
[1] "Starting iterative with newton 0.180141447341477"
[1] "Starting newton at: 0.198483586425115"
[1] "Newton iter: 1, lambda:0.179823962826347, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.179876882061006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179876882486964, diff to last: 0"
[1] "Final threshold is: 0.0135954407256265"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0.540593529256826"
[1] "Newton iter: 1, lambda:0.589960640727456, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.590855689601852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.590855979351912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590855979351942, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590855979351942"
[1] "Starting iterative with newton 0.590855979351942"
[1] "Starting newton at: 0.425915618987812"
[1] "Newton iter: 1, lambda:0.339900038411633, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.341765488637104, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341766377548527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341766377548729, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.341766377548527"
[1] "Starting iterative with newton 0.341766377548527"
[1] "Starting newton at: 0.180862820208281"
[1] "Newton iter: 1, lambda:0.29913874374838, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.302562508811241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.302565351305543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302565351307502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.302565351305543"
[1] "Starting iterative with newton 0.302565351305543"
[1] "Starting newton at: 0.178881964560144"
[1] "Newton iter: 1, lambda:0.29296376178625, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.296118778093163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.296121170449895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29612117045127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29612117045127"
[1] "Starting iterative with newton 0.29612117045127"
[1] "Starting newton at: 0.185326145414418"
[1] "Newton iter: 1, lambda:0.292284457873002, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.295052412348891, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.295054250922422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295054250923233, diff to last: 0"
[1] "Final threshold is: 0.0223007677463036"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 0.724851843571783"
[1] "Newton iter: 1, lambda:0.639168051925352, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.642078579971535, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.642082045582137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642082045587046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642082045587046"
[1] "Starting iterative with newton 0.642082045587046"
[1] "Starting newton at: 0.407895617163617"
[1] "Newton iter: 1, lambda:0.420361688944143, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.420411485058268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420411485851225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.420411485058268"
[1] "Starting iterative with newton 0.420411485058268"
[1] "Starting newton at: 0.439710638868858"
[1] "Newton iter: 1, lambda:0.375138410471282, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.376391121632795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.376391597857174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376391597857243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.376391597857243"
[1] "Starting iterative with newton 0.376391597857243"
[1] "Starting newton at: 0.448605066594134"
[1] "Newton iter: 1, lambda:0.36525119843904, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.367309993887464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.367311266100602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367311266101088, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.367311266100602"
[1] "Starting iterative with newton 0.367311266100602"
[1] "Starting newton at: 0.454979523918684"
[1] "Newton iter: 1, lambda:0.362921065658653, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.365423045635438, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.365424920272102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365424920273154, diff to last: 0"
[1] "Final threshold is: 0.0276195182757084"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 0.626272314026945"
[1] "Newton iter: 1, lambda:0.68422434442434, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.685749471492769, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685750507844753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685750507845231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685750507844753"
[1] "Starting iterative with newton 0.685750507844753"
[1] "Starting newton at: 0.644398886129933"
[1] "Newton iter: 1, lambda:0.506948809328402, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.513881031394138, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.513899347251592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513899347379255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513899347251592"
[1] "Starting iterative with newton 0.513899347251592"
[1] "Starting newton at: 0.394380793543069"
[1] "Newton iter: 1, lambda:0.474128698021645, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.476488809279228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.476490849192138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476490849193662, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.476490849192138"
[1] "Starting iterative with newton 0.476490849192138"
[1] "Starting newton at: 0.409915607182012"
[1] "Newton iter: 1, lambda:0.466905785846945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.468095854553667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468096368505959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468096368506055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.468096368505959"
[1] "Starting iterative with newton 0.468096368505959"
[1] "Starting newton at: 0.410486175472894"
[1] "Newton iter: 1, lambda:0.465109370837957, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.466199950003531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.466200380735342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466200380735409, diff to last: 0"
[1] "Final threshold is: 0.0352363213933958"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 0.960955084176247"
[1] "Newton iter: 1, lambda:0.855748667261794, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.862082163735456, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.862106481479128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.862106481836557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.862106481479128"
[1] "Starting iterative with newton 0.862106481479128"
[1] "Starting newton at: 0.688359635452134"
[1] "Newton iter: 1, lambda:0.790285085413381, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.796559057619113, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796582005470746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796582005776936, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796582005776936"
[1] "Starting iterative with newton 0.796582005776936"
[1] "Starting newton at: 0.706323851500243"
[1] "Newton iter: 1, lambda:0.773044424843656, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.775664512061852, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.775668456535018, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775668456543949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.775668456535018"
[1] "Starting iterative with newton 0.775668456535018"
[1] "Starting newton at: 0.712176695448984"
[1] "Newton iter: 1, lambda:0.767120349548506, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.768881872460345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.768883647179668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768883647181468, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.768883647179668"
[1] "Starting iterative with newton 0.768883647179668"
[1] "Starting newton at: 0.711005985266572"
[1] "Newton iter: 1, lambda:0.764973422216535, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.766669805371856, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.766671448920232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.766671448921773, diff to last: 0"
[1] "Final threshold is: 0.0579465026061955"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 0.858764035497078"
[1] "Newton iter: 1, lambda:0.919706400207677, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.922191814096571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.922195831891331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.922195831901817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.922195831891331"
[1] "Starting iterative with newton 0.922195831891331"
[1] "Starting newton at: 0.860544873948795"
[1] "Newton iter: 1, lambda:0.897840993343148, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.898750319358564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.898750850451401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898750850451583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898750850451583"
[1] "Starting iterative with newton 0.898750850451583"
[1] "Starting newton at: 0.866001991154103"
[1] "Newton iter: 1, lambda:0.890542042377828, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.890931760605415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.890931857745485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.890931857745491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.890931857745491"
[1] "Starting iterative with newton 0.890931857745491"
[1] "Starting newton at: 0.869183480731919"
[1] "Newton iter: 1, lambda:0.88807541136087, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.88830544326505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.888305477060488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.888305477060489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.888305477060488"
[1] "Starting iterative with newton 0.888305477060488"
[1] "Starting newton at: 0.863642921024685"
[1] "Newton iter: 1, lambda:0.887066874738554, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.887421107407203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887421187517847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.887421187517851, diff to last: 0"
[1] "Final threshold is: 0.0670730000806986"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.06640063522532"
[1] "Newton iter: 1, lambda:1.01035569171029, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.0125875495387, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01259121965267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01259121966258, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01259121966258"
[1] "Starting iterative with newton 1.01259121966258"
[1] "Starting newton at: 1.08211819011902"
[1] "Newton iter: 1, lambda:1.05159517990256, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.05227969893527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05228005012186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05228005012195, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05228005012195"
[1] "Starting iterative with newton 1.05228005012195"
[1] "Starting newton at: 1.0922527558751"
[1] "Newton iter: 1, lambda:1.06643040598389, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.06692490581068, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06692509026021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06692509026024, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06692509026024"
[1] "Starting iterative with newton 1.06692509026024"
[1] "Starting newton at: 1.09195483069825"
[1] "Newton iter: 1, lambda:1.07195904909308, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.07225738454398, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07225745183015, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07225745183016, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07225745183015"
[1] "Starting iterative with newton 1.07225745183015"
[1] "Starting newton at: 1.09339315579862"
[1] "Newton iter: 1, lambda:1.07390579161583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.0741894778546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07418953874644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07418953874644, diff to last: 0"
[1] "Final threshold is: 0.0811893112677981"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.51773337149026"
[1] "Newton iter: 1, lambda:1.31005606122083, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.34924680445043, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.35105208709062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35105580116077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35105580117646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35105580116077"
[1] "Starting iterative with newton 1.35105580116077"
[1] "Starting newton at: 1.48277601265068"
[1] "Newton iter: 1, lambda:1.7164014494123, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.80714834559517, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.81991810088131, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.82015105309212, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82015112944015, diff to last: 0"
[1] "Newton iter: 6, lambda:1.82015112944016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82015112944015"
[1] "Starting iterative with newton 1.82015112944015"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.308273568744392"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.49343719394415"
[1] "Newton iter: 1, lambda:1.32901522179963, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.35490953122287, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.35569090557273, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35569160196531, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35569160196586, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35569160196586"
[1] "Starting iterative with newton 1.35569160196586"
[1] "Starting newton at: 1.43682324578549"
[1] "Newton iter: 1, lambda:1.69841608854823, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.81269580209654, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.83351181774575, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.83414198958707, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.8341425532335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.83414255323395, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8341425532335"
[1] "Starting iterative with newton 1.8341425532335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.38303615187566"
[1] "Newton iter: 1, lambda:1.4219048129934, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.42383099315699, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42383556854291, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42383556856868, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42383556854291"
[1] "Starting iterative with newton 1.42383556854291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.21932069096055"
[1] "Newton iter: 1, lambda:1.47885453752231, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.5906376474153, diff to last: 0.112"
[1] "Newton iter: 3, lambda:1.61119147941517, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.61183486255232, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61183547894936, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61183547894993, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61183547894993"
[1] "Starting iterative with newton 1.61183547894993"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
threshold is:
[{'ad': 0.0014557981204159137, 'da': 0.0033755759457731174, 'dd': 0.0038208449277747024}, {'ad': 0.008807279529877974, 'da': 0.013595440725626509, 'dd': 0.022300767746303594}, {'ad': 0.02761951827570836, 'da': 0.035236321393395775, 'dd': 0.057946502606195466}, {'ad': 0.06707300008069861, 'da': 0.08118931126779806, 'dd': 0.3082735687443918}, {'ad': 0.33297351053420227, 'da': 0.33297351053420227, 'dd': 0.33297351053420227}]
Number of points in noise estimation: 128
Estimated noise: 0.07558192324470468
0.07558192324470468
threshold is:
[{'ad': 0.06405725897858972, 'da': 0.022732476870116355, 'dd': 0.038741595687481006}, {'ad': 0.0031939696038685295, 'da': 0.00813122601290961, 'dd': 0.01756047532719769}, {'ad': 0.027081344341068625, 'da': 0.03020213535180478, 'dd': 0.054009326768939964}, {'ad': 0.05727227872172236, 'da': 0.07464759158003019, 'dd': 0.3082735687443918}, {'ad': 0.33297351053420227, 'da': 0.33297351053420227, 'dd': 0.33297351053420227}]
['peppers256', 0.075, 1, 0.005480003857946678, 0.0018696599827907135, 0.0015355227685767546, 0.005778048420215964, 0.0018725691626588692, 0.0019098741799917552, 0.0018725691626588692, 0.0019098741799917552, 22.61219135770309, 27.282373672733296, 28.13743739498389, 22.382188230760214, 27.275621328240142, 27.189952425612553, 27.275621328240142, 27.189952425612553]
peppers256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116583989175591, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.117553677406897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117553744217104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117553744217104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117553744217104"
[1] "Starting iterative with newton 0.117553744217104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.040193167612142, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402431935066599, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402431935841577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0402431935066599"
[1] "Starting iterative with newton 0.0402431935066599"
[1] "Starting newton at: 0.0743533526197604"
[1] "Newton iter: 1, lambda:0.0387277110339185, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0387660860510576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387660860955854, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0387660860510576"
[1] "Starting iterative with newton 0.0387660860510576"
[1] "Starting newton at: 0.0758304600753626"
[1] "Newton iter: 1, lambda:0.0386951628960403, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387368412136904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387368412661915, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0387368412136904"
[1] "Starting iterative with newton 0.0387368412136904"
[1] "Starting newton at: 0.0758597049127298"
[1] "Newton iter: 1, lambda:0.0386945167427256, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387362618277376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387362618804066, diff to last: 0"
[1] "Final threshold is: 0.00292247122237251"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127305381225912, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12879085818496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128791059721299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128791059721302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128791059721299"
[1] "Starting iterative with newton 0.128791059721299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310545891037504, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310853758580789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310853758883427, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0310853758580789"
[1] "Starting iterative with newton 0.0310853758580789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288767516384263, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0289018612239162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0289018612429051, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0289018612239162"
[1] "Starting iterative with newton 0.0289018612239162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288283107030592, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288533036771545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028853303695943, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028853303695943"
[1] "Starting iterative with newton 0.028853303695943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288272335906189, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288522239763768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288522239951608, diff to last: 0"
[1] "Final threshold is: 0.00217676642747259"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.156547632076161"
[1] "Newton iter: 1, lambda:0.201147468665011, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.201418675644712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201418685639133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.201418685639133"
[1] "Starting iterative with newton 0.201418685639133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596865059959413, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598980419443798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598980446024869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0598980446024869"
[1] "Starting iterative with newton 0.0598980446024869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0538435910479817, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540032961431262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540032975487263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0540032975487263"
[1] "Starting iterative with newton 0.0540032975487263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536027517821438, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537605354884517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537605368561346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0537605354884517"
[1] "Starting iterative with newton 0.0537605354884517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053592834787395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537505397369254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537505411030667, diff to last: 0"
[1] "Final threshold is: 0.00405522892888391"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.229917011337453"
[1] "Newton iter: 1, lambda:0.341202083442252, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.343821999936077, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343823428595066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343823428595491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343823428595066"
[1] "Starting iterative with newton 0.343823428595066"
[1] "Starting newton at: 0.197410238336434"
[1] "Newton iter: 1, lambda:0.137901120878883, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.138301857186043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138301875400531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138301875400531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.138301875400531"
[1] "Starting iterative with newton 0.138301875400531"
[1] "Starting newton at: 0.20393181549297"
[1] "Newton iter: 1, lambda:0.12169891465588, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.122421802000141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122421858007156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122421858007156, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122421858007156"
[1] "Starting iterative with newton 0.122421858007156"
[1] "Starting newton at: 0.217537440826324"
[1] "Newton iter: 1, lambda:0.12014159876074, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.121150558720627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121150667336631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121150667336632, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121150667336632"
[1] "Starting iterative with newton 0.121150667336632"
[1] "Starting newton at: 0.218808631496849"
[1] "Newton iter: 1, lambda:0.120010750616023, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.121048540422276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121048655292604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121048655292605, diff to last: 0"
[1] "Final threshold is: 0.00913255938770564"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430252912588503"
[1] "Newton iter: 1, lambda:0.432519601349152, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.432520909111065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4325209091115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4325209091115"
[1] "Starting iterative with newton 0.4325209091115"
[1] "Starting newton at: 0.340942429289127"
[1] "Newton iter: 1, lambda:0.2112964217857, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.213959649020745, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213960786746485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213960786746692, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213960786746485"
[1] "Starting iterative with newton 0.213960786746485"
[1] "Starting newton at: 0.138037096754921"
[1] "Newton iter: 1, lambda:0.190534627462866, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.190961114743172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190961142809809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190961142809809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190961142809809"
[1] "Starting iterative with newton 0.190961142809809"
[1] "Starting newton at: 0.148560298488731"
[1] "Newton iter: 1, lambda:0.188187040141703, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.188428825146354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188428834127903, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188428834127903"
[1] "Starting iterative with newton 0.188428834127903"
[1] "Starting newton at: 0.151092607170637"
[1] "Newton iter: 1, lambda:0.187939575279851, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.188148497504045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188148504206786, diff to last: 0"
[1] "Final threshold is: 0.0141949316514334"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0.625013041149133"
[1] "Newton iter: 1, lambda:0.563464161166567, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.564742483698799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564743045955808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564743045955917, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564743045955808"
[1] "Starting iterative with newton 0.564743045955808"
[1] "Starting newton at: 0.299342044003901"
[1] "Newton iter: 1, lambda:0.336823765543821, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.33719324825202, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337193283991933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337193283991933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337193283991933"
[1] "Starting iterative with newton 0.337193283991933"
[1] "Starting newton at: 0.174539458504137"
[1] "Newton iter: 1, lambda:0.294135150465293, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.29772895040043, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297732167120417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297732167122993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.297732167122993"
[1] "Starting iterative with newton 0.297732167122993"
[1] "Starting newton at: 0.191107301503079"
[1] "Newton iter: 1, lambda:0.288310928274542, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.290658096038584, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.290659454712973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290659454713429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.290659454712973"
[1] "Starting iterative with newton 0.290659454712973"
[1] "Starting newton at: 0.196810901156469"
[1] "Newton iter: 1, lambda:0.287351278152792, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.28938314994747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.289384166278969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289384166279224, diff to last: 0"
[1] "Final threshold is: 0.0218326926310417"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 0.642949758302914"
[1] "Newton iter: 1, lambda:0.632733739235021, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.632774927366301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.632774928038095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632774928038095"
[1] "Starting iterative with newton 0.632774928038095"
[1] "Starting newton at: 0.410744388993765"
[1] "Newton iter: 1, lambda:0.413906352144097, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.41390950867879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.413909508681934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.41390950867879"
[1] "Starting iterative with newton 0.41390950867879"
[1] "Starting newton at: 0.410419423532834"
[1] "Newton iter: 1, lambda:0.371016312297681, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.371478267547702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.371478331402246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371478331402247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371478331402246"
[1] "Starting iterative with newton 0.371478331402246"
[1] "Starting newton at: 0.392667200198378"
[1] "Newton iter: 1, lambda:0.36264619459667, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.362911857061043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.362911877949038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362911877949038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.362911877949038"
[1] "Starting iterative with newton 0.362911877949038"
[1] "Starting newton at: 0.391606008330954"
[1] "Newton iter: 1, lambda:0.360891573938596, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.361169014233252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.361169036963659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361169036963659, diff to last: 0"
[1] "Final threshold is: 0.0272485280493039"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 0.569566700416615"
[1] "Newton iter: 1, lambda:0.672719908154593, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.677471186846565, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.677480964557407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677480964598748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677480964557407"
[1] "Starting iterative with newton 0.677480964557407"
[1] "Starting newton at: 0.462510586895619"
[1] "Newton iter: 1, lambda:0.50045007058181, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.500993210665279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.500993321067432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500993321067437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.500993321067437"
[1] "Starting iterative with newton 0.500993321067437"
[1] "Starting newton at: 0.43103572143568"
[1] "Newton iter: 1, lambda:0.460318996866572, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.460630572178264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.460630607255851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460630607255851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.460630607255851"
[1] "Starting iterative with newton 0.460630607255851"
[1] "Starting newton at: 0.441222888404817"
[1] "Newton iter: 1, lambda:0.451078168452233, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.451113017682798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451113018117736, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.451113017682798"
[1] "Starting iterative with newton 0.451113017682798"
[1] "Starting newton at: 0.449387852943006"
[1] "Newton iter: 1, lambda:0.44885311145311, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.448853213630339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448853213630342, diff to last: 0"
[1] "Final threshold is: 0.0338638923326561"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 0.936796047147299"
[1] "Newton iter: 1, lambda:0.843399793088849, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.848316251079722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.848330555855631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.848330555976459, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.848330555855631"
[1] "Starting iterative with newton 0.848330555855631"
[1] "Starting newton at: 0.726387849718371"
[1] "Newton iter: 1, lambda:0.784222111504746, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.786163404207662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.786165544767075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786165544769675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786165544767075"
[1] "Starting iterative with newton 0.786165544767075"
[1] "Starting newton at: 0.738256807257296"
[1] "Newton iter: 1, lambda:0.766892671562989, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.76735760116559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767357722389493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767357722389501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767357722389493"
[1] "Starting iterative with newton 0.767357722389493"
[1] "Starting newton at: 0.740666290571011"
[1] "Newton iter: 1, lambda:0.761339246960533, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.761579904160021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7615799365153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761579936515301, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.761579936515301"
[1] "Starting iterative with newton 0.761579936515301"
[1] "Starting newton at: 0.745239954370465"
[1] "Newton iter: 1, lambda:0.759679879399959, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.759796877717361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759796885355402, diff to last: 0"
[1] "Final threshold is: 0.0573231490393186"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 0.867640197452344"
[1] "Newton iter: 1, lambda:0.929066757565289, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.931639459592953, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.931643843838963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.931643843851677, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.931643843838963"
[1] "Starting iterative with newton 0.931643843838963"
[1] "Starting newton at: 0.854424919095635"
[1] "Newton iter: 1, lambda:0.904889833480348, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.906593995135786, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.906595893524488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.906595893526841, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.906595893524488"
[1] "Starting iterative with newton 0.906595893524488"
[1] "Starting newton at: 0.862116538584434"
[1] "Newton iter: 1, lambda:0.897141924054989, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.897953209891889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.897953638018963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897953638019083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897953638019083"
[1] "Starting iterative with newton 0.897953638019083"
[1] "Starting newton at: 0.862154578768789"
[1] "Newton iter: 1, lambda:0.894269013043952, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.894949017442516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.894949317732772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89494931773283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89494931773283"
[1] "Starting iterative with newton 0.89494931773283"
[1] "Starting newton at: 0.859803924866789"
[1] "Newton iter: 1, lambda:0.893167903316651, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.89390186056728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.893902210217755, diff to last: 0"
[1] "Newton iter: 4, lambda:0.893902210217835, diff to last: 0"
[1] "Final threshold is: 0.0674407741406251"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.07956205606149"
[1] "Newton iter: 1, lambda:1.00520034078125, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.00909348479011, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.00910468837495, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00910468846753, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00910468837495"
[1] "Starting iterative with newton 1.00910468837495"
[1] "Starting newton at: 1.05904010207916"
[1] "Newton iter: 1, lambda:1.04279024628337, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.04298636567966, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04298639453685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04298639453685, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04298639453685"
[1] "Starting iterative with newton 1.04298639453685"
[1] "Starting newton at: 1.04966496090937"
[1] "Newton iter: 1, lambda:1.05576303245038, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.05579121229775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05579121289729, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05579121289729"
[1] "Starting iterative with newton 1.05579121289729"
[1] "Starting newton at: 1.05080955774188"
[1] "Newton iter: 1, lambda:1.06050842130848, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.06058003411056, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06058003799185, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06058003411056"
[1] "Starting iterative with newton 1.06058003411056"
[1] "Starting newton at: 1.04714949052666"
[1] "Newton iter: 1, lambda:1.06219098514064, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06236393495543, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06236395761485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06236395761485, diff to last: 0"
[1] "Final threshold is: 0.0801504296258776"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.51229785550714"
[1] "Newton iter: 1, lambda:1.31705511869357, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.35272421529808, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.35424019841969, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35424286012631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424286013451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35424286013451"
[1] "Starting iterative with newton 1.35424286013451"
[1] "Starting newton at: 1.45826394204242"
[1] "Newton iter: 1, lambda:1.71839024858742, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.83561141964043, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.85849469131834, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.85928867074863, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85928960060257, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85928960060385, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85928960060257"
[1] "Starting iterative with newton 1.85928960060257"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.307716573005783"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.50065788940768"
[1] "Newton iter: 1, lambda:1.32738550576765, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35614363916679, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35712094799949, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35712205039564, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35712205039704, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35712205039564"
[1] "Starting iterative with newton 1.35712205039564"
[1] "Starting newton at: 1.41180331380984"
[1] "Newton iter: 1, lambda:1.69699918302474, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.83640777838971, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.86910733656087, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.87073885555327, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.87074276530268, diff to last: 0"
[1] "Newton iter: 6, lambda:1.87074276532509, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87074276532509"
[1] "Starting iterative with newton 1.87074276532509"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.42788346553479"
[1] "Newton iter: 1, lambda:1.41438224619798, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.41460209766133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.414602156744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.414602156744, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.414602156744"
[1] "Starting iterative with newton 1.414602156744"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.21651090870033"
[1] "Newton iter: 1, lambda:1.48488439217206, diff to last: 0.268"
[1] "Newton iter: 2, lambda:1.60563040754906, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.63012158256721, diff to last: 0.024"
[1] "Newton iter: 4, lambda:1.6310527674706, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63105407794335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63105407794594, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63105407794335"
[1] "Starting iterative with newton 1.63105407794335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
threshold is:
[{'ad': 0.002922471222372507, 'da': 0.0021767664274725887, 'dd': 0.004055228928883907}, {'ad': 0.009132559387705644, 'da': 0.014194931651433405, 'dd': 0.021832692631041692}, {'ad': 0.02724852804930387, 'da': 0.03386389233265614, 'dd': 0.05732314903931858}, {'ad': 0.06744077414062509, 'da': 0.08015042962587762, 'dd': 0.30771657300578287}, {'ad': 0.33237188637552845, 'da': 0.33237188637552845, 'dd': 0.33237188637552845}]
Number of points in noise estimation: 128
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.3577688152141"
[1] "Starting iterative with newton 18.3577688152141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.7487413771263"
[1] "Starting iterative with newton 12.7487413771263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0054356285639"
[1] "Starting iterative with newton 11.0054356285639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61099621129375"
[1] "Starting iterative with newton 6.61099621129375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65371094983592"
[1] "Starting iterative with newton 4.65371094983592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 2.39810351864348"
[1] "Newton iter: 1, lambda:1.69158246704689, diff to last: 0.707"
[1] "Newton iter: 2, lambda:1.70122786662576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70117528439644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70117528285606, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70117528285606"
[1] "Starting iterative with newton 1.70117528285606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 1.8668944269031"
[1] "Newton iter: 1, lambda:1.57838530309831, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.54895567129729, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.54837574971695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54837551531069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54837551531065, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54837551531065"
[1] "Starting iterative with newton 1.54837551531065"
[1] "Starting newton at: 1.79327851945401"
[1] "Newton iter: 1, lambda:1.51192794715836, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47700225211022, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47606344750856, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47606274086667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47606274086627, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47606274086627"
[1] "Starting iterative with newton 1.47606274086627"
[1] "Starting newton at: 1.70941465449086"
[1] "Newton iter: 1, lambda:1.42799032764224, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.3838446472358, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.38206049395843, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38205745506961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38205745506078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38205745506961"
[1] "Starting iterative with newton 1.38205745506961"
[1] "Starting newton at: 1.64031214436309"
[1] "Newton iter: 1, lambda:1.34673732662076, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.28892875946123, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.28530144600906, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.28528651979025, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28528651953702, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28528651953702"
[1] "Starting iterative with newton 1.28528651953702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 1.24186281216644"
[1] "Newton iter: 1, lambda:1.27418735970635, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.27300298296017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27300141784035, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27300141783761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27300141784035"
[1] "Starting iterative with newton 1.27300141784035"
[1] "Starting newton at: 1.46613776480794"
[1] "Newton iter: 1, lambda:1.48975466081958, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.48934596211696, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4893458435685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48934584356849, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48934584356849"
[1] "Starting iterative with newton 1.48934584356849"
[1] "Starting newton at: 1.64526958839627"
[1] "Newton iter: 1, lambda:1.68391931203953, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68321522899471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.6832150152162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68321501521618, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68321501521618"
[1] "Starting iterative with newton 1.68321501521618"
[1] "Starting newton at: 1.84042472106074"
[1] "Newton iter: 1, lambda:1.83383920151046, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.83382809496895, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83382809493654, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83382809493654"
[1] "Starting iterative with newton 1.83382809493654"
[1] "Starting newton at: 1.97130376614991"
[1] "Newton iter: 1, lambda:1.93476114683426, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.93457968479353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93457967919606, diff to last: 0"
[1] "Final threshold is: 0.145955060953949"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 1.1478311980883"
[1] "Newton iter: 1, lambda:1.21853344102824, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.21236051956359, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21231416481124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21231416218824, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21231416218824"
[1] "Starting iterative with newton 1.21231416218824"
[1] "Starting newton at: 1.51931420513688"
[1] "Newton iter: 1, lambda:1.50614495115036, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.50603649617302, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50603648863932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50603649617302"
[1] "Starting iterative with newton 1.50603649617302"
[1] "Starting newton at: 1.79475597801455"
[1] "Newton iter: 1, lambda:1.77694801286262, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.7768721040568, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77687210256182, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7768721040568"
[1] "Starting iterative with newton 1.7768721040568"
[1] "Starting newton at: 1.9336699553557"
[1] "Newton iter: 1, lambda:1.96950348828912, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.96937575315751, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96937575212115, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96937575212115"
[1] "Starting iterative with newton 1.96937575212115"
[1] "Starting newton at: 2.13261805446409"
[1] "Newton iter: 1, lambda:2.0769653239696, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.07718014411462, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07718014509283, diff to last: 0"
[1] "Final threshold is: 0.156713604031107"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.21039222761857"
[1] "Newton iter: 1, lambda:1.22194566256962, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22178649215795, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22178646213587, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22178646213587, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22178646213587"
[1] "Starting iterative with newton 1.22178646213587"
[1] "Starting newton at: 1.61680329023653"
[1] "Newton iter: 1, lambda:1.62393624791742, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.62391368662984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62391368640842, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62391368640842"
[1] "Starting iterative with newton 1.62391368640842"
[1] "Starting newton at: 1.93034574835873"
[1] "Newton iter: 1, lambda:1.97201275212268, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.97190349168022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97190349143856, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97190349143856"
[1] "Starting iterative with newton 1.97190349143856"
[1] "Starting newton at: 2.22361061505786"
[1] "Newton iter: 1, lambda:2.16305154357795, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.16368575871805, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16368580917982, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16368580917982, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16368580917982"
[1] "Starting iterative with newton 2.16368580917982"
[1] "Starting newton at: 2.32042291322976"
[1] "Newton iter: 1, lambda:2.27980787149251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.28016723162739, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28016725624868, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28016725624868, diff to last: 0"
[1] "Final threshold is: 0.172028039727137"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.56092576241003"
[1] "Newton iter: 1, lambda:1.50441702208469, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.50301015667914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50300912568634, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50300912568578, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50300912568634"
[1] "Starting iterative with newton 1.50300912568634"
[1] "Starting newton at: 2.22840778664455"
[1] "Newton iter: 1, lambda:2.24207787569463, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.24217138082769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24217138529665, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.24217138082769"
[1] "Starting iterative with newton 2.24217138082769"
[1] "Starting newton at: 2.64902821793415"
[1] "Newton iter: 1, lambda:2.66006544769056, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.66016005518541, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66016006215307, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66016006215307"
[1] "Starting iterative with newton 2.66016006215307"
[1] "Starting newton at: 2.87019640504606"
[1] "Newton iter: 1, lambda:2.87481200621144, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.87483065046325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87483065076718, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87483065046325"
[1] "Starting iterative with newton 2.87483065046325"
[1] "Starting newton at: 3.04653182215519"
[1] "Newton iter: 1, lambda:3.02150804753858, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.02208554437662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.02208585595922, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02208585595931, diff to last: 0"
[1] "Final threshold is: 0.228002355644333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.53797340796309"
[1] "Newton iter: 1, lambda:1.59377876997877, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.59241953518572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.59241886743038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59241886743022, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59241886743022"
[1] "Starting iterative with newton 1.59241886743022"
[1] "Starting newton at: 2.29251084390997"
[1] "Newton iter: 1, lambda:2.33359139037355, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.33455609924946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.33455665678926, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33455665678945, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33455665678945"
[1] "Starting iterative with newton 2.33455665678945"
[1] "Starting newton at: 2.7144561705341"
[1] "Newton iter: 1, lambda:2.74308272121886, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.74374930775092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74374966992735, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74374966992746, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74374966992735"
[1] "Starting iterative with newton 2.74374966992735"
[1] "Starting newton at: 2.89233500916005"
[1] "Newton iter: 1, lambda:2.9445773772223, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.94702200073307, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.94702729244403, diff to last: 0"
[1] "Newton iter: 4, lambda:2.9470272924688, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.9470272924688"
[1] "Starting iterative with newton 2.9470272924688"
[1] "Starting newton at: 3.02402351364353"
[1] "Newton iter: 1, lambda:3.05419446860698, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.05503996124891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.05504061648252, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05504061648292, diff to last: 0"
[1] "Final threshold is: 0.230488639418895"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.51960579829923"
[1] "Newton iter: 1, lambda:1.61113590187519, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.60780600039691, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.60780306403871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60780306403638, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60780306403638"
[1] "Starting iterative with newton 1.60780306403638"
[1] "Starting newton at: 2.44317611427243"
[1] "Newton iter: 1, lambda:2.39985580441041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.40126708191267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40126854977389, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40126854977548, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40126854977389"
[1] "Starting iterative with newton 2.40126854977389"
[1] "Starting newton at: 2.82075215431073"
[1] "Newton iter: 1, lambda:2.88380620329266, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.88770939668048, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.88772417963772, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88772417984949, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88772417984949"
[1] "Starting iterative with newton 2.88772417984949"
[1] "Starting newton at: 3.14648751141207"
[1] "Newton iter: 1, lambda:3.16123433632499, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.16145835426964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16145840545012, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16145840545012, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16145840545012"
[1] "Starting iterative with newton 3.16145840545012"
[1] "Starting newton at: 3.2379798296547"
[1] "Newton iter: 1, lambda:3.28326941177385, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.28545599624337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.28546091838048, diff to last: 0"
[1] "Newton iter: 4, lambda:3.28546091840538, diff to last: 0"
[1] "Final threshold is: 0.247872782069051"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.89072486811418"
[1] "Newton iter: 1, lambda:2.40362367657175, diff to last: 0.513"
[1] "Newton iter: 2, lambda:2.5934647102884, diff to last: 0.19"
[1] "Newton iter: 3, lambda:2.66234430443689, diff to last: 0.069"
[1] "Newton iter: 4, lambda:2.67249927662421, diff to last: 0.01"
[1] "Newton iter: 5, lambda:2.67271345976924, diff to last: 0"
[1] "Newton iter: 6, lambda:2.67271355410285, diff to last: 0"
[1] "Newton iter: 7, lambda:2.67271355410287, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.67271355410287"
[1] "Starting iterative with newton 2.67271355410287"
[1] "Starting newton at: 3.26262917556467"
[1] "Newton iter: 1, lambda:3.46473152590198, diff to last: 0.202"
[1] "Newton iter: 2, lambda:3.54656068521513, diff to last: 0.082"
[1] "Newton iter: 3, lambda:3.55963873422991, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.55994843376444, diff to last: 0"
[1] "Newton iter: 5, lambda:3.55994860438459, diff to last: 0"
[1] "Newton iter: 6, lambda:3.55994860438464, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.55994860438459"
[1] "Starting iterative with newton 3.55994860438459"
[1] "Starting newton at: 4.18161757925114"
[1] "Newton iter: 1, lambda:4.2069710797818, diff to last: 0.025"
[1] "Newton iter: 2, lambda:4.2083034660973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.20830698190771, diff to last: 0"
[1] "Newton iter: 4, lambda:4.20830698193212, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.20830698190771"
[1] "Starting iterative with newton 4.20830698190771"
[1] "Starting newton at: 4.50267660646533"
[1] "Newton iter: 1, lambda:4.5591074199638, diff to last: 0.056"
[1] "Newton iter: 2, lambda:4.56664316009328, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.56676441983957, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56676445072558, diff to last: 0"
[1] "Newton iter: 5, lambda:4.56676445072558, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.56676441983957"
[1] "Starting iterative with newton 4.56676441983957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14595506095394886}, {'ad': 0.15671360403110673, 'da': 0.1720280397271374, 'dd': 0.22800235564433258}, {'ad': 0.23048863941889544, 'da': 0.24787278206905117, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361018927122185. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.3577688152141"
[1] "Starting iterative with newton 18.3577688152141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.7487413771263"
[1] "Starting iterative with newton 12.7487413771263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0054356285639"
[1] "Starting iterative with newton 11.0054356285639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61099621129375"
[1] "Starting iterative with newton 6.61099621129375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65371094983592"
[1] "Starting iterative with newton 4.65371094983592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 2.39810351864348"
[1] "Newton iter: 1, lambda:1.69158246704689, diff to last: 0.707"
[1] "Newton iter: 2, lambda:1.70122786662576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70117528439644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70117528285606, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70117528285606"
[1] "Starting iterative with newton 1.70117528285606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 1.8668944269031"
[1] "Newton iter: 1, lambda:1.57838530309831, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.54895567129729, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.54837574971695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54837551531069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54837551531065, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54837551531065"
[1] "Starting iterative with newton 1.54837551531065"
[1] "Starting newton at: 1.79327851945401"
[1] "Newton iter: 1, lambda:1.51192794715836, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47700225211022, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47606344750856, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47606274086667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47606274086627, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47606274086627"
[1] "Starting iterative with newton 1.47606274086627"
[1] "Starting newton at: 1.70941465449086"
[1] "Newton iter: 1, lambda:1.42799032764224, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.3838446472358, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.38206049395843, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38205745506961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38205745506078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38205745506961"
[1] "Starting iterative with newton 1.38205745506961"
[1] "Starting newton at: 1.64031214436309"
[1] "Newton iter: 1, lambda:1.34673732662076, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.28892875946123, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.28530144600906, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.28528651979025, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28528651953702, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28528651953702"
[1] "Starting iterative with newton 1.28528651953702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 1.24186281216644"
[1] "Newton iter: 1, lambda:1.27418735970635, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.27300298296017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27300141784035, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27300141783761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27300141784035"
[1] "Starting iterative with newton 1.27300141784035"
[1] "Starting newton at: 1.46613776480794"
[1] "Newton iter: 1, lambda:1.48975466081958, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.48934596211696, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4893458435685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48934584356849, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48934584356849"
[1] "Starting iterative with newton 1.48934584356849"
[1] "Starting newton at: 1.64526958839627"
[1] "Newton iter: 1, lambda:1.68391931203953, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68321522899471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.6832150152162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68321501521618, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68321501521618"
[1] "Starting iterative with newton 1.68321501521618"
[1] "Starting newton at: 1.84042472106074"
[1] "Newton iter: 1, lambda:1.83383920151046, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.83382809496895, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83382809493654, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83382809493654"
[1] "Starting iterative with newton 1.83382809493654"
[1] "Starting newton at: 1.97130376614991"
[1] "Newton iter: 1, lambda:1.93476114683426, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.93457968479353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93457967919606, diff to last: 0"
[1] "Final threshold is: 0.145955060953949"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 1.1478311980883"
[1] "Newton iter: 1, lambda:1.21853344102824, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.21236051956359, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21231416481124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21231416218824, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21231416218824"
[1] "Starting iterative with newton 1.21231416218824"
[1] "Starting newton at: 1.51931420513688"
[1] "Newton iter: 1, lambda:1.50614495115036, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.50603649617302, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50603648863932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50603649617302"
[1] "Starting iterative with newton 1.50603649617302"
[1] "Starting newton at: 1.79475597801455"
[1] "Newton iter: 1, lambda:1.77694801286262, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.7768721040568, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77687210256182, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7768721040568"
[1] "Starting iterative with newton 1.7768721040568"
[1] "Starting newton at: 1.9336699553557"
[1] "Newton iter: 1, lambda:1.96950348828912, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.96937575315751, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96937575212115, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96937575212115"
[1] "Starting iterative with newton 1.96937575212115"
[1] "Starting newton at: 2.13261805446409"
[1] "Newton iter: 1, lambda:2.0769653239696, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.07718014411462, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07718014509283, diff to last: 0"
[1] "Final threshold is: 0.156713604031107"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.21039222761857"
[1] "Newton iter: 1, lambda:1.22194566256962, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22178649215795, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22178646213587, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22178646213587, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22178646213587"
[1] "Starting iterative with newton 1.22178646213587"
[1] "Starting newton at: 1.61680329023653"
[1] "Newton iter: 1, lambda:1.62393624791742, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.62391368662984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62391368640842, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62391368640842"
[1] "Starting iterative with newton 1.62391368640842"
[1] "Starting newton at: 1.93034574835873"
[1] "Newton iter: 1, lambda:1.97201275212268, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.97190349168022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97190349143856, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97190349143856"
[1] "Starting iterative with newton 1.97190349143856"
[1] "Starting newton at: 2.22361061505786"
[1] "Newton iter: 1, lambda:2.16305154357795, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.16368575871805, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16368580917982, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16368580917982, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16368580917982"
[1] "Starting iterative with newton 2.16368580917982"
[1] "Starting newton at: 2.32042291322976"
[1] "Newton iter: 1, lambda:2.27980787149251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.28016723162739, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28016725624868, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28016725624868, diff to last: 0"
[1] "Final threshold is: 0.172028039727137"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.56092576241003"
[1] "Newton iter: 1, lambda:1.50441702208469, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.50301015667914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50300912568634, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50300912568578, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50300912568634"
[1] "Starting iterative with newton 1.50300912568634"
[1] "Starting newton at: 2.22840778664455"
[1] "Newton iter: 1, lambda:2.24207787569463, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.24217138082769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24217138529665, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.24217138082769"
[1] "Starting iterative with newton 2.24217138082769"
[1] "Starting newton at: 2.64902821793415"
[1] "Newton iter: 1, lambda:2.66006544769056, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.66016005518541, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66016006215307, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66016006215307"
[1] "Starting iterative with newton 2.66016006215307"
[1] "Starting newton at: 2.87019640504606"
[1] "Newton iter: 1, lambda:2.87481200621144, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.87483065046325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87483065076718, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87483065046325"
[1] "Starting iterative with newton 2.87483065046325"
[1] "Starting newton at: 3.04653182215519"
[1] "Newton iter: 1, lambda:3.02150804753858, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.02208554437662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.02208585595922, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02208585595931, diff to last: 0"
[1] "Final threshold is: 0.228002355644333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.53797340796309"
[1] "Newton iter: 1, lambda:1.59377876997877, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.59241953518572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.59241886743038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59241886743022, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59241886743022"
[1] "Starting iterative with newton 1.59241886743022"
[1] "Starting newton at: 2.29251084390997"
[1] "Newton iter: 1, lambda:2.33359139037355, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.33455609924946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.33455665678926, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33455665678945, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33455665678945"
[1] "Starting iterative with newton 2.33455665678945"
[1] "Starting newton at: 2.7144561705341"
[1] "Newton iter: 1, lambda:2.74308272121886, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.74374930775092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74374966992735, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74374966992746, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74374966992735"
[1] "Starting iterative with newton 2.74374966992735"
[1] "Starting newton at: 2.89233500916005"
[1] "Newton iter: 1, lambda:2.9445773772223, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.94702200073307, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.94702729244403, diff to last: 0"
[1] "Newton iter: 4, lambda:2.9470272924688, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.9470272924688"
[1] "Starting iterative with newton 2.9470272924688"
[1] "Starting newton at: 3.02402351364353"
[1] "Newton iter: 1, lambda:3.05419446860698, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.05503996124891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.05504061648252, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05504061648292, diff to last: 0"
[1] "Final threshold is: 0.230488639418895"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.51960579829923"
[1] "Newton iter: 1, lambda:1.61113590187519, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.60780600039691, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.60780306403871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60780306403638, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60780306403638"
[1] "Starting iterative with newton 1.60780306403638"
[1] "Starting newton at: 2.44317611427243"
[1] "Newton iter: 1, lambda:2.39985580441041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.40126708191267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40126854977389, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40126854977548, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40126854977389"
[1] "Starting iterative with newton 2.40126854977389"
[1] "Starting newton at: 2.82075215431073"
[1] "Newton iter: 1, lambda:2.88380620329266, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.88770939668048, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.88772417963772, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88772417984949, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88772417984949"
[1] "Starting iterative with newton 2.88772417984949"
[1] "Starting newton at: 3.14648751141207"
[1] "Newton iter: 1, lambda:3.16123433632499, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.16145835426964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16145840545012, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16145840545012, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16145840545012"
[1] "Starting iterative with newton 3.16145840545012"
[1] "Starting newton at: 3.2379798296547"
[1] "Newton iter: 1, lambda:3.28326941177385, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.28545599624337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.28546091838048, diff to last: 0"
[1] "Newton iter: 4, lambda:3.28546091840538, diff to last: 0"
[1] "Final threshold is: 0.247872782069051"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.89072486811418"
[1] "Newton iter: 1, lambda:2.40362367657175, diff to last: 0.513"
[1] "Newton iter: 2, lambda:2.5934647102884, diff to last: 0.19"
[1] "Newton iter: 3, lambda:2.66234430443689, diff to last: 0.069"
[1] "Newton iter: 4, lambda:2.67249927662421, diff to last: 0.01"
[1] "Newton iter: 5, lambda:2.67271345976924, diff to last: 0"
[1] "Newton iter: 6, lambda:2.67271355410285, diff to last: 0"
[1] "Newton iter: 7, lambda:2.67271355410287, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.67271355410287"
[1] "Starting iterative with newton 2.67271355410287"
[1] "Starting newton at: 3.26262917556467"
[1] "Newton iter: 1, lambda:3.46473152590198, diff to last: 0.202"
[1] "Newton iter: 2, lambda:3.54656068521513, diff to last: 0.082"
[1] "Newton iter: 3, lambda:3.55963873422991, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.55994843376444, diff to last: 0"
[1] "Newton iter: 5, lambda:3.55994860438459, diff to last: 0"
[1] "Newton iter: 6, lambda:3.55994860438464, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.55994860438459"
[1] "Starting iterative with newton 3.55994860438459"
[1] "Starting newton at: 4.18161757925114"
[1] "Newton iter: 1, lambda:4.2069710797818, diff to last: 0.025"
[1] "Newton iter: 2, lambda:4.2083034660973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.20830698190771, diff to last: 0"
[1] "Newton iter: 4, lambda:4.20830698193212, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.20830698190771"
[1] "Starting iterative with newton 4.20830698190771"
[1] "Starting newton at: 4.50267660646533"
[1] "Newton iter: 1, lambda:4.5591074199638, diff to last: 0.056"
[1] "Newton iter: 2, lambda:4.56664316009328, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.56676441983957, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56676445072558, diff to last: 0"
[1] "Newton iter: 5, lambda:4.56676445072558, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.56676441983957"
[1] "Starting iterative with newton 4.56676441983957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14595506095394886}, {'ad': 0.15671360403110673, 'da': 0.1720280397271374, 'dd': 0.22800235564433258}, {'ad': 0.23048863941889544, 'da': 0.24787278206905117, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361018927122185. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116583989175591, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.117553677406897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117553744217104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117553744217104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117553744217104"
[1] "Starting iterative with newton 0.117553744217104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.040193167612142, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402431935066599, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402431935841577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0402431935066599"
[1] "Starting iterative with newton 0.0402431935066599"
[1] "Starting newton at: 0.0743533526197604"
[1] "Newton iter: 1, lambda:0.0387277110339185, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0387660860510576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387660860955854, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0387660860510576"
[1] "Starting iterative with newton 0.0387660860510576"
[1] "Starting newton at: 0.0758304600753626"
[1] "Newton iter: 1, lambda:0.0386951628960403, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387368412136904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387368412661915, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0387368412136904"
[1] "Starting iterative with newton 0.0387368412136904"
[1] "Starting newton at: 0.0758597049127298"
[1] "Newton iter: 1, lambda:0.0386945167427256, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387362618277376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387362618804066, diff to last: 0"
[1] "Final threshold is: 0.00292247122237251"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127305381225912, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12879085818496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128791059721299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128791059721302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128791059721299"
[1] "Starting iterative with newton 0.128791059721299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310545891037504, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310853758580789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310853758883427, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0310853758580789"
[1] "Starting iterative with newton 0.0310853758580789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288767516384263, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0289018612239162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0289018612429051, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0289018612239162"
[1] "Starting iterative with newton 0.0289018612239162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288283107030592, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288533036771545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028853303695943, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028853303695943"
[1] "Starting iterative with newton 0.028853303695943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288272335906189, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288522239763768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288522239951608, diff to last: 0"
[1] "Final threshold is: 0.00217676642747259"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.156547632076161"
[1] "Newton iter: 1, lambda:0.201147468665011, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.201418675644712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201418685639133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.201418685639133"
[1] "Starting iterative with newton 0.201418685639133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596865059959413, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598980419443798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598980446024869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0598980446024869"
[1] "Starting iterative with newton 0.0598980446024869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0538435910479817, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540032961431262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540032975487263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0540032975487263"
[1] "Starting iterative with newton 0.0540032975487263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536027517821438, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537605354884517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537605368561346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0537605354884517"
[1] "Starting iterative with newton 0.0537605354884517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053592834787395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537505397369254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537505411030667, diff to last: 0"
[1] "Final threshold is: 0.00405522892888391"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.229917011337453"
[1] "Newton iter: 1, lambda:0.341202083442252, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.343821999936077, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343823428595066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343823428595491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343823428595066"
[1] "Starting iterative with newton 0.343823428595066"
[1] "Starting newton at: 0.197410238336434"
[1] "Newton iter: 1, lambda:0.137901120878883, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.138301857186043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138301875400531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138301875400531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.138301875400531"
[1] "Starting iterative with newton 0.138301875400531"
[1] "Starting newton at: 0.20393181549297"
[1] "Newton iter: 1, lambda:0.12169891465588, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.122421802000141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122421858007156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122421858007156, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122421858007156"
[1] "Starting iterative with newton 0.122421858007156"
[1] "Starting newton at: 0.217537440826324"
[1] "Newton iter: 1, lambda:0.12014159876074, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.121150558720627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121150667336631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121150667336632, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121150667336632"
[1] "Starting iterative with newton 0.121150667336632"
[1] "Starting newton at: 0.218808631496849"
[1] "Newton iter: 1, lambda:0.120010750616023, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.121048540422276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121048655292604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121048655292605, diff to last: 0"
[1] "Final threshold is: 0.00913255938770564"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430252912588503"
[1] "Newton iter: 1, lambda:0.432519601349152, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.432520909111065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4325209091115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4325209091115"
[1] "Starting iterative with newton 0.4325209091115"
[1] "Starting newton at: 0.340942429289127"
[1] "Newton iter: 1, lambda:0.2112964217857, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.213959649020745, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213960786746485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213960786746692, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213960786746485"
[1] "Starting iterative with newton 0.213960786746485"
[1] "Starting newton at: 0.138037096754921"
[1] "Newton iter: 1, lambda:0.190534627462866, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.190961114743172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190961142809809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190961142809809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190961142809809"
[1] "Starting iterative with newton 0.190961142809809"
[1] "Starting newton at: 0.148560298488731"
[1] "Newton iter: 1, lambda:0.188187040141703, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.188428825146354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188428834127903, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188428834127903"
[1] "Starting iterative with newton 0.188428834127903"
[1] "Starting newton at: 0.151092607170637"
[1] "Newton iter: 1, lambda:0.187939575279851, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.188148497504045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188148504206786, diff to last: 0"
[1] "Final threshold is: 0.0141949316514334"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0.625013041149133"
[1] "Newton iter: 1, lambda:0.563464161166567, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.564742483698799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564743045955808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564743045955917, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564743045955808"
[1] "Starting iterative with newton 0.564743045955808"
[1] "Starting newton at: 0.299342044003901"
[1] "Newton iter: 1, lambda:0.336823765543821, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.33719324825202, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337193283991933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337193283991933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337193283991933"
[1] "Starting iterative with newton 0.337193283991933"
[1] "Starting newton at: 0.174539458504137"
[1] "Newton iter: 1, lambda:0.294135150465293, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.29772895040043, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297732167120417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297732167122993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.297732167122993"
[1] "Starting iterative with newton 0.297732167122993"
[1] "Starting newton at: 0.191107301503079"
[1] "Newton iter: 1, lambda:0.288310928274542, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.290658096038584, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.290659454712973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290659454713429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.290659454712973"
[1] "Starting iterative with newton 0.290659454712973"
[1] "Starting newton at: 0.196810901156469"
[1] "Newton iter: 1, lambda:0.287351278152792, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.28938314994747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.289384166278969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289384166279224, diff to last: 0"
[1] "Final threshold is: 0.0218326926310417"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 0.642949758302914"
[1] "Newton iter: 1, lambda:0.632733739235021, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.632774927366301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.632774928038095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632774928038095"
[1] "Starting iterative with newton 0.632774928038095"
[1] "Starting newton at: 0.410744388993765"
[1] "Newton iter: 1, lambda:0.413906352144097, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.41390950867879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.413909508681934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.41390950867879"
[1] "Starting iterative with newton 0.41390950867879"
[1] "Starting newton at: 0.410419423532834"
[1] "Newton iter: 1, lambda:0.371016312297681, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.371478267547702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.371478331402246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371478331402247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371478331402246"
[1] "Starting iterative with newton 0.371478331402246"
[1] "Starting newton at: 0.392667200198378"
[1] "Newton iter: 1, lambda:0.36264619459667, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.362911857061043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.362911877949038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362911877949038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.362911877949038"
[1] "Starting iterative with newton 0.362911877949038"
[1] "Starting newton at: 0.391606008330954"
[1] "Newton iter: 1, lambda:0.360891573938596, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.361169014233252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.361169036963659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361169036963659, diff to last: 0"
[1] "Final threshold is: 0.0272485280493039"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 0.569566700416615"
[1] "Newton iter: 1, lambda:0.672719908154593, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.677471186846565, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.677480964557407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677480964598748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677480964557407"
[1] "Starting iterative with newton 0.677480964557407"
[1] "Starting newton at: 0.462510586895619"
[1] "Newton iter: 1, lambda:0.50045007058181, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.500993210665279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.500993321067432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500993321067437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.500993321067437"
[1] "Starting iterative with newton 0.500993321067437"
[1] "Starting newton at: 0.43103572143568"
[1] "Newton iter: 1, lambda:0.460318996866572, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.460630572178264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.460630607255851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460630607255851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.460630607255851"
[1] "Starting iterative with newton 0.460630607255851"
[1] "Starting newton at: 0.441222888404817"
[1] "Newton iter: 1, lambda:0.451078168452233, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.451113017682798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451113018117736, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.451113017682798"
[1] "Starting iterative with newton 0.451113017682798"
[1] "Starting newton at: 0.449387852943006"
[1] "Newton iter: 1, lambda:0.44885311145311, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.448853213630339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448853213630342, diff to last: 0"
[1] "Final threshold is: 0.0338638923326561"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 0.936796047147299"
[1] "Newton iter: 1, lambda:0.843399793088849, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.848316251079722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.848330555855631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.848330555976459, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.848330555855631"
[1] "Starting iterative with newton 0.848330555855631"
[1] "Starting newton at: 0.726387849718371"
[1] "Newton iter: 1, lambda:0.784222111504746, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.786163404207662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.786165544767075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786165544769675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786165544767075"
[1] "Starting iterative with newton 0.786165544767075"
[1] "Starting newton at: 0.738256807257296"
[1] "Newton iter: 1, lambda:0.766892671562989, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.76735760116559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767357722389493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767357722389501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767357722389493"
[1] "Starting iterative with newton 0.767357722389493"
[1] "Starting newton at: 0.740666290571011"
[1] "Newton iter: 1, lambda:0.761339246960533, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.761579904160021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7615799365153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761579936515301, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.761579936515301"
[1] "Starting iterative with newton 0.761579936515301"
[1] "Starting newton at: 0.745239954370465"
[1] "Newton iter: 1, lambda:0.759679879399959, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.759796877717361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759796885355402, diff to last: 0"
[1] "Final threshold is: 0.0573231490393186"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 0.867640197452344"
[1] "Newton iter: 1, lambda:0.929066757565289, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.931639459592953, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.931643843838963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.931643843851677, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.931643843838963"
[1] "Starting iterative with newton 0.931643843838963"
[1] "Starting newton at: 0.854424919095635"
[1] "Newton iter: 1, lambda:0.904889833480348, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.906593995135786, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.906595893524488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.906595893526841, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.906595893524488"
[1] "Starting iterative with newton 0.906595893524488"
[1] "Starting newton at: 0.862116538584434"
[1] "Newton iter: 1, lambda:0.897141924054989, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.897953209891889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.897953638018963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897953638019083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897953638019083"
[1] "Starting iterative with newton 0.897953638019083"
[1] "Starting newton at: 0.862154578768789"
[1] "Newton iter: 1, lambda:0.894269013043952, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.894949017442516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.894949317732772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89494931773283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89494931773283"
[1] "Starting iterative with newton 0.89494931773283"
[1] "Starting newton at: 0.859803924866789"
[1] "Newton iter: 1, lambda:0.893167903316651, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.89390186056728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.893902210217755, diff to last: 0"
[1] "Newton iter: 4, lambda:0.893902210217835, diff to last: 0"
[1] "Final threshold is: 0.0674407741406251"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.07956205606149"
[1] "Newton iter: 1, lambda:1.00520034078125, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.00909348479011, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.00910468837495, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00910468846753, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00910468837495"
[1] "Starting iterative with newton 1.00910468837495"
[1] "Starting newton at: 1.05904010207916"
[1] "Newton iter: 1, lambda:1.04279024628337, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.04298636567966, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04298639453685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04298639453685, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04298639453685"
[1] "Starting iterative with newton 1.04298639453685"
[1] "Starting newton at: 1.04966496090937"
[1] "Newton iter: 1, lambda:1.05576303245038, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.05579121229775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05579121289729, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05579121289729"
[1] "Starting iterative with newton 1.05579121289729"
[1] "Starting newton at: 1.05080955774188"
[1] "Newton iter: 1, lambda:1.06050842130848, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.06058003411056, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06058003799185, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06058003411056"
[1] "Starting iterative with newton 1.06058003411056"
[1] "Starting newton at: 1.04714949052666"
[1] "Newton iter: 1, lambda:1.06219098514064, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06236393495543, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06236395761485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06236395761485, diff to last: 0"
[1] "Final threshold is: 0.0801504296258776"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.51229785550714"
[1] "Newton iter: 1, lambda:1.31705511869357, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.35272421529808, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.35424019841969, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35424286012631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424286013451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35424286013451"
[1] "Starting iterative with newton 1.35424286013451"
[1] "Starting newton at: 1.45826394204242"
[1] "Newton iter: 1, lambda:1.71839024858742, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.83561141964043, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.85849469131834, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.85928867074863, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85928960060257, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85928960060385, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85928960060257"
[1] "Starting iterative with newton 1.85928960060257"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.307716573005783"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.50065788940768"
[1] "Newton iter: 1, lambda:1.32738550576765, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35614363916679, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35712094799949, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35712205039564, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35712205039704, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35712205039564"
[1] "Starting iterative with newton 1.35712205039564"
[1] "Starting newton at: 1.41180331380984"
[1] "Newton iter: 1, lambda:1.69699918302474, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.83640777838971, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.86910733656087, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.87073885555327, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.87074276530268, diff to last: 0"
[1] "Newton iter: 6, lambda:1.87074276532509, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87074276532509"
[1] "Starting iterative with newton 1.87074276532509"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.42788346553479"
[1] "Newton iter: 1, lambda:1.41438224619798, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.41460209766133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.414602156744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.414602156744, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.414602156744"
[1] "Starting iterative with newton 1.414602156744"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.21651090870033"
[1] "Newton iter: 1, lambda:1.48488439217206, diff to last: 0.268"
[1] "Newton iter: 2, lambda:1.60563040754906, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.63012158256721, diff to last: 0.024"
[1] "Newton iter: 4, lambda:1.6310527674706, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63105407794335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63105407794594, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63105407794335"
[1] "Starting iterative with newton 1.63105407794335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
threshold is:
[{'ad': 0.002922471222372507, 'da': 0.0021767664274725887, 'dd': 0.004055228928883907}, {'ad': 0.009132559387705644, 'da': 0.014194931651433405, 'dd': 0.021832692631041692}, {'ad': 0.02724852804930387, 'da': 0.03386389233265614, 'dd': 0.05732314903931858}, {'ad': 0.06744077414062509, 'da': 0.08015042962587762, 'dd': 0.30771657300578287}, {'ad': 0.33237188637552845, 'da': 0.33237188637552845, 'dd': 0.33237188637552845}]
Number of points in noise estimation: 128
Estimated noise: 0.07544536009615244
0.07544536009615244
threshold is:
[{'ad': 0.008645777688283118, 'da': 0.016256004169028393, 'dd': 0.00824922620363111}, {'ad': 0.0007230760809635584, 'da': 0.02271518191492558, 'dd': 0.012534260463881479}, {'ad': 0.022648554620665836, 'da': 0.03223145780565958, 'dd': 0.056320266086957775}, {'ad': 0.05331828946068154, 'da': 0.054745355737448306, 'dd': 0.30771657300578287}, {'ad': 0.33237188637552845, 'da': 0.33237188637552845, 'dd': 0.33237188637552845}]
['peppers256', 0.075, 2, 0.0054810864220182845, 0.0018812237327104726, 0.001554943262035086, 0.005752853844333184, 0.0018934904812077417, 0.0019305007586055908, 0.0018934904812077417, 0.0019305007586055908, 22.61133350215747, 27.255595510187796, 28.082854532189, 22.401166594189476, 27.227368737854803, 27.143300233804357, 27.227368737854803, 27.143300233804357]
peppers256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12257665720867, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.123755959210308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123756067894993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123756067894994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123756067894993"
[1] "Starting iterative with newton 0.123756067894993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281787337146938, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028205967684447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282059677098907, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0282059677098907"
[1] "Starting iterative with newton 0.0282059677098907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258482816300932, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258696389536543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258696389682379, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0258696389682379"
[1] "Starting iterative with newton 0.0258696389682379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257926851001677, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258139135009577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258139135153406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0258139135009577"
[1] "Starting iterative with newton 0.0258139135009577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257913598353461, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258125851692434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258125851836215, diff to last: 0"
[1] "Final threshold is: 0.00193306288792297"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122967027348259, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124273463072217, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124273609961536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124273609961538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124273609961536"
[1] "Starting iterative with newton 0.124273609961536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273227832331528, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0273412958107322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273412958192324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273412958192324"
[1] "Starting iterative with newton 0.0273412958192324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255805385365557, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255960176491111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255960176547797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0255960176491111"
[1] "Starting iterative with newton 0.0255960176491111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255487956395037, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255642238703147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255642238759416, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0255642238703147"
[1] "Starting iterative with newton 0.0255642238703147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255482172683547, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255636445734224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255636445790485, diff to last: 0"
[1] "Final threshold is: 0.00191442012740231"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.261219977530931"
[1] "Newton iter: 1, lambda:0.196750174392773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.19729462177274, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197294660794932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197294660794932, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197294660794932"
[1] "Starting iterative with newton 0.197294660794932"
[1] "Starting newton at: 0.0261757464511416"
[1] "Newton iter: 1, lambda:0.0762791965518699, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0764320165263317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764320179476113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0764320179476113"
[1] "Starting iterative with newton 0.0764320179476113"
[1] "Starting newton at: 0.0403925784145682"
[1] "Newton iter: 1, lambda:0.0716390418995329, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0716964331823207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0716964333758932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0716964331823207"
[1] "Starting iterative with newton 0.0716964331823207"
[1] "Starting newton at: 0.0451281631798587"
[1] "Newton iter: 1, lambda:0.0714647076815843, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0715054246200247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0715054247173279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0715054246200247"
[1] "Starting iterative with newton 0.0715054246200247"
[1] "Starting newton at: 0.0453191717421548"
[1] "Newton iter: 1, lambda:0.0714576037187031, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0714977082040569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714977082984498, diff to last: 0"
[1] "Final threshold is: 0.00535434809483957"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.423522754860111"
[1] "Newton iter: 1, lambda:0.340159845975369, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.341608188275818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341608632071855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341608632071897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341608632071855"
[1] "Starting iterative with newton 0.341608632071855"
[1] "Starting newton at: 0.221560273117801"
[1] "Newton iter: 1, lambda:0.136995085711084, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.137773850148268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137773916409968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137773916409968, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137773916409968"
[1] "Starting iterative with newton 0.137773916409968"
[1] "Starting newton at: 0.222166976256402"
[1] "Newton iter: 1, lambda:0.121646905346318, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.122693577980617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122693691876268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12269369187627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122693691876268"
[1] "Starting iterative with newton 0.122693691876268"
[1] "Starting newton at: 0.237247200790102"
[1] "Newton iter: 1, lambda:0.120117289983968, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.121532168514376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12153237587246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121532375872464, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12153237587246"
[1] "Starting iterative with newton 0.12153237587246"
[1] "Starting newton at: 0.152576036587539"
[1] "Newton iter: 1, lambda:0.121341727513325, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.121442655640947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121442656695743, diff to last: 0"
[1] "Final threshold is: 0.00909464468437979"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.209577489276362"
[1] "Newton iter: 1, lambda:0.405118527268238, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.414847258437718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.414870655480847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4148706556159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4148706556159"
[1] "Starting iterative with newton 0.4148706556159"
[1] "Starting newton at: 0.215650243440128"
[1] "Newton iter: 1, lambda:0.190643318505324, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.190738202180271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190738203547817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190738203547817"
[1] "Starting iterative with newton 0.190738203547817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164076735228613, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.167931478336712, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167933601241614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167933601242258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167933601241614"
[1] "Starting iterative with newton 0.167933601241614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161793425661112, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165517920515403, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165519890018718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165519890019268, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165519890019268"
[1] "Starting iterative with newton 0.165519890019268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161550635746992, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165261466150738, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165263419933517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165263419934058, diff to last: 0"
[1] "Final threshold is: 0.0123763110719888"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0.687776274582554"
[1] "Newton iter: 1, lambda:0.57112982943214, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.575700513391016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.575707810583714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575707810602288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575707810602288"
[1] "Starting iterative with newton 0.575707810602288"
[1] "Starting newton at: 0.232288321980309"
[1] "Newton iter: 1, lambda:0.342760002986813, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.345909322656754, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.345911853107228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345911853108861, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.345911853107228"
[1] "Starting iterative with newton 0.345911853107228"
[1] "Starting newton at: 0.351326302679468"
[1] "Newton iter: 1, lambda:0.309305628182177, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.309733698424692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309733743074441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309733743074441, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.309733743074441"
[1] "Starting iterative with newton 0.309733743074441"
[1] "Starting newton at: 0.385700761622239"
[1] "Newton iter: 1, lambda:0.301920668617665, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.303600931937712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.303601614972408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601614972521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303601614972408"
[1] "Starting iterative with newton 0.303601614972408"
[1] "Starting newton at: 0.222351505507331"
[1] "Newton iter: 1, lambda:0.301043969822832, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.302550619071378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.302551167557796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302551167557869, diff to last: 0"
[1] "Final threshold is: 0.0226575691486661"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 0.52880822012166"
[1] "Newton iter: 1, lambda:0.617234349834864, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.620377704038976, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.620381577865384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620381577871262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.620381577865384"
[1] "Starting iterative with newton 0.620381577865384"
[1] "Starting newton at: 0.433132920907874"
[1] "Newton iter: 1, lambda:0.425125120617663, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.425145322801349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425145322930108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425145322930108"
[1] "Starting iterative with newton 0.425145322930108"
[1] "Starting newton at: 0.440197572638756"
[1] "Newton iter: 1, lambda:0.388362575363718, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.389167744335258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389167940266054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389167940266066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.389167940266054"
[1] "Starting iterative with newton 0.389167940266054"
[1] "Starting newton at: 0.458245554583069"
[1] "Newton iter: 1, lambda:0.380530033842619, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.382317173233585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382318130570228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382318130570503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.382318130570228"
[1] "Starting iterative with newton 0.382318130570228"
[1] "Starting newton at: 0.443504964025829"
[1] "Newton iter: 1, lambda:0.379803561263111, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.381005400218561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.381005832436847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381005832436902, diff to last: 0"
[1] "Final threshold is: 0.0285329125125054"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 0.739070201389405"
[1] "Newton iter: 1, lambda:0.677846556724471, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.679485327990245, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.679486529418798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.679486529419443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.679486529419443"
[1] "Starting iterative with newton 0.679486529419443"
[1] "Starting newton at: 0.411258648542225"
[1] "Newton iter: 1, lambda:0.49563918607947, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.498329914739944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.498332610252727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49833261025543, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.498332610252727"
[1] "Starting iterative with newton 0.498332610252727"
[1] "Starting newton at: 0.420537258086337"
[1] "Newton iter: 1, lambda:0.45868987781064, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.459212268268442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459212365570786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45921236557079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.459212365570786"
[1] "Starting iterative with newton 0.459212365570786"
[1] "Starting newton at: 0.433798413493732"
[1] "Newton iter: 1, lambda:0.450440167548302, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.450538235582017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45053823897781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.45053823897781"
[1] "Starting iterative with newton 0.45053823897781"
[1] "Starting newton at: 0.429808493554404"
[1] "Newton iter: 1, lambda:0.448480907736226, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.448604139446273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4486041447967, diff to last: 0"
[1] "Final threshold is: 0.0335952411393943"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 0.975576927817412"
[1] "Newton iter: 1, lambda:0.835336753777303, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.846324326580043, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.846397099949792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846397103126817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.846397099949792"
[1] "Starting iterative with newton 0.846397099949792"
[1] "Starting newton at: 0.76139037380121"
[1] "Newton iter: 1, lambda:0.774762932167605, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.774865128285431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.774865134223417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774865134223417"
[1] "Starting iterative with newton 0.774865134223417"
[1] "Starting newton at: 0.739601608500287"
[1] "Newton iter: 1, lambda:0.752973693168125, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.753074175269203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753074180914961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.753074175269203"
[1] "Starting iterative with newton 0.753074175269203"
[1] "Starting newton at: 0.733469223853583"
[1] "Newton iter: 1, lambda:0.746251418804363, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.746342733521812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746342738160384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.746342733521812"
[1] "Starting iterative with newton 0.746342733521812"
[1] "Starting newton at: 0.727765669050292"
[1] "Newton iter: 1, lambda:0.744104999498374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.744254158024257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744254170381239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744254170381239, diff to last: 0"
[1] "Final threshold is: 0.0557359948920862"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 0.902775994411797"
[1] "Newton iter: 1, lambda:0.913278107333575, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.913349845156967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.913349848486509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.913349845156967"
[1] "Starting iterative with newton 0.913349845156967"
[1] "Starting newton at: 0.898566723614832"
[1] "Newton iter: 1, lambda:0.897060973238108, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.897062426520215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.897062426521569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.897062426520215"
[1] "Starting iterative with newton 0.897062426520215"
[1] "Starting newton at: 0.890774705338832"
[1] "Newton iter: 1, lambda:0.891700046271839, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.891700594227757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891700594227949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.891700594227757"
[1] "Starting iterative with newton 0.891700594227757"
[1] "Starting newton at: 0.889437387581951"
[1] "Newton iter: 1, lambda:0.889926968086833, diff to last: 0"
[1] "Newton iter: 2, lambda:0.889927121296811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889927121296826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.889927121296811"
[1] "Starting iterative with newton 0.889927121296811"
[1] "Starting newton at: 0.885896446971681"
[1] "Newton iter: 1, lambda:0.889332065732148, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.889339619194429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889339619230878, diff to last: 0"
[1] "Final threshold is: 0.0666012102389156"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.09447691685135"
[1] "Newton iter: 1, lambda:0.991752830872732, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.998978059876221, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.999016389643684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999016390717928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999016390717928"
[1] "Starting iterative with newton 0.999016390717928"
[1] "Starting newton at: 1.07971479826949"
[1] "Newton iter: 1, lambda:1.0367924047972, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.03812671698984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.03812804322402, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03812804322533, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03812804322533"
[1] "Starting iterative with newton 1.03812804322533"
[1] "Starting newton at: 1.08044285797086"
[1] "Newton iter: 1, lambda:1.05220206279721, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05278884283334, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05278910085966, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05278910085971, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05278910085966"
[1] "Starting iterative with newton 1.05278910085966"
[1] "Starting newton at: 1.07532790271595"
[1] "Newton iter: 1, lambda:1.05799339083222, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.05821654969811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05821658709797, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05821658709798, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05821658709798"
[1] "Starting iterative with newton 1.05821658709798"
[1] "Starting newton at: 1.07743823776791"
[1] "Newton iter: 1, lambda:1.05999003343095, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.06021630295112, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06021634143435, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06021634143435, diff to last: 0"
[1] "Final threshold is: 0.079397892470554"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.50147709148041"
[1] "Newton iter: 1, lambda:1.32828192228758, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35711159659637, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35809733871186, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35809846424519, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35809846424666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35809846424519"
[1] "Starting iterative with newton 1.35809846424519"
[1] "Starting newton at: 1.43916490120636"
[1] "Newton iter: 1, lambda:1.70484721522484, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.82653165826158, diff to last: 0.122"
[1] "Newton iter: 3, lambda:1.85127500791839, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.85220750800014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85220879427108, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85220879427353, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85220879427108"
[1] "Starting iterative with newton 1.85220879427108"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.305444867720746"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.48728941750748"
[1] "Newton iter: 1, lambda:1.33792500534011, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.35995962517738, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.36053248653903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36053286658328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36053286658345, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36053286658345"
[1] "Starting iterative with newton 1.36053286658345"
[1] "Starting newton at: 1.34087012565796"
[1] "Newton iter: 1, lambda:1.6546088408553, diff to last: 0.314"
[1] "Newton iter: 2, lambda:1.81888007523995, diff to last: 0.164"
[1] "Newton iter: 3, lambda:1.86388603487638, diff to last: 0.045"
[1] "Newton iter: 4, lambda:1.86694088030039, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.86695426442113, diff to last: 0"
[1] "Newton iter: 6, lambda:1.86695426467705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86695426442113"
[1] "Starting iterative with newton 1.86695426442113"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.41775081470702"
[1] "Newton iter: 1, lambda:1.41927886398976, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.41928173096833, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4192817309784, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4192817309784"
[1] "Starting iterative with newton 1.4192817309784"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.23749978562991"
[1] "Newton iter: 1, lambda:1.48676582780021, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.58984680867585, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.60714593087126, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60759796520503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60759826803407, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6075982680342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6075982680342"
[1] "Starting iterative with newton 1.6075982680342"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
threshold is:
[{'ad': 0.0019330628879229677, 'da': 0.0019144201274023114, 'dd': 0.005354348094839565}, {'ad': 0.00909464468437979, 'da': 0.012376311071988819, 'dd': 0.0226575691486661}, {'ad': 0.028532912512505355, 'da': 0.033595241139394307, 'dd': 0.05573599489208622}, {'ad': 0.06660121023891559, 'da': 0.07939789247055404, 'dd': 0.3054448677207455}, {'ad': 0.32991816422627346, 'da': 0.32991816422627346, 'dd': 0.32991816422627346}]
Number of points in noise estimation: 128
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5464284143368"
[1] "Starting iterative with newton 17.5464284143368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.3148365714753"
[1] "Starting iterative with newton 12.3148365714753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1509947190432"
[1] "Starting iterative with newton 11.1509947190432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.16645100929849"
[1] "Starting iterative with newton 6.16645100929849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.0983469524384"
[1] "Starting iterative with newton 5.0983469524384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 2.33063880976386"
[1] "Newton iter: 1, lambda:1.71549552663792, diff to last: 0.615"
[1] "Newton iter: 2, lambda:1.70536660585239, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70531052869708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70531052695141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70531052695141"
[1] "Starting iterative with newton 1.70531052695141"
[1] "Starting newton at: 2.12279751444478"
[1] "Newton iter: 1, lambda:1.62381633945707, diff to last: 0.499"
[1] "Newton iter: 2, lambda:1.58189688189061, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.58072665617371, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.58072569400925, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5807256940086, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5807256940086"
[1] "Starting iterative with newton 1.5807256940086"
[1] "Starting newton at: 1.94921444045185"
[1] "Newton iter: 1, lambda:1.53566733684822, diff to last: 0.414"
[1] "Newton iter: 2, lambda:1.47885722004068, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.47627629214055, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.47627063559622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47627063556899, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47627063556899"
[1] "Starting iterative with newton 1.47627063556899"
[1] "Starting newton at: 1.80395984390007"
[1] "Newton iter: 1, lambda:1.43668571176786, diff to last: 0.367"
[1] "Newton iter: 2, lambda:1.3682432995387, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.36367207686026, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.36365048315589, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36365048267271, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36365048267271"
[1] "Starting iterative with newton 1.36365048267271"
[1] "Starting newton at: 1.67040824527069"
[1] "Newton iter: 1, lambda:1.33610788991448, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.25724732618798, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.24984497784751, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.24977633961622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24977633370089, diff to last: 0"
[1] "Final threshold is: 0.0935937351152739"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 1.90572699064486"
[1] "Newton iter: 1, lambda:1.5684442604361, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.52846127844191, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.52730208184398, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52730105957275, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52730105957196, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52730105957196"
[1] "Starting iterative with newton 1.52730105957196"
[1] "Starting newton at: 1.80311544470137"
[1] "Newton iter: 1, lambda:1.48830168083456, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.44113247246672, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.43923450248422, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43923128257241, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43923128256312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43923128257241"
[1] "Starting iterative with newton 1.43923128257241"
[1] "Starting newton at: 1.72506509090068"
[1] "Newton iter: 1, lambda:1.41426736218165, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.35745890412629, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.35425886040291, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35424822412436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424822400662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35424822400662"
[1] "Starting iterative with newton 1.35424822400662"
[1] "Starting newton at: 1.64276678007715"
[1] "Newton iter: 1, lambda:1.3395615472859, diff to last: 0.303"
[1] "Newton iter: 2, lambda:1.2731812918867, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.26810162903482, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26807054650046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26807054533436, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26807054533436"
[1] "Starting iterative with newton 1.26807054533436"
[1] "Starting newton at: 1.53319426977871"
[1] "Newton iter: 1, lambda:1.2440393994183, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.16673842439586, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.1584116680784, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15831123154386, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15831121691765, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15831121691765, diff to last: 0"
[1] "Final threshold is: 0.0867440595415113"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 1.239670755461"
[1] "Newton iter: 1, lambda:1.26879706639783, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26780702699127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26780589641461, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26780589641314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26780589641461"
[1] "Starting iterative with newton 1.26780589641461"
[1] "Starting newton at: 1.46040852542996"
[1] "Newton iter: 1, lambda:1.48617430057771, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.48566594884946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.48566575707501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48566575707499, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48566575707499"
[1] "Starting iterative with newton 1.48566575707499"
[1] "Starting newton at: 1.65891712510306"
[1] "Newton iter: 1, lambda:1.64282220300447, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.64269479400804, diff to last: 0"
[1] "Newton iter: 3, lambda:1.642694785749, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.642694785749"
[1] "Starting iterative with newton 1.642694785749"
[1] "Starting newton at: 1.80935775162112"
[1] "Newton iter: 1, lambda:1.75139610351552, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.75033967738093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75033925870339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75033925870332, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75033925870332"
[1] "Starting iterative with newton 1.75033925870332"
[1] "Starting newton at: 1.93270788526385"
[1] "Newton iter: 1, lambda:1.81982290500548, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.81743826902937, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81743655601744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81743655601655, diff to last: 0"
[1] "Final threshold is: 0.136104893508276"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 1.27643099753725"
[1] "Newton iter: 1, lambda:1.26599033385904, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.26587022613025, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26587021011455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26587021011455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26587021011455"
[1] "Starting iterative with newton 1.26587021011455"
[1] "Starting newton at: 1.58226658981758"
[1] "Newton iter: 1, lambda:1.62078370756132, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.62002786909308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62002760280582, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62002760280579, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62002760280579"
[1] "Starting iterative with newton 1.62002760280579"
[1] "Starting newton at: 1.79386885023652"
[1] "Newton iter: 1, lambda:1.88593145064705, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.88392013196546, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88391956958338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88391956958333, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88391956958333"
[1] "Starting iterative with newton 1.88391956958333"
[1] "Starting newton at: 2.04086618044326"
[1] "Newton iter: 1, lambda:2.03159932864073, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.03159922358719, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03159922358719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03159922358719"
[1] "Starting iterative with newton 2.03159922358719"
[1] "Starting newton at: 2.18400089700171"
[1] "Newton iter: 1, lambda:2.11995178171366, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.12038470649894, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12038471648329, diff to last: 0"
[1] "Final threshold is: 0.158792192068128"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.16768506658244"
[1] "Newton iter: 1, lambda:1.24505814660707, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.23805640057317, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23800058844494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23800058488097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23800058488097"
[1] "Starting iterative with newton 1.23800058488097"
[1] "Starting newton at: 1.70354403224131"
[1] "Newton iter: 1, lambda:1.66539068596089, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.66494054325823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66494047102678, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66494047102678, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66494047102678"
[1] "Starting iterative with newton 1.66494047102678"
[1] "Starting newton at: 1.93460468750744"
[1] "Newton iter: 1, lambda:1.97793014604728, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.97786198927097, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97786198931339, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97786198927097"
[1] "Starting iterative with newton 1.97786198927097"
[1] "Starting newton at: 2.08737002015781"
[1] "Newton iter: 1, lambda:2.16847576529041, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.16903729466989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16903734405205, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16903734405205, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16903734405205"
[1] "Starting iterative with newton 2.16903734405205"
[1] "Starting newton at: 2.31062286481356"
[1] "Newton iter: 1, lambda:2.28335209626129, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.28353131513378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28353132228238, diff to last: 0"
[1] "Final threshold is: 0.171009979090146"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.37754051215246"
[1] "Newton iter: 1, lambda:1.45050599418249, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.44680662161982, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.44679835959748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44679835955593, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44679835955593"
[1] "Starting iterative with newton 1.44679835955593"
[1] "Starting newton at: 2.18436296211647"
[1] "Newton iter: 1, lambda:2.20381043897823, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.20398265175485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20398266574378, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20398266574378, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.20398266574378"
[1] "Starting iterative with newton 2.20398266574378"
[1] "Starting newton at: 2.55693094562721"
[1] "Newton iter: 1, lambda:2.63788255245333, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.64262771152664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.64264460020954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64264460042372, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.64264460020954"
[1] "Starting iterative with newton 2.64264460020954"
[1] "Starting newton at: 2.90975015867117"
[1] "Newton iter: 1, lambda:2.87253487660164, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.87368374168333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.87368484717509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87368484717612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87368484717612"
[1] "Starting iterative with newton 2.87368484717612"
[1] "Starting newton at: 2.9841108801477"
[1] "Newton iter: 1, lambda:2.97449949788196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.97457989135705, diff to last: 0"
[1] "Newton iter: 3, lambda:2.97457989700179, diff to last: 0"
[1] "Final threshold is: 0.222761492281398"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.55559429404666"
[1] "Newton iter: 1, lambda:1.52891942102056, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.52863397418639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52863393832322, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52863393832322, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52863393832322"
[1] "Starting iterative with newton 1.52863393832322"
[1] "Starting newton at: 2.19740627340689"
[1] "Newton iter: 1, lambda:2.28314604437729, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.28690691705368, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.28691513378074, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28691513382013, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.28691513378074"
[1] "Starting iterative with newton 2.28691513378074"
[1] "Starting newton at: 2.76371077505883"
[1] "Newton iter: 1, lambda:2.73591221579509, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.736551432575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73655177138756, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73655177138766, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.73655177138766"
[1] "Starting iterative with newton 2.73655177138766"
[1] "Starting newton at: 2.999957795086"
[1] "Newton iter: 1, lambda:2.99326573104002, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.99330590602717, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99330590747949, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99330590747949"
[1] "Starting iterative with newton 2.99330590747949"
[1] "Starting newton at: 3.14539986790069"
[1] "Newton iter: 1, lambda:3.11616356891589, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.11693241517255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11693295734512, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11693295734539, diff to last: 0"
[1] "Final threshold is: 0.233422083883753"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.74662553193128"
[1] "Newton iter: 1, lambda:1.6300307454224, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.62908684537058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62908663292286, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62908663292285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62908663292285"
[1] "Starting iterative with newton 1.62908663292285"
[1] "Starting newton at: 2.49114117219641"
[1] "Newton iter: 1, lambda:2.42183211529333, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.42554016737084, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.42555053333407, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42555053341524, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42555053341524"
[1] "Starting iterative with newton 2.42555053341524"
[1] "Starting newton at: 2.82529170277767"
[1] "Newton iter: 1, lambda:2.88750821991677, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.89136722804843, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.8913819087597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89138190897189, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8913819087597"
[1] "Starting iterative with newton 2.8913819087597"
[1] "Starting newton at: 3.16569080955558"
[1] "Newton iter: 1, lambda:3.17691453515856, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.17704882912246, diff to last: 0"
[1] "Newton iter: 3, lambda:3.17704884819608, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17704884819608, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.17704884819608"
[1] "Starting iterative with newton 3.17704884819608"
[1] "Starting newton at: 3.33680460569885"
[1] "Newton iter: 1, lambda:3.3007005969569, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.30205367136852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.30205563951491, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30205563951907, diff to last: 0"
[1] "Final threshold is: 0.247285623086415"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.91166660876331"
[1] "Newton iter: 1, lambda:2.31775111325959, diff to last: 0.406"
[1] "Newton iter: 2, lambda:2.41679019300016, diff to last: 0.099"
[1] "Newton iter: 3, lambda:2.42871160524413, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.42888845644957, diff to last: 0"
[1] "Newton iter: 5, lambda:2.42888849528816, diff to last: 0"
[1] "Newton iter: 6, lambda:2.42888849528816, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.42888849528816"
[1] "Starting iterative with newton 2.42888849528816"
[1] "Starting newton at: 3.12722003546236"
[1] "Newton iter: 1, lambda:3.25234920830743, diff to last: 0.125"
[1] "Newton iter: 2, lambda:3.27948376663282, diff to last: 0.027"
[1] "Newton iter: 3, lambda:3.28069383288182, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.28069617679532, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2806961768041, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2806961768041"
[1] "Starting iterative with newton 3.2806961768041"
[1] "Starting newton at: 3.71443296800909"
[1] "Newton iter: 1, lambda:3.89006323958516, diff to last: 0.176"
[1] "Newton iter: 2, lambda:3.96424696219682, diff to last: 0.074"
[1] "Newton iter: 3, lambda:3.97652312054652, diff to last: 0.012"
[1] "Newton iter: 4, lambda:3.97682938967209, diff to last: 0"
[1] "Newton iter: 5, lambda:3.97682957633164, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9768295763317, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.97682938967209"
[1] "Starting iterative with newton 3.97682938967209"
[1] "Starting newton at: 4.11488145509652"
[1] "Newton iter: 1, lambda:4.35049390804371, diff to last: 0.236"
[1] "Newton iter: 2, lambda:4.52389689918377, diff to last: 0.173"
[1] "Newton iter: 3, lambda:4.61909806770009, diff to last: 0.095"
[1] "Newton iter: 4, lambda:4.64560617472656, diff to last: 0.027"
[1] "Newton iter: 5, lambda:4.64740777335751, diff to last: 0.002"
[1] "Newton iter: 6, lambda:4.64741563324884, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6474156333978, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.64741563324884"
[1] "Starting iterative with newton 4.64741563324884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.09359373511527394, 'da': 0.08674405954151133, 'dd': 0.13610489350827626}, {'ad': 0.15879219206812778, 'da': 0.17100997909014617, 'dd': 0.2227614922813983}, {'ad': 0.2334220838837533, 'da': 0.24728562308641536, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364050949380484. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5464284143368"
[1] "Starting iterative with newton 17.5464284143368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.3148365714753"
[1] "Starting iterative with newton 12.3148365714753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1509947190432"
[1] "Starting iterative with newton 11.1509947190432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.16645100929849"
[1] "Starting iterative with newton 6.16645100929849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.0983469524384"
[1] "Starting iterative with newton 5.0983469524384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 2.33063880976386"
[1] "Newton iter: 1, lambda:1.71549552663792, diff to last: 0.615"
[1] "Newton iter: 2, lambda:1.70536660585239, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70531052869708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70531052695141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70531052695141"
[1] "Starting iterative with newton 1.70531052695141"
[1] "Starting newton at: 2.12279751444478"
[1] "Newton iter: 1, lambda:1.62381633945707, diff to last: 0.499"
[1] "Newton iter: 2, lambda:1.58189688189061, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.58072665617371, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.58072569400925, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5807256940086, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5807256940086"
[1] "Starting iterative with newton 1.5807256940086"
[1] "Starting newton at: 1.94921444045185"
[1] "Newton iter: 1, lambda:1.53566733684822, diff to last: 0.414"
[1] "Newton iter: 2, lambda:1.47885722004068, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.47627629214055, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.47627063559622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47627063556899, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47627063556899"
[1] "Starting iterative with newton 1.47627063556899"
[1] "Starting newton at: 1.80395984390007"
[1] "Newton iter: 1, lambda:1.43668571176786, diff to last: 0.367"
[1] "Newton iter: 2, lambda:1.3682432995387, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.36367207686026, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.36365048315589, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36365048267271, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36365048267271"
[1] "Starting iterative with newton 1.36365048267271"
[1] "Starting newton at: 1.67040824527069"
[1] "Newton iter: 1, lambda:1.33610788991448, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.25724732618798, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.24984497784751, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.24977633961622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24977633370089, diff to last: 0"
[1] "Final threshold is: 0.0935937351152739"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 1.90572699064486"
[1] "Newton iter: 1, lambda:1.5684442604361, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.52846127844191, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.52730208184398, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52730105957275, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52730105957196, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52730105957196"
[1] "Starting iterative with newton 1.52730105957196"
[1] "Starting newton at: 1.80311544470137"
[1] "Newton iter: 1, lambda:1.48830168083456, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.44113247246672, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.43923450248422, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43923128257241, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43923128256312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43923128257241"
[1] "Starting iterative with newton 1.43923128257241"
[1] "Starting newton at: 1.72506509090068"
[1] "Newton iter: 1, lambda:1.41426736218165, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.35745890412629, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.35425886040291, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35424822412436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424822400662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35424822400662"
[1] "Starting iterative with newton 1.35424822400662"
[1] "Starting newton at: 1.64276678007715"
[1] "Newton iter: 1, lambda:1.3395615472859, diff to last: 0.303"
[1] "Newton iter: 2, lambda:1.2731812918867, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.26810162903482, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26807054650046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26807054533436, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26807054533436"
[1] "Starting iterative with newton 1.26807054533436"
[1] "Starting newton at: 1.53319426977871"
[1] "Newton iter: 1, lambda:1.2440393994183, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.16673842439586, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.1584116680784, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15831123154386, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15831121691765, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15831121691765, diff to last: 0"
[1] "Final threshold is: 0.0867440595415113"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 1.239670755461"
[1] "Newton iter: 1, lambda:1.26879706639783, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26780702699127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26780589641461, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26780589641314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26780589641461"
[1] "Starting iterative with newton 1.26780589641461"
[1] "Starting newton at: 1.46040852542996"
[1] "Newton iter: 1, lambda:1.48617430057771, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.48566594884946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.48566575707501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48566575707499, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48566575707499"
[1] "Starting iterative with newton 1.48566575707499"
[1] "Starting newton at: 1.65891712510306"
[1] "Newton iter: 1, lambda:1.64282220300447, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.64269479400804, diff to last: 0"
[1] "Newton iter: 3, lambda:1.642694785749, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.642694785749"
[1] "Starting iterative with newton 1.642694785749"
[1] "Starting newton at: 1.80935775162112"
[1] "Newton iter: 1, lambda:1.75139610351552, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.75033967738093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75033925870339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75033925870332, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75033925870332"
[1] "Starting iterative with newton 1.75033925870332"
[1] "Starting newton at: 1.93270788526385"
[1] "Newton iter: 1, lambda:1.81982290500548, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.81743826902937, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81743655601744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81743655601655, diff to last: 0"
[1] "Final threshold is: 0.136104893508276"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 1.27643099753725"
[1] "Newton iter: 1, lambda:1.26599033385904, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.26587022613025, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26587021011455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26587021011455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26587021011455"
[1] "Starting iterative with newton 1.26587021011455"
[1] "Starting newton at: 1.58226658981758"
[1] "Newton iter: 1, lambda:1.62078370756132, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.62002786909308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62002760280582, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62002760280579, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62002760280579"
[1] "Starting iterative with newton 1.62002760280579"
[1] "Starting newton at: 1.79386885023652"
[1] "Newton iter: 1, lambda:1.88593145064705, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.88392013196546, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88391956958338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88391956958333, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88391956958333"
[1] "Starting iterative with newton 1.88391956958333"
[1] "Starting newton at: 2.04086618044326"
[1] "Newton iter: 1, lambda:2.03159932864073, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.03159922358719, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03159922358719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03159922358719"
[1] "Starting iterative with newton 2.03159922358719"
[1] "Starting newton at: 2.18400089700171"
[1] "Newton iter: 1, lambda:2.11995178171366, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.12038470649894, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12038471648329, diff to last: 0"
[1] "Final threshold is: 0.158792192068128"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.16768506658244"
[1] "Newton iter: 1, lambda:1.24505814660707, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.23805640057317, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23800058844494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23800058488097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23800058488097"
[1] "Starting iterative with newton 1.23800058488097"
[1] "Starting newton at: 1.70354403224131"
[1] "Newton iter: 1, lambda:1.66539068596089, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.66494054325823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66494047102678, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66494047102678, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66494047102678"
[1] "Starting iterative with newton 1.66494047102678"
[1] "Starting newton at: 1.93460468750744"
[1] "Newton iter: 1, lambda:1.97793014604728, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.97786198927097, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97786198931339, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97786198927097"
[1] "Starting iterative with newton 1.97786198927097"
[1] "Starting newton at: 2.08737002015781"
[1] "Newton iter: 1, lambda:2.16847576529041, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.16903729466989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16903734405205, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16903734405205, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16903734405205"
[1] "Starting iterative with newton 2.16903734405205"
[1] "Starting newton at: 2.31062286481356"
[1] "Newton iter: 1, lambda:2.28335209626129, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.28353131513378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28353132228238, diff to last: 0"
[1] "Final threshold is: 0.171009979090146"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.37754051215246"
[1] "Newton iter: 1, lambda:1.45050599418249, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.44680662161982, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.44679835959748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44679835955593, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44679835955593"
[1] "Starting iterative with newton 1.44679835955593"
[1] "Starting newton at: 2.18436296211647"
[1] "Newton iter: 1, lambda:2.20381043897823, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.20398265175485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20398266574378, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20398266574378, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.20398266574378"
[1] "Starting iterative with newton 2.20398266574378"
[1] "Starting newton at: 2.55693094562721"
[1] "Newton iter: 1, lambda:2.63788255245333, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.64262771152664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.64264460020954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64264460042372, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.64264460020954"
[1] "Starting iterative with newton 2.64264460020954"
[1] "Starting newton at: 2.90975015867117"
[1] "Newton iter: 1, lambda:2.87253487660164, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.87368374168333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.87368484717509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87368484717612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87368484717612"
[1] "Starting iterative with newton 2.87368484717612"
[1] "Starting newton at: 2.9841108801477"
[1] "Newton iter: 1, lambda:2.97449949788196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.97457989135705, diff to last: 0"
[1] "Newton iter: 3, lambda:2.97457989700179, diff to last: 0"
[1] "Final threshold is: 0.222761492281398"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.55559429404666"
[1] "Newton iter: 1, lambda:1.52891942102056, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.52863397418639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52863393832322, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52863393832322, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52863393832322"
[1] "Starting iterative with newton 1.52863393832322"
[1] "Starting newton at: 2.19740627340689"
[1] "Newton iter: 1, lambda:2.28314604437729, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.28690691705368, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.28691513378074, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28691513382013, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.28691513378074"
[1] "Starting iterative with newton 2.28691513378074"
[1] "Starting newton at: 2.76371077505883"
[1] "Newton iter: 1, lambda:2.73591221579509, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.736551432575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73655177138756, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73655177138766, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.73655177138766"
[1] "Starting iterative with newton 2.73655177138766"
[1] "Starting newton at: 2.999957795086"
[1] "Newton iter: 1, lambda:2.99326573104002, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.99330590602717, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99330590747949, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99330590747949"
[1] "Starting iterative with newton 2.99330590747949"
[1] "Starting newton at: 3.14539986790069"
[1] "Newton iter: 1, lambda:3.11616356891589, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.11693241517255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11693295734512, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11693295734539, diff to last: 0"
[1] "Final threshold is: 0.233422083883753"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.74662553193128"
[1] "Newton iter: 1, lambda:1.6300307454224, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.62908684537058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62908663292286, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62908663292285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62908663292285"
[1] "Starting iterative with newton 1.62908663292285"
[1] "Starting newton at: 2.49114117219641"
[1] "Newton iter: 1, lambda:2.42183211529333, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.42554016737084, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.42555053333407, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42555053341524, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42555053341524"
[1] "Starting iterative with newton 2.42555053341524"
[1] "Starting newton at: 2.82529170277767"
[1] "Newton iter: 1, lambda:2.88750821991677, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.89136722804843, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.8913819087597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89138190897189, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8913819087597"
[1] "Starting iterative with newton 2.8913819087597"
[1] "Starting newton at: 3.16569080955558"
[1] "Newton iter: 1, lambda:3.17691453515856, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.17704882912246, diff to last: 0"
[1] "Newton iter: 3, lambda:3.17704884819608, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17704884819608, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.17704884819608"
[1] "Starting iterative with newton 3.17704884819608"
[1] "Starting newton at: 3.33680460569885"
[1] "Newton iter: 1, lambda:3.3007005969569, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.30205367136852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.30205563951491, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30205563951907, diff to last: 0"
[1] "Final threshold is: 0.247285623086415"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.91166660876331"
[1] "Newton iter: 1, lambda:2.31775111325959, diff to last: 0.406"
[1] "Newton iter: 2, lambda:2.41679019300016, diff to last: 0.099"
[1] "Newton iter: 3, lambda:2.42871160524413, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.42888845644957, diff to last: 0"
[1] "Newton iter: 5, lambda:2.42888849528816, diff to last: 0"
[1] "Newton iter: 6, lambda:2.42888849528816, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.42888849528816"
[1] "Starting iterative with newton 2.42888849528816"
[1] "Starting newton at: 3.12722003546236"
[1] "Newton iter: 1, lambda:3.25234920830743, diff to last: 0.125"
[1] "Newton iter: 2, lambda:3.27948376663282, diff to last: 0.027"
[1] "Newton iter: 3, lambda:3.28069383288182, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.28069617679532, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2806961768041, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2806961768041"
[1] "Starting iterative with newton 3.2806961768041"
[1] "Starting newton at: 3.71443296800909"
[1] "Newton iter: 1, lambda:3.89006323958516, diff to last: 0.176"
[1] "Newton iter: 2, lambda:3.96424696219682, diff to last: 0.074"
[1] "Newton iter: 3, lambda:3.97652312054652, diff to last: 0.012"
[1] "Newton iter: 4, lambda:3.97682938967209, diff to last: 0"
[1] "Newton iter: 5, lambda:3.97682957633164, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9768295763317, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.97682938967209"
[1] "Starting iterative with newton 3.97682938967209"
[1] "Starting newton at: 4.11488145509652"
[1] "Newton iter: 1, lambda:4.35049390804371, diff to last: 0.236"
[1] "Newton iter: 2, lambda:4.52389689918377, diff to last: 0.173"
[1] "Newton iter: 3, lambda:4.61909806770009, diff to last: 0.095"
[1] "Newton iter: 4, lambda:4.64560617472656, diff to last: 0.027"
[1] "Newton iter: 5, lambda:4.64740777335751, diff to last: 0.002"
[1] "Newton iter: 6, lambda:4.64741563324884, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6474156333978, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.64741563324884"
[1] "Starting iterative with newton 4.64741563324884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.09359373511527394, 'da': 0.08674405954151133, 'dd': 0.13610489350827626}, {'ad': 0.15879219206812778, 'da': 0.17100997909014617, 'dd': 0.2227614922813983}, {'ad': 0.2334220838837533, 'da': 0.24728562308641536, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364050949380484. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12257665720867, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.123755959210308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123756067894993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123756067894994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123756067894993"
[1] "Starting iterative with newton 0.123756067894993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281787337146938, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028205967684447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282059677098907, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0282059677098907"
[1] "Starting iterative with newton 0.0282059677098907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258482816300932, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258696389536543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258696389682379, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0258696389682379"
[1] "Starting iterative with newton 0.0258696389682379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257926851001677, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258139135009577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258139135153406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0258139135009577"
[1] "Starting iterative with newton 0.0258139135009577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257913598353461, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258125851692434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258125851836215, diff to last: 0"
[1] "Final threshold is: 0.00193306288792297"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122967027348259, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124273463072217, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124273609961536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124273609961538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124273609961536"
[1] "Starting iterative with newton 0.124273609961536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273227832331528, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0273412958107322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273412958192324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273412958192324"
[1] "Starting iterative with newton 0.0273412958192324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255805385365557, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255960176491111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255960176547797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0255960176491111"
[1] "Starting iterative with newton 0.0255960176491111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255487956395037, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255642238703147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255642238759416, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0255642238703147"
[1] "Starting iterative with newton 0.0255642238703147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255482172683547, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255636445734224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255636445790485, diff to last: 0"
[1] "Final threshold is: 0.00191442012740231"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.261219977530931"
[1] "Newton iter: 1, lambda:0.196750174392773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.19729462177274, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197294660794932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197294660794932, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197294660794932"
[1] "Starting iterative with newton 0.197294660794932"
[1] "Starting newton at: 0.0261757464511416"
[1] "Newton iter: 1, lambda:0.0762791965518699, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0764320165263317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764320179476113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0764320179476113"
[1] "Starting iterative with newton 0.0764320179476113"
[1] "Starting newton at: 0.0403925784145682"
[1] "Newton iter: 1, lambda:0.0716390418995329, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0716964331823207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0716964333758932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0716964331823207"
[1] "Starting iterative with newton 0.0716964331823207"
[1] "Starting newton at: 0.0451281631798587"
[1] "Newton iter: 1, lambda:0.0714647076815843, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0715054246200247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0715054247173279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0715054246200247"
[1] "Starting iterative with newton 0.0715054246200247"
[1] "Starting newton at: 0.0453191717421548"
[1] "Newton iter: 1, lambda:0.0714576037187031, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0714977082040569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714977082984498, diff to last: 0"
[1] "Final threshold is: 0.00535434809483957"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.423522754860111"
[1] "Newton iter: 1, lambda:0.340159845975369, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.341608188275818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341608632071855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341608632071897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341608632071855"
[1] "Starting iterative with newton 0.341608632071855"
[1] "Starting newton at: 0.221560273117801"
[1] "Newton iter: 1, lambda:0.136995085711084, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.137773850148268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137773916409968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137773916409968, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137773916409968"
[1] "Starting iterative with newton 0.137773916409968"
[1] "Starting newton at: 0.222166976256402"
[1] "Newton iter: 1, lambda:0.121646905346318, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.122693577980617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122693691876268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12269369187627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122693691876268"
[1] "Starting iterative with newton 0.122693691876268"
[1] "Starting newton at: 0.237247200790102"
[1] "Newton iter: 1, lambda:0.120117289983968, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.121532168514376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12153237587246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121532375872464, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12153237587246"
[1] "Starting iterative with newton 0.12153237587246"
[1] "Starting newton at: 0.152576036587539"
[1] "Newton iter: 1, lambda:0.121341727513325, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.121442655640947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121442656695743, diff to last: 0"
[1] "Final threshold is: 0.00909464468437979"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.209577489276362"
[1] "Newton iter: 1, lambda:0.405118527268238, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.414847258437718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.414870655480847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4148706556159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4148706556159"
[1] "Starting iterative with newton 0.4148706556159"
[1] "Starting newton at: 0.215650243440128"
[1] "Newton iter: 1, lambda:0.190643318505324, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.190738202180271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190738203547817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190738203547817"
[1] "Starting iterative with newton 0.190738203547817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164076735228613, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.167931478336712, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167933601241614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167933601242258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167933601241614"
[1] "Starting iterative with newton 0.167933601241614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161793425661112, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165517920515403, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165519890018718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165519890019268, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165519890019268"
[1] "Starting iterative with newton 0.165519890019268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161550635746992, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165261466150738, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165263419933517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165263419934058, diff to last: 0"
[1] "Final threshold is: 0.0123763110719888"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0.687776274582554"
[1] "Newton iter: 1, lambda:0.57112982943214, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.575700513391016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.575707810583714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575707810602288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575707810602288"
[1] "Starting iterative with newton 0.575707810602288"
[1] "Starting newton at: 0.232288321980309"
[1] "Newton iter: 1, lambda:0.342760002986813, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.345909322656754, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.345911853107228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345911853108861, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.345911853107228"
[1] "Starting iterative with newton 0.345911853107228"
[1] "Starting newton at: 0.351326302679468"
[1] "Newton iter: 1, lambda:0.309305628182177, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.309733698424692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309733743074441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309733743074441, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.309733743074441"
[1] "Starting iterative with newton 0.309733743074441"
[1] "Starting newton at: 0.385700761622239"
[1] "Newton iter: 1, lambda:0.301920668617665, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.303600931937712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.303601614972408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601614972521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303601614972408"
[1] "Starting iterative with newton 0.303601614972408"
[1] "Starting newton at: 0.222351505507331"
[1] "Newton iter: 1, lambda:0.301043969822832, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.302550619071378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.302551167557796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302551167557869, diff to last: 0"
[1] "Final threshold is: 0.0226575691486661"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 0.52880822012166"
[1] "Newton iter: 1, lambda:0.617234349834864, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.620377704038976, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.620381577865384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620381577871262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.620381577865384"
[1] "Starting iterative with newton 0.620381577865384"
[1] "Starting newton at: 0.433132920907874"
[1] "Newton iter: 1, lambda:0.425125120617663, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.425145322801349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425145322930108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425145322930108"
[1] "Starting iterative with newton 0.425145322930108"
[1] "Starting newton at: 0.440197572638756"
[1] "Newton iter: 1, lambda:0.388362575363718, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.389167744335258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389167940266054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389167940266066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.389167940266054"
[1] "Starting iterative with newton 0.389167940266054"
[1] "Starting newton at: 0.458245554583069"
[1] "Newton iter: 1, lambda:0.380530033842619, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.382317173233585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382318130570228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382318130570503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.382318130570228"
[1] "Starting iterative with newton 0.382318130570228"
[1] "Starting newton at: 0.443504964025829"
[1] "Newton iter: 1, lambda:0.379803561263111, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.381005400218561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.381005832436847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381005832436902, diff to last: 0"
[1] "Final threshold is: 0.0285329125125054"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 0.739070201389405"
[1] "Newton iter: 1, lambda:0.677846556724471, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.679485327990245, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.679486529418798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.679486529419443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.679486529419443"
[1] "Starting iterative with newton 0.679486529419443"
[1] "Starting newton at: 0.411258648542225"
[1] "Newton iter: 1, lambda:0.49563918607947, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.498329914739944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.498332610252727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49833261025543, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.498332610252727"
[1] "Starting iterative with newton 0.498332610252727"
[1] "Starting newton at: 0.420537258086337"
[1] "Newton iter: 1, lambda:0.45868987781064, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.459212268268442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459212365570786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45921236557079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.459212365570786"
[1] "Starting iterative with newton 0.459212365570786"
[1] "Starting newton at: 0.433798413493732"
[1] "Newton iter: 1, lambda:0.450440167548302, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.450538235582017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45053823897781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.45053823897781"
[1] "Starting iterative with newton 0.45053823897781"
[1] "Starting newton at: 0.429808493554404"
[1] "Newton iter: 1, lambda:0.448480907736226, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.448604139446273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4486041447967, diff to last: 0"
[1] "Final threshold is: 0.0335952411393943"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 0.975576927817412"
[1] "Newton iter: 1, lambda:0.835336753777303, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.846324326580043, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.846397099949792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846397103126817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.846397099949792"
[1] "Starting iterative with newton 0.846397099949792"
[1] "Starting newton at: 0.76139037380121"
[1] "Newton iter: 1, lambda:0.774762932167605, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.774865128285431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.774865134223417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774865134223417"
[1] "Starting iterative with newton 0.774865134223417"
[1] "Starting newton at: 0.739601608500287"
[1] "Newton iter: 1, lambda:0.752973693168125, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.753074175269203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753074180914961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.753074175269203"
[1] "Starting iterative with newton 0.753074175269203"
[1] "Starting newton at: 0.733469223853583"
[1] "Newton iter: 1, lambda:0.746251418804363, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.746342733521812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746342738160384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.746342733521812"
[1] "Starting iterative with newton 0.746342733521812"
[1] "Starting newton at: 0.727765669050292"
[1] "Newton iter: 1, lambda:0.744104999498374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.744254158024257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744254170381239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744254170381239, diff to last: 0"
[1] "Final threshold is: 0.0557359948920862"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 0.902775994411797"
[1] "Newton iter: 1, lambda:0.913278107333575, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.913349845156967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.913349848486509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.913349845156967"
[1] "Starting iterative with newton 0.913349845156967"
[1] "Starting newton at: 0.898566723614832"
[1] "Newton iter: 1, lambda:0.897060973238108, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.897062426520215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.897062426521569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.897062426520215"
[1] "Starting iterative with newton 0.897062426520215"
[1] "Starting newton at: 0.890774705338832"
[1] "Newton iter: 1, lambda:0.891700046271839, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.891700594227757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891700594227949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.891700594227757"
[1] "Starting iterative with newton 0.891700594227757"
[1] "Starting newton at: 0.889437387581951"
[1] "Newton iter: 1, lambda:0.889926968086833, diff to last: 0"
[1] "Newton iter: 2, lambda:0.889927121296811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889927121296826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.889927121296811"
[1] "Starting iterative with newton 0.889927121296811"
[1] "Starting newton at: 0.885896446971681"
[1] "Newton iter: 1, lambda:0.889332065732148, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.889339619194429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889339619230878, diff to last: 0"
[1] "Final threshold is: 0.0666012102389156"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.09447691685135"
[1] "Newton iter: 1, lambda:0.991752830872732, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.998978059876221, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.999016389643684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999016390717928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999016390717928"
[1] "Starting iterative with newton 0.999016390717928"
[1] "Starting newton at: 1.07971479826949"
[1] "Newton iter: 1, lambda:1.0367924047972, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.03812671698984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.03812804322402, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03812804322533, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03812804322533"
[1] "Starting iterative with newton 1.03812804322533"
[1] "Starting newton at: 1.08044285797086"
[1] "Newton iter: 1, lambda:1.05220206279721, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05278884283334, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05278910085966, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05278910085971, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05278910085966"
[1] "Starting iterative with newton 1.05278910085966"
[1] "Starting newton at: 1.07532790271595"
[1] "Newton iter: 1, lambda:1.05799339083222, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.05821654969811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05821658709797, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05821658709798, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05821658709798"
[1] "Starting iterative with newton 1.05821658709798"
[1] "Starting newton at: 1.07743823776791"
[1] "Newton iter: 1, lambda:1.05999003343095, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.06021630295112, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06021634143435, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06021634143435, diff to last: 0"
[1] "Final threshold is: 0.079397892470554"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.50147709148041"
[1] "Newton iter: 1, lambda:1.32828192228758, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35711159659637, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35809733871186, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35809846424519, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35809846424666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35809846424519"
[1] "Starting iterative with newton 1.35809846424519"
[1] "Starting newton at: 1.43916490120636"
[1] "Newton iter: 1, lambda:1.70484721522484, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.82653165826158, diff to last: 0.122"
[1] "Newton iter: 3, lambda:1.85127500791839, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.85220750800014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85220879427108, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85220879427353, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85220879427108"
[1] "Starting iterative with newton 1.85220879427108"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.305444867720746"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.48728941750748"
[1] "Newton iter: 1, lambda:1.33792500534011, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.35995962517738, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.36053248653903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36053286658328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36053286658345, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36053286658345"
[1] "Starting iterative with newton 1.36053286658345"
[1] "Starting newton at: 1.34087012565796"
[1] "Newton iter: 1, lambda:1.6546088408553, diff to last: 0.314"
[1] "Newton iter: 2, lambda:1.81888007523995, diff to last: 0.164"
[1] "Newton iter: 3, lambda:1.86388603487638, diff to last: 0.045"
[1] "Newton iter: 4, lambda:1.86694088030039, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.86695426442113, diff to last: 0"
[1] "Newton iter: 6, lambda:1.86695426467705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86695426442113"
[1] "Starting iterative with newton 1.86695426442113"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.41775081470702"
[1] "Newton iter: 1, lambda:1.41927886398976, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.41928173096833, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4192817309784, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4192817309784"
[1] "Starting iterative with newton 1.4192817309784"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.23749978562991"
[1] "Newton iter: 1, lambda:1.48676582780021, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.58984680867585, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.60714593087126, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60759796520503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60759826803407, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6075982680342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6075982680342"
[1] "Starting iterative with newton 1.6075982680342"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
threshold is:
[{'ad': 0.0019330628879229677, 'da': 0.0019144201274023114, 'dd': 0.005354348094839565}, {'ad': 0.00909464468437979, 'da': 0.012376311071988819, 'dd': 0.0226575691486661}, {'ad': 0.028532912512505355, 'da': 0.033595241139394307, 'dd': 0.05573599489208622}, {'ad': 0.06660121023891559, 'da': 0.07939789247055404, 'dd': 0.3054448677207455}, {'ad': 0.32991816422627346, 'da': 0.32991816422627346, 'dd': 0.32991816422627346}]
Number of points in noise estimation: 128
Estimated noise: 0.07488838774465431
0.07488838774465431
threshold is:
[{'ad': 0.015081866370127095, 'da': 0.03074746093410842, 'dd': 0.006802423976398742}, {'ad': 0.019724055069028523, 'da': 0.01628875101160144, 'dd': 0.00456455578380964}, {'ad': 0.02704263537991036, 'da': 0.027380439768774828, 'dd': 0.062381319200783936}, {'ad': 0.05874315976794109, 'da': 0.06550265393594487, 'dd': 0.3054448677207455}, {'ad': 0.32991816422627346, 'da': 0.32991816422627346, 'dd': 0.32991816422627346}]
['peppers256', 0.075, 3, 0.005436594100045645, 0.0018675144492298192, 0.0015552373272676176, 0.005692970696857662, 0.0018779969260513973, 0.001934706750336033, 0.0018779969260513973, 0.001934706750336033, 22.646730905206024, 27.287360293002468, 28.082033287862362, 22.446610516048885, 27.26305122932532, 27.1338485305454, 27.26305122932532, 27.1338485305454]
peppers256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.07374971812778071
0.07374971812778071
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115004361961609, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115994508708976, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115994581813421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115994581813421, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115994581813421"
[1] "Starting iterative with newton 0.115994581813421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397329159120746, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039790529441616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039790529562741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039790529562741"
[1] "Starting iterative with newton 0.039790529562741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037547734533096, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0375979424771184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375979425668861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0375979425668861"
[1] "Starting iterative with newton 0.0375979425668861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037484438783664, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375344420015285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375344420905022, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0375344420015285"
[1] "Starting iterative with newton 0.0375344420015285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374826053580106, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375326026537419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375326027426928, diff to last: 0"
[1] "Final threshold is: 0.00276801886631546"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12004996323344, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121177610343936, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121177709585282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121177709585283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121177709585282"
[1] "Starting iterative with newton 0.121177709585282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312928407318309, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0313311908666932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313311909242995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0313311908666932"
[1] "Starting iterative with newton 0.0313311908666932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284847447440739, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028514747903656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0285147479369481, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.028514747903656"
[1] "Starting iterative with newton 0.028514747903656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283988636198952, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028428630776918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284286308096276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028428630776918"
[1] "Starting iterative with newton 0.028428630776918"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283962397771269, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284259997415223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284259997742143, diff to last: 0"
[1] "Final threshold is: 0.00209640946843764"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.202517057526797"
[1] "Newton iter: 1, lambda:0.191628337155495, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.191643325506427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191643325534855, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.191643325506427"
[1] "Starting iterative with newton 0.191643325506427"
[1] "Starting newton at: 0.0903772956745858"
[1] "Newton iter: 1, lambda:0.0561564992885593, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0562131907302466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562131908857719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0562131907302466"
[1] "Starting iterative with newton 0.0562131907302466"
[1] "Starting newton at: 0.0198999028704002"
[1] "Newton iter: 1, lambda:0.0525605705722813, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0526088238742772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0526088239796251, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0526088238742772"
[1] "Starting iterative with newton 0.0526088238742772"
[1] "Starting newton at: 0.0235042697263697"
[1] "Newton iter: 1, lambda:0.0524739868043786, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0525118852936899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525118853585629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525118852936899"
[1] "Starting iterative with newton 0.0525118852936899"
[1] "Starting newton at: 0.023601208306957"
[1] "Newton iter: 1, lambda:0.0524716380851195, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.052509275512259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525092755762383, diff to last: 0"
[1] "Final threshold is: 0.00387254426812308"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.375409081435899"
[1] "Newton iter: 1, lambda:0.336618205903991, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.336922238110687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336922256914721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336922256914721, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.336922256914721"
[1] "Starting iterative with newton 0.336922256914721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135691898168723, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137856888090992, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137857437971991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137857437972026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137857437971991"
[1] "Starting iterative with newton 0.137857437971991"
[1] "Starting newton at: 0.236846318284547"
[1] "Newton iter: 1, lambda:0.120230484364776, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.12172806870194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12172831662102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121728316621027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121728316621027"
[1] "Starting iterative with newton 0.121728316621027"
[1] "Starting newton at: 0.20725848290807"
[1] "Newton iter: 1, lambda:0.119574603854107, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.120417921777491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120417999983541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120417999983542, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120417999983541"
[1] "Starting iterative with newton 0.120417999983541"
[1] "Starting newton at: 0.176202536292263"
[1] "Newton iter: 1, lambda:0.119964370984495, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.120311498771332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120311512016177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120311512016177, diff to last: 0"
[1] "Final threshold is: 0.00887294009872017"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.462134639508764"
[1] "Newton iter: 1, lambda:0.419041438720172, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.41949408549654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.419494135890536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419494135890536, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419494135890536"
[1] "Starting iterative with newton 0.419494135890536"
[1] "Starting newton at: 0.203145375479868"
[1] "Newton iter: 1, lambda:0.201807574493598, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.20180786149227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201807861492284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.20180786149227"
[1] "Starting iterative with newton 0.20180786149227"
[1] "Starting newton at: 0.210385007860832"
[1] "Newton iter: 1, lambda:0.178508847397879, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.178662621846867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.178662625430729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178662621846867"
[1] "Starting iterative with newton 0.178662621846867"
[1] "Starting newton at: 0.219114214076052"
[1] "Newton iter: 1, lambda:0.175814816442263, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.176096666803617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176096678769656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176096678769656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176096678769656"
[1] "Starting iterative with newton 0.176096678769656"
[1] "Starting newton at: 0.221680157153262"
[1] "Newton iter: 1, lambda:0.175490591131046, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.1758110590976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17581107455676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17581107455676, diff to last: 0"
[1] "Final threshold is: 0.0129660171923033"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0.610790206614028"
[1] "Newton iter: 1, lambda:0.552269169383208, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.553413957764617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.553414403354527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553414403354594, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.553414403354527"
[1] "Starting iterative with newton 0.553414403354527"
[1] "Starting newton at: 0.356747063716443"
[1] "Newton iter: 1, lambda:0.324672012070344, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.324923747240199, diff to last: 0"
[1] "Newton iter: 3, lambda:0.324923762812151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324923762812151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.324923762812151"
[1] "Starting iterative with newton 0.324923762812151"
[1] "Starting newton at: 0.251949965498862"
[1] "Newton iter: 1, lambda:0.288136694617115, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.288444909642638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288444931927472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288444931927472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288444931927472"
[1] "Starting iterative with newton 0.288444931927472"
[1] "Starting newton at: 0.28765832415847"
[1] "Newton iter: 1, lambda:0.282322206442461, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.282328829388951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282328829399159, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.282328829388951"
[1] "Starting iterative with newton 0.282328829388951"
[1] "Starting newton at: 0.293003954471919"
[1] "Newton iter: 1, lambda:0.281265584579384, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.281297569921958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281297570159719, diff to last: 0"
[1] "Final threshold is: 0.0207456164917741"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0.688253321841265"
[1] "Newton iter: 1, lambda:0.639654237441491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.640590151910855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.640590505087014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640590505087065, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640590505087014"
[1] "Starting iterative with newton 0.640590505087014"
[1] "Starting newton at: 0.387265229553997"
[1] "Newton iter: 1, lambda:0.41086631099815, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.411040853707423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.411040863220803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.411040863220803"
[1] "Starting iterative with newton 0.411040863220803"
[1] "Starting newton at: 0.47510877482068"
[1] "Newton iter: 1, lambda:0.364027640767128, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.367604167187327, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.36760793936296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367607939367154, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36760793936296"
[1] "Starting iterative with newton 0.36760793936296"
[1] "Starting newton at: 0.278157050234236"
[1] "Newton iter: 1, lambda:0.357255943321703, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.359093826240095, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359094810798764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359094810799047, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359094810799047"
[1] "Starting iterative with newton 0.359094810799047"
[1] "Starting newton at: 0.283956688482644"
[1] "Newton iter: 1, lambda:0.355900122065369, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.357416086122008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357416754439403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357416754439533, diff to last: 0"
[1] "Final threshold is: 0.0263593848940522"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 0.747737325732016"
[1] "Newton iter: 1, lambda:0.665579793853172, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.668434156295849, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.668437710061097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668437710066601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668437710061097"
[1] "Starting iterative with newton 0.668437710061097"
[1] "Starting newton at: 0.389871302627627"
[1] "Newton iter: 1, lambda:0.48949264936703, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.493197943098106, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.493202981926137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493202981935448, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493202981926137"
[1] "Starting iterative with newton 0.493202981926137"
[1] "Starting newton at: 0.418239330773651"
[1] "Newton iter: 1, lambda:0.455012155291018, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.455492055518194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.455492136736329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.455492136736331, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.455492136736329"
[1] "Starting iterative with newton 0.455492136736329"
[1] "Starting newton at: 0.423806051592471"
[1] "Newton iter: 1, lambda:0.446935253212017, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.447122973315353, diff to last: 0"
[1] "Newton iter: 3, lambda:0.447122985631929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447122985631929, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.447122985631929"
[1] "Starting iterative with newton 0.447122985631929"
[1] "Starting newton at: 0.416839877832369"
[1] "Newton iter: 1, lambda:0.444975330716943, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.445252773086875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445252799937521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445252799937522, diff to last: 0"
[1] "Final threshold is: 0.0328372684909973"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 0.809204155831105"
[1] "Newton iter: 1, lambda:0.829750041693478, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.830002891473566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830002929432275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830002929432276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.830002929432275"
[1] "Starting iterative with newton 0.830002929432275"
[1] "Starting newton at: 0.784662928652017"
[1] "Newton iter: 1, lambda:0.753987774328017, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.75451097624222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.754511130362019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754511130362033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.754511130362033"
[1] "Starting iterative with newton 0.754511130362033"
[1] "Starting newton at: 0.79816261716835"
[1] "Newton iter: 1, lambda:0.728149370603019, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.730785241749001, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.730789087434375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730789087442553, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.730789087434375"
[1] "Starting iterative with newton 0.730789087434375"
[1] "Starting newton at: 0.771804810727523"
[1] "Newton iter: 1, lambda:0.721901595306019, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.723244732176042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723245724496709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723245724497251, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.723245724496709"
[1] "Starting iterative with newton 0.723245724496709"
[1] "Starting newton at: 0.773369854917994"
[1] "Newton iter: 1, lambda:0.719262794630621, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.720836289588943, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.720837649068187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720837649069202, diff to last: 0"
[1] "Final threshold is: 0.0531615734346709"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.973996076697952"
[1] "Starting iterative with newton 0.973996076697952"
[1] "Starting newton at: 0.877610228772874"
[1] "Newton iter: 1, lambda:0.914116628278432, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.914990903806831, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.914991396410753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.91499139641091, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.914991396410753"
[1] "Starting iterative with newton 0.914991396410753"
[1] "Starting newton at: 0.882922765283982"
[1] "Newton iter: 1, lambda:0.895867974083137, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.895975596062919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.895975603454049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.895975596062919"
[1] "Starting iterative with newton 0.895975596062919"
[1] "Starting newton at: 0.880783226915225"
[1] "Newton iter: 1, lambda:0.88968598514625, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.889736623794909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889736625426058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.889736623794909"
[1] "Starting iterative with newton 0.889736623794909"
[1] "Starting newton at: 0.880957622371207"
[1] "Newton iter: 1, lambda:0.887649317430925, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.887677865440861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887677865958734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.887677865440861"
[1] "Starting iterative with newton 0.887677865440861"
[1] "Starting newton at: 0.882240493314946"
[1] "Newton iter: 1, lambda:0.886982909490091, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.886997229229489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.886997229359742, diff to last: 0"
[1] "Final threshold is: 0.0654157956357973"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.08924438282267"
[1] "Newton iter: 1, lambda:0.993720656020985, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.999959988051283, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.999988360877654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999988361462288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999988360877654"
[1] "Starting iterative with newton 0.999988360877654"
[1] "Starting newton at: 1.11793192145973"
[1] "Newton iter: 1, lambda:1.02091838350488, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.02742099706056, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.02745223482386, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02745223554197, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02745223482386"
[1] "Starting iterative with newton 1.02745223482386"
[1] "Starting newton at: 1.1222406853418"
[1] "Newton iter: 1, lambda:1.03188758453337, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.03757800207674, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.03760202941205, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03760202983897, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03760202941205"
[1] "Starting iterative with newton 1.03760202941205"
[1] "Starting newton at: 1.11928649924438"
[1] "Newton iter: 1, lambda:1.03649299777985, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.04130369291652, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04132088694924, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04132088716825, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04132088716825"
[1] "Starting iterative with newton 1.04132088716825"
[1] "Starting newton at: 1.11810537891981"
[1] "Newton iter: 1, lambda:1.03816813969475, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04266408146713, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.0426791060741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04267910624143, diff to last: 0"
[1] "Final threshold is: 0.076897290183032"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.47859435244952"
[1] "Newton iter: 1, lambda:1.32755497672875, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.349725218044, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.3502956608936, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35029603159099, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35029603159114, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35029603159099"
[1] "Starting iterative with newton 1.35029603159099"
[1] "Starting newton at: 1.38882787375199"
[1] "Newton iter: 1, lambda:1.65780229778793, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.77468498652324, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.79560975149914, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.796219843628, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.79622034984726, diff to last: 0"
[1] "Newton iter: 6, lambda:1.79622034984761, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79622034984726"
[1] "Starting iterative with newton 1.79622034984726"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300800612436609"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.51221853628626"
[1] "Newton iter: 1, lambda:1.30533859128626, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.34428238674003, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34606498888531, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34606861103508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34606861105001, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34606861103508"
[1] "Starting iterative with newton 1.34606861103508"
[1] "Starting newton at: 1.38730132310292"
[1] "Newton iter: 1, lambda:1.66389886363392, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.79062917972891, diff to last: 0.127"
[1] "Newton iter: 3, lambda:1.81636111729532, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.81732642491624, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.81732774389799, diff to last: 0"
[1] "Newton iter: 6, lambda:1.81732774390045, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81732774389799"
[1] "Starting iterative with newton 1.81732774389799"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.47958379076582"
[1] "Newton iter: 1, lambda:1.35957869851953, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.37455941147921, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.37482794764157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37482803280265, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37482803280266, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37482803280266"
[1] "Starting iterative with newton 1.37482803280266"
[1] "Starting newton at: 1.31076802931919"
[1] "Newton iter: 1, lambda:1.65235842289133, diff to last: 0.342"
[1] "Newton iter: 2, lambda:1.8516371419585, diff to last: 0.199"
[1] "Newton iter: 3, lambda:1.92259079435406, diff to last: 0.071"
[1] "Newton iter: 4, lambda:1.93084305415613, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.93094666957135, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93094668573079, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93094668573079, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93094668573079"
[1] "Starting iterative with newton 1.93094668573079"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.25679248553047"
[1] "Newton iter: 1, lambda:1.48730472391872, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.57481488482937, diff to last: 0.088"
[1] "Newton iter: 3, lambda:1.58699120435133, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58721125184555, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58721132275221, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58721132275222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58721132275221"
[1] "Starting iterative with newton 1.58721132275221"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
threshold is:
[{'ad': 0.0027680188663154596, 'da': 0.0020964094684376403, 'dd': 0.003872544268123078}, {'ad': 0.008872940098720165, 'da': 0.012966017192303265, 'dd': 0.020745616491774078}, {'ad': 0.026359384894052196, 'da': 0.03283726849099734, 'dd': 0.053161573434670935}, {'ad': 0.0654157956357973, 'da': 0.07689729018303204, 'dd': 0.30080061243660877}, {'ad': 0.3249017951873234, 'da': 0.3249017951873234, 'dd': 0.3249017951873234}]
Number of points in noise estimation: 128
Estimated noise: 0.07374971812778071
0.07374971812778071
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8209066582406"
[1] "Starting iterative with newton 18.8209066582406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.169701857553"
[1] "Starting iterative with newton 13.169701857553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.982826000676"
[1] "Starting iterative with newton 10.982826000676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61773798137808"
[1] "Starting iterative with newton 6.61773798137808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.1416067917101"
[1] "Starting iterative with newton 5.1416067917101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 1.98007800030153"
[1] "Newton iter: 1, lambda:1.58230880119092, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.54153984024387, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.54039027348835, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54038930982317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54038930982249, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54038930982249"
[1] "Starting iterative with newton 1.54038930982249"
[1] "Starting newton at: 1.86471053604487"
[1] "Newton iter: 1, lambda:1.52923660995351, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.48615667092069, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.48472411702136, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48472245277847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48472245277622, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48472245277622"
[1] "Starting iterative with newton 1.48472245277622"
[1] "Starting newton at: 1.80919410148231"
[1] "Newton iter: 1, lambda:1.48181128312257, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.43319171638132, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.4311766787205, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4311730419323, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43117304192043, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43117304192043"
[1] "Starting iterative with newton 1.43117304192043"
[1] "Starting newton at: 1.74778593115657"
[1] "Newton iter: 1, lambda:1.42337430669205, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.36639757100632, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.36327039748853, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36326049660057, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36326049650112, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36326049650112"
[1] "Starting iterative with newton 1.36326049650112"
[1] "Starting newton at: 1.64715568671832"
[1] "Newton iter: 1, lambda:1.36590887107383, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.31124277795603, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.30803757520157, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30802610729903, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30802610715198, diff to last: 0"
[1] "Final threshold is: 0.096466556706237"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 1.31803637506594"
[1] "Newton iter: 1, lambda:1.22976067576254, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.22087096186971, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.22077353581895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22077352406623, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22077352406623, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077352406623"
[1] "Starting iterative with newton 1.22077352406623"
[1] "Starting newton at: 1.41885712479323"
[1] "Newton iter: 1, lambda:1.33231918907173, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.32548602983256, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.3254389396424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32543893739334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32543893739334"
[1] "Starting iterative with newton 1.32543893739334"
[1] "Starting newton at: 1.51521146618141"
[1] "Newton iter: 1, lambda:1.43879539095521, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.43458596516042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.43457165979837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43457165963231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43457165963231"
[1] "Starting iterative with newton 1.43457165963231"
[1] "Starting newton at: 1.62909518909201"
[1] "Newton iter: 1, lambda:1.5336228132348, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.52867712548757, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.52866114219213, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52866114202387, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52866114202387"
[1] "Starting iterative with newton 1.52866114202387"
[1] "Starting newton at: 1.70296947587088"
[1] "Newton iter: 1, lambda:1.60630372613644, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.60222521538829, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.60221611564246, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6022161155968, diff to last: 0"
[1] "Final threshold is: 0.118162986905052"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.973996076697952"
[1] "Starting iterative with newton 0.973996076697952"
[1] "Starting newton at: 1.29494192695819"
[1] "Newton iter: 1, lambda:1.26052954478237, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.25924606138581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2592442237844, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25924422378063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25924422378063"
[1] "Starting iterative with newton 1.25924422378063"
[1] "Starting newton at: 1.59613624025062"
[1] "Newton iter: 1, lambda:1.60795414054651, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.60788525951775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60788525724219, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60788525724219"
[1] "Starting iterative with newton 1.60788525724219"
[1] "Starting newton at: 1.90512128316036"
[1] "Newton iter: 1, lambda:1.8717680267653, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.87163786823652, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87163786565769, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87163786823652"
[1] "Starting iterative with newton 1.87163786823652"
[1] "Starting newton at: 2.01534992400951"
[1] "Newton iter: 1, lambda:2.04807567356072, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.04804557621635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04804557621833, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04804557621833"
[1] "Starting iterative with newton 2.04804557621833"
[1] "Starting newton at: 2.23512317438357"
[1] "Newton iter: 1, lambda:2.15251132792755, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.15343085665756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15343091753776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15343091753776, diff to last: 0"
[1] "Final threshold is: 0.158814923176058"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.20388738094967"
[1] "Newton iter: 1, lambda:1.23470709118532, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.23358854195251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2335870909027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23358709090026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23358709090026"
[1] "Starting iterative with newton 1.23358709090026"
[1] "Starting newton at: 1.63358515144849"
[1] "Newton iter: 1, lambda:1.63800437013585, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.63799622490668, diff to last: 0"
[1] "Newton iter: 3, lambda:1.63799622487936, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63799622487936"
[1] "Starting iterative with newton 1.63799622487936"
[1] "Starting newton at: 1.93876783022756"
[1] "Newton iter: 1, lambda:1.98299661075118, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.98289491473154, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98289491466293, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.98289491473154"
[1] "Starting iterative with newton 1.98289491473154"
[1] "Starting newton at: 2.15336634221627"
[1] "Newton iter: 1, lambda:2.16325167548738, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.16326379880077, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16326379882022, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16326379880077"
[1] "Starting iterative with newton 2.16326379880077"
[1] "Starting newton at: 2.30924474887635"
[1] "Newton iter: 1, lambda:2.24911890098543, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24992950709999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24992962714019, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24992962714019, diff to last: 0"
[1] "Final threshold is: 0.165931675808932"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.40440099821163"
[1] "Newton iter: 1, lambda:1.34237665835568, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.33969552817748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33968985317715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33968985315161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33968985317715"
[1] "Starting iterative with newton 1.33968985317715"
[1] "Starting newton at: 2.01491728850679"
[1] "Newton iter: 1, lambda:2.08275953671795, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.08410790113845, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08410856586732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08410856586748, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08410856586748"
[1] "Starting iterative with newton 2.08410856586748"
[1] "Starting newton at: 2.62893975399671"
[1] "Newton iter: 1, lambda:2.58737973893548, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.58865419092994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58865537798411, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58865537798515, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58865537798515"
[1] "Starting iterative with newton 2.58865537798515"
[1] "Starting newton at: 2.85730821831023"
[1] "Newton iter: 1, lambda:2.8559880261717, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.85598948305501, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85598948305678, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.85598948305678"
[1] "Starting iterative with newton 2.85598948305678"
[1] "Starting newton at: 2.96679286600098"
[1] "Newton iter: 1, lambda:2.99520928447385, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.99592334473039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.99592379099116, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99592379099133, diff to last: 0"
[1] "Final threshold is: 0.22094853511791"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.57222680898333"
[1] "Newton iter: 1, lambda:1.48981419992662, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.48705143351897, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48704740324653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48704740323789, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48704740324653"
[1] "Starting iterative with newton 1.48704740324653"
[1] "Starting newton at: 2.18560245642584"
[1] "Newton iter: 1, lambda:2.22298837389357, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.22363607215688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22363627949249, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22363627949251, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22363627949249"
[1] "Starting iterative with newton 2.22363627949249"
[1] "Starting newton at: 2.72907827889158"
[1] "Newton iter: 1, lambda:2.6652865344904, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.66835972859036, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66836684947334, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66836684951159, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66836684947334"
[1] "Starting iterative with newton 2.66836684947334"
[1] "Starting newton at: 2.85919835569468"
[1] "Newton iter: 1, lambda:2.90827365258491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.91028456154955, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.91028791273768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91028791274698, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.91028791273768"
[1] "Starting iterative with newton 2.91028791273768"
[1] "Starting newton at: 3.0193638481814"
[1] "Newton iter: 1, lambda:3.01146128124787, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.01151430744762, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01151430984304, diff to last: 0"
[1] "Final threshold is: 0.222098331312041"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.53595987902291"
[1] "Newton iter: 1, lambda:1.56297873182972, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.56267683390557, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56267679973404, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56267679973404, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56267679973404"
[1] "Starting iterative with newton 1.56267679973404"
[1] "Starting newton at: 2.23464896434572"
[1] "Newton iter: 1, lambda:2.33061730737706, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.33577988280052, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.33579675464099, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33579675482205, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33579675464099"
[1] "Starting iterative with newton 2.33579675464099"
[1] "Starting newton at: 2.81864304945394"
[1] "Newton iter: 1, lambda:2.78319654857555, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78428695735428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.78428799629664, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78428799629758, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.78428799629664"
[1] "Starting iterative with newton 2.78428799629664"
[1] "Starting newton at: 3.03526921202828"
[1] "Newton iter: 1, lambda:3.024295008097, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.0244087140609, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02440872633443, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02440872633443, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0244087140609"
[1] "Starting iterative with newton 3.0244087140609"
[1] "Starting newton at: 3.11269284879277"
[1] "Newton iter: 1, lambda:3.14754087256818, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.14875878334276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.14876024143372, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14876024143581, diff to last: 0"
[1] "Final threshold is: 0.232220180257699"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.93084821769026"
[1] "Newton iter: 1, lambda:2.21254823931923, diff to last: 0.282"
[1] "Newton iter: 2, lambda:2.25787921630147, diff to last: 0.045"
[1] "Newton iter: 3, lambda:2.25981478367468, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.25981840451236, diff to last: 0"
[1] "Newton iter: 5, lambda:2.25981840452504, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25981840451236"
[1] "Starting iterative with newton 2.25981840451236"
[1] "Starting newton at: 2.98376334801353"
[1] "Newton iter: 1, lambda:3.10972603506003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:3.13500776764099, diff to last: 0.025"
[1] "Newton iter: 3, lambda:3.13598837324106, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.13598981835367, diff to last: 0"
[1] "Newton iter: 5, lambda:3.13598981835681, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.13598981835681"
[1] "Starting iterative with newton 3.13598981835681"
[1] "Starting newton at: 3.62055573748022"
[1] "Newton iter: 1, lambda:3.77711286369047, diff to last: 0.157"
[1] "Newton iter: 2, lambda:3.83166351186413, diff to last: 0.055"
[1] "Newton iter: 3, lambda:3.83774133137996, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.83781161587507, diff to last: 0"
[1] "Newton iter: 5, lambda:3.83781162518244, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.83781161587507"
[1] "Starting iterative with newton 3.83781161587507"
[1] "Starting newton at: 4.18830883512438"
[1] "Newton iter: 1, lambda:4.36364399151489, diff to last: 0.175"
[1] "Newton iter: 2, lambda:4.45340100648994, diff to last: 0.09"
[1] "Newton iter: 3, lambda:4.47491428364656, diff to last: 0.022"
[1] "Newton iter: 4, lambda:4.47600389372066, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.4760065680336, diff to last: 0"
[1] "Newton iter: 6, lambda:4.47600656804967, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4760065680336"
[1] "Starting iterative with newton 4.4760065680336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09646655670623698, 'dd': 0.11816298690505177}, {'ad': 0.15881492317605816, 'da': 0.16593167580893187, 'dd': 0.22094853511790993}, {'ad': 0.22209833131204085, 'da': 0.2322201802576995, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364680205167603. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0737497181277807
0.0737497181277807
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8209066582406"
[1] "Starting iterative with newton 18.8209066582406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.169701857553"
[1] "Starting iterative with newton 13.169701857553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.982826000676"
[1] "Starting iterative with newton 10.982826000676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61773798137808"
[1] "Starting iterative with newton 6.61773798137808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.1416067917101"
[1] "Starting iterative with newton 5.1416067917101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 1.98007800030153"
[1] "Newton iter: 1, lambda:1.58230880119092, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.54153984024387, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.54039027348835, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54038930982317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54038930982249, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54038930982249"
[1] "Starting iterative with newton 1.54038930982249"
[1] "Starting newton at: 1.86471053604487"
[1] "Newton iter: 1, lambda:1.52923660995351, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.48615667092069, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.48472411702136, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48472245277847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48472245277622, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48472245277622"
[1] "Starting iterative with newton 1.48472245277622"
[1] "Starting newton at: 1.80919410148231"
[1] "Newton iter: 1, lambda:1.48181128312257, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.43319171638132, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.4311766787205, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4311730419323, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43117304192043, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43117304192043"
[1] "Starting iterative with newton 1.43117304192043"
[1] "Starting newton at: 1.74778593115657"
[1] "Newton iter: 1, lambda:1.42337430669205, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.36639757100632, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.36327039748853, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36326049660057, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36326049650112, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36326049650112"
[1] "Starting iterative with newton 1.36326049650112"
[1] "Starting newton at: 1.64715568671832"
[1] "Newton iter: 1, lambda:1.36590887107383, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.31124277795603, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.30803757520157, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30802610729903, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30802610715198, diff to last: 0"
[1] "Final threshold is: 0.096466556706237"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 1.31803637506594"
[1] "Newton iter: 1, lambda:1.22976067576254, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.22087096186971, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.22077353581895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22077352406623, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22077352406623, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077352406623"
[1] "Starting iterative with newton 1.22077352406623"
[1] "Starting newton at: 1.41885712479323"
[1] "Newton iter: 1, lambda:1.33231918907173, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.32548602983256, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.3254389396424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32543893739334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32543893739334"
[1] "Starting iterative with newton 1.32543893739334"
[1] "Starting newton at: 1.51521146618141"
[1] "Newton iter: 1, lambda:1.43879539095521, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.43458596516042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.43457165979837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43457165963231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43457165963231"
[1] "Starting iterative with newton 1.43457165963231"
[1] "Starting newton at: 1.62909518909201"
[1] "Newton iter: 1, lambda:1.5336228132348, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.52867712548757, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.52866114219213, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52866114202387, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52866114202387"
[1] "Starting iterative with newton 1.52866114202387"
[1] "Starting newton at: 1.70296947587088"
[1] "Newton iter: 1, lambda:1.60630372613644, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.60222521538829, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.60221611564246, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6022161155968, diff to last: 0"
[1] "Final threshold is: 0.118162986905052"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.973996076697953"
[1] "Starting iterative with newton 0.973996076697953"
[1] "Starting newton at: 1.29494192695819"
[1] "Newton iter: 1, lambda:1.26052954478237, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.25924606138581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2592442237844, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25924422378063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2592442237844"
[1] "Starting iterative with newton 1.2592442237844"
[1] "Starting newton at: 1.59613624025062"
[1] "Newton iter: 1, lambda:1.60795414054651, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.60788525951775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60788525724219, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60788525724219"
[1] "Starting iterative with newton 1.60788525724219"
[1] "Starting newton at: 1.90512128316036"
[1] "Newton iter: 1, lambda:1.8717680267653, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.87163786823652, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87163786565769, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87163786823652"
[1] "Starting iterative with newton 1.87163786823652"
[1] "Starting newton at: 2.01534992400951"
[1] "Newton iter: 1, lambda:2.04807567356072, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.04804557621635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04804557621833, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04804557621635"
[1] "Starting iterative with newton 2.04804557621635"
[1] "Starting newton at: 2.23512317438357"
[1] "Newton iter: 1, lambda:2.15251132792755, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.15343085665756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15343091753776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15343091753776, diff to last: 0"
[1] "Final threshold is: 0.158814923176058"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.20388738094967"
[1] "Newton iter: 1, lambda:1.23470709118532, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.23358854195251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2335870909027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23358709090026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23358709090026"
[1] "Starting iterative with newton 1.23358709090026"
[1] "Starting newton at: 1.63358515144849"
[1] "Newton iter: 1, lambda:1.63800437013585, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.63799622490668, diff to last: 0"
[1] "Newton iter: 3, lambda:1.63799622487936, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63799622487936"
[1] "Starting iterative with newton 1.63799622487936"
[1] "Starting newton at: 1.93876783022756"
[1] "Newton iter: 1, lambda:1.98299661075118, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.98289491473154, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98289491466293, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.98289491473154"
[1] "Starting iterative with newton 1.98289491473154"
[1] "Starting newton at: 2.15336634221627"
[1] "Newton iter: 1, lambda:2.16325167548738, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.16326379880077, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16326379882022, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16326379880077"
[1] "Starting iterative with newton 2.16326379880077"
[1] "Starting newton at: 2.30924474887635"
[1] "Newton iter: 1, lambda:2.24911890098543, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24992950709999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24992962714019, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24992962714019, diff to last: 0"
[1] "Final threshold is: 0.165931675808932"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.40440099821163"
[1] "Newton iter: 1, lambda:1.34237665835568, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.33969552817748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33968985317715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33968985315161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33968985315161"
[1] "Starting iterative with newton 1.33968985315161"
[1] "Starting newton at: 2.01491728850679"
[1] "Newton iter: 1, lambda:2.08275953671795, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.08410790113845, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08410856586732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08410856586748, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08410856586748"
[1] "Starting iterative with newton 2.08410856586748"
[1] "Starting newton at: 2.62893975399671"
[1] "Newton iter: 1, lambda:2.58737973893548, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.58865419092994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58865537798411, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58865537798515, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58865537798515"
[1] "Starting iterative with newton 2.58865537798515"
[1] "Starting newton at: 2.85730821831023"
[1] "Newton iter: 1, lambda:2.8559880261717, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.85598948305501, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85598948305678, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.85598948305501"
[1] "Starting iterative with newton 2.85598948305501"
[1] "Starting newton at: 2.96679286600098"
[1] "Newton iter: 1, lambda:2.99520928447385, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.99592334473039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.99592379099116, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99592379099133, diff to last: 0"
[1] "Final threshold is: 0.22094853511791"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.57222680898333"
[1] "Newton iter: 1, lambda:1.48981419992662, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.48705143351897, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48704740324653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48704740323789, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48704740324653"
[1] "Starting iterative with newton 1.48704740324653"
[1] "Starting newton at: 2.18560245642584"
[1] "Newton iter: 1, lambda:2.22298837389357, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.22363607215688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22363627949249, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22363627949251, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22363627949251"
[1] "Starting iterative with newton 2.22363627949251"
[1] "Starting newton at: 2.72907827889158"
[1] "Newton iter: 1, lambda:2.6652865344904, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.66835972859036, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66836684947334, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66836684951159, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66836684947334"
[1] "Starting iterative with newton 2.66836684947334"
[1] "Starting newton at: 2.85919835569468"
[1] "Newton iter: 1, lambda:2.90827365258491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.91028456154955, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.91028791273768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91028791274698, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.91028791273768"
[1] "Starting iterative with newton 2.91028791273768"
[1] "Starting newton at: 3.0193638481814"
[1] "Newton iter: 1, lambda:3.01146128124787, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.01151430744762, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01151430984304, diff to last: 0"
[1] "Final threshold is: 0.222098331312041"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.53595987902291"
[1] "Newton iter: 1, lambda:1.56297873182972, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.56267683390557, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56267679973404, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56267679973404, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56267679973404"
[1] "Starting iterative with newton 1.56267679973404"
[1] "Starting newton at: 2.23464896434572"
[1] "Newton iter: 1, lambda:2.33061730737706, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.33577988280052, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.33579675464099, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33579675482205, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33579675464099"
[1] "Starting iterative with newton 2.33579675464099"
[1] "Starting newton at: 2.81864304945394"
[1] "Newton iter: 1, lambda:2.78319654857555, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78428695735428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.78428799629664, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78428799629758, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.78428799629664"
[1] "Starting iterative with newton 2.78428799629664"
[1] "Starting newton at: 3.03526921202828"
[1] "Newton iter: 1, lambda:3.024295008097, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.0244087140609, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02440872633443, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02440872633443, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0244087140609"
[1] "Starting iterative with newton 3.0244087140609"
[1] "Starting newton at: 3.11269284879277"
[1] "Newton iter: 1, lambda:3.14754087256818, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.14875878334276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.14876024143372, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14876024143581, diff to last: 0"
[1] "Final threshold is: 0.232220180257699"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.93084821769026"
[1] "Newton iter: 1, lambda:2.21254823931923, diff to last: 0.282"
[1] "Newton iter: 2, lambda:2.25787921630147, diff to last: 0.045"
[1] "Newton iter: 3, lambda:2.25981478367467, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.25981840451236, diff to last: 0"
[1] "Newton iter: 5, lambda:2.25981840452504, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25981840451236"
[1] "Starting iterative with newton 2.25981840451236"
[1] "Starting newton at: 2.98376334801353"
[1] "Newton iter: 1, lambda:3.10972603506003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:3.13500776764099, diff to last: 0.025"
[1] "Newton iter: 3, lambda:3.13598837324106, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.13598981835367, diff to last: 0"
[1] "Newton iter: 5, lambda:3.13598981835681, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.13598981835681"
[1] "Starting iterative with newton 3.13598981835681"
[1] "Starting newton at: 3.62055573748022"
[1] "Newton iter: 1, lambda:3.77711286369047, diff to last: 0.157"
[1] "Newton iter: 2, lambda:3.83166351186413, diff to last: 0.055"
[1] "Newton iter: 3, lambda:3.83774133137996, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.83781161587507, diff to last: 0"
[1] "Newton iter: 5, lambda:3.83781162518244, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.83781161587507"
[1] "Starting iterative with newton 3.83781161587507"
[1] "Starting newton at: 4.18830883512439"
[1] "Newton iter: 1, lambda:4.36364399151489, diff to last: 0.175"
[1] "Newton iter: 2, lambda:4.45340100648994, diff to last: 0.09"
[1] "Newton iter: 3, lambda:4.47491428364656, diff to last: 0.022"
[1] "Newton iter: 4, lambda:4.47600389372066, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.4760065680336, diff to last: 0"
[1] "Newton iter: 6, lambda:4.47600656804967, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4760065680336"
[1] "Starting iterative with newton 4.4760065680336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09646655670623697, 'dd': 0.11816298690505174}, {'ad': 0.15881492317605814, 'da': 0.16593167580893164, 'dd': 0.22094853511790988}, {'ad': 0.22209833131204082, 'da': 0.23222018025769947, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364680205167603. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0737497181277807
0.0737497181277807
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115004361961609, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115994508708976, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115994581813421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115994581813421, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115994581813421"
[1] "Starting iterative with newton 0.115994581813421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397329159120746, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039790529441616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039790529562741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039790529562741"
[1] "Starting iterative with newton 0.039790529562741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037547734533096, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0375979424771184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375979425668861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0375979425668861"
[1] "Starting iterative with newton 0.0375979425668861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037484438783664, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375344420015285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375344420905022, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0375344420015285"
[1] "Starting iterative with newton 0.0375344420015285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374826053580105, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375326026537419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375326027426928, diff to last: 0"
[1] "Final threshold is: 0.00276801886631546"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12004996323344, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121177610343935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121177709585282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121177709585283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121177709585282"
[1] "Starting iterative with newton 0.121177709585282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312928407318309, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0313311908666932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313311909242995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0313311908666932"
[1] "Starting iterative with newton 0.0313311908666932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284847447440739, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0285147479036559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028514747936948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0285147479036559"
[1] "Starting iterative with newton 0.0285147479036559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283988636198952, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028428630776918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284286308096276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028428630776918"
[1] "Starting iterative with newton 0.028428630776918"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283962397771269, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284259997415223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284259997742143, diff to last: 0"
[1] "Final threshold is: 0.00209640946843764"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.202517057526797"
[1] "Newton iter: 1, lambda:0.191628337155495, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.191643325506427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191643325534855, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.191643325506427"
[1] "Starting iterative with newton 0.191643325506427"
[1] "Starting newton at: 0.0903772956745859"
[1] "Newton iter: 1, lambda:0.0561564992885593, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0562131907302466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562131908857718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0562131907302466"
[1] "Starting iterative with newton 0.0562131907302466"
[1] "Starting newton at: 0.0198999028704003"
[1] "Newton iter: 1, lambda:0.0525605705722813, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0526088238742771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0526088239796251, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0526088238742771"
[1] "Starting iterative with newton 0.0526088238742771"
[1] "Starting newton at: 0.0235042697263697"
[1] "Newton iter: 1, lambda:0.0524739868043786, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0525118852936899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525118853585629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525118852936899"
[1] "Starting iterative with newton 0.0525118852936899"
[1] "Starting newton at: 0.023601208306957"
[1] "Newton iter: 1, lambda:0.0524716380851195, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.052509275512259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525092755762383, diff to last: 0"
[1] "Final threshold is: 0.00387254426812308"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.3754090814359"
[1] "Newton iter: 1, lambda:0.336618205903991, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.336922238110687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336922256914721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336922256914721, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.336922256914721"
[1] "Starting iterative with newton 0.336922256914721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135691898168723, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137856888090992, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137857437971991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137857437972026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137857437971991"
[1] "Starting iterative with newton 0.137857437971991"
[1] "Starting newton at: 0.236846318284547"
[1] "Newton iter: 1, lambda:0.120230484364776, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.12172806870194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12172831662102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121728316621027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12172831662102"
[1] "Starting iterative with newton 0.12172831662102"
[1] "Starting newton at: 0.207258482908077"
[1] "Newton iter: 1, lambda:0.119574603854106, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.12041792177749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12041799998354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120417999983541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120417999983541"
[1] "Starting iterative with newton 0.120417999983541"
[1] "Starting newton at: 0.176202536292263"
[1] "Newton iter: 1, lambda:0.119964370984495, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.120311498771332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120311512016177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120311512016177, diff to last: 0"
[1] "Final threshold is: 0.00887294009872016"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.462134639508765"
[1] "Newton iter: 1, lambda:0.419041438720172, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.419494085496539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.419494135890536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419494135890536, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419494135890536"
[1] "Starting iterative with newton 0.419494135890536"
[1] "Starting newton at: 0.203145375479868"
[1] "Newton iter: 1, lambda:0.201807574493598, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.201807861492271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201807861492284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.201807861492271"
[1] "Starting iterative with newton 0.201807861492271"
[1] "Starting newton at: 0.210385007860832"
[1] "Newton iter: 1, lambda:0.178508847397879, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.178662621846867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.178662625430729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178662621846867"
[1] "Starting iterative with newton 0.178662621846867"
[1] "Starting newton at: 0.219114214076052"
[1] "Newton iter: 1, lambda:0.175814816442263, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.176096666803617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176096678769656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176096678769656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176096678769656"
[1] "Starting iterative with newton 0.176096678769656"
[1] "Starting newton at: 0.221680157153262"
[1] "Newton iter: 1, lambda:0.175490591131046, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.1758110590976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17581107455676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17581107455676, diff to last: 0"
[1] "Final threshold is: 0.0129660171923033"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0.610790206614027"
[1] "Newton iter: 1, lambda:0.552269169383208, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.553413957764617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.553414403354527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553414403354594, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.553414403354527"
[1] "Starting iterative with newton 0.553414403354527"
[1] "Starting newton at: 0.356747063716443"
[1] "Newton iter: 1, lambda:0.324672012070344, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.324923747240199, diff to last: 0"
[1] "Newton iter: 3, lambda:0.324923762812151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324923762812151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.324923762812151"
[1] "Starting iterative with newton 0.324923762812151"
[1] "Starting newton at: 0.251949965498862"
[1] "Newton iter: 1, lambda:0.288136694617115, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.288444909642638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288444931927472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288444931927472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288444931927472"
[1] "Starting iterative with newton 0.288444931927472"
[1] "Starting newton at: 0.28765832415847"
[1] "Newton iter: 1, lambda:0.282322206442461, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.282328829388951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282328829399159, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.282328829388951"
[1] "Starting iterative with newton 0.282328829388951"
[1] "Starting newton at: 0.29300395447192"
[1] "Newton iter: 1, lambda:0.281265584579384, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.281297569921958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281297570159719, diff to last: 0"
[1] "Final threshold is: 0.0207456164917741"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0.688253321841264"
[1] "Newton iter: 1, lambda:0.639654237441491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.640590151910855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.640590505087014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640590505087065, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640590505087014"
[1] "Starting iterative with newton 0.640590505087014"
[1] "Starting newton at: 0.387265229553997"
[1] "Newton iter: 1, lambda:0.41086631099815, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.411040853707423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.411040863220803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.411040863220803"
[1] "Starting iterative with newton 0.411040863220803"
[1] "Starting newton at: 0.47510877482068"
[1] "Newton iter: 1, lambda:0.364027640767128, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.367604167187327, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.36760793936296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367607939367154, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36760793936296"
[1] "Starting iterative with newton 0.36760793936296"
[1] "Starting newton at: 0.278157050234237"
[1] "Newton iter: 1, lambda:0.357255943321703, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.359093826240095, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359094810798764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359094810799047, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359094810798764"
[1] "Starting iterative with newton 0.359094810798764"
[1] "Starting newton at: 0.283956688482927"
[1] "Newton iter: 1, lambda:0.355900122065327, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.357416086121952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357416754439347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357416754439477, diff to last: 0"
[1] "Final threshold is: 0.0263593848940481"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 0.747737325732016"
[1] "Newton iter: 1, lambda:0.665579793853172, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.668434156295849, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.668437710061097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668437710066601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668437710061097"
[1] "Starting iterative with newton 0.668437710061097"
[1] "Starting newton at: 0.389871302627627"
[1] "Newton iter: 1, lambda:0.48949264936703, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.493197943098106, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.493202981926137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493202981935448, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493202981935448"
[1] "Starting iterative with newton 0.493202981935448"
[1] "Starting newton at: 0.41823933076434"
[1] "Newton iter: 1, lambda:0.455012155292781, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.455492055520249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.455492136738384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.455492136738386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.455492136738384"
[1] "Starting iterative with newton 0.455492136738384"
[1] "Starting newton at: 0.423806051590417"
[1] "Newton iter: 1, lambda:0.446935253212436, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.447122973315812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.447122985632388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447122985632388, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.447122985632388"
[1] "Starting iterative with newton 0.447122985632388"
[1] "Starting newton at: 0.41683987783191"
[1] "Newton iter: 1, lambda:0.444975330717035, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.445252773086978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445252799937624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445252799937624, diff to last: 0"
[1] "Final threshold is: 0.0328372684910049"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 0.809204155831105"
[1] "Newton iter: 1, lambda:0.829750041693478, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.830002891473565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830002929432275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830002929432276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.830002929432275"
[1] "Starting iterative with newton 0.830002929432275"
[1] "Starting newton at: 0.784662928652018"
[1] "Newton iter: 1, lambda:0.753987774328017, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.754510976242219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.754511130362019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754511130362033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.754511130362019"
[1] "Starting iterative with newton 0.754511130362019"
[1] "Starting newton at: 0.798162617168364"
[1] "Newton iter: 1, lambda:0.728149370603014, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.730785241748997, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.73078908743437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730789087442548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.73078908743437"
[1] "Starting iterative with newton 0.73078908743437"
[1] "Starting newton at: 0.771804810727528"
[1] "Newton iter: 1, lambda:0.721901595306017, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.723244732176041, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723245724496708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723245724497249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.723245724496708"
[1] "Starting iterative with newton 0.723245724496708"
[1] "Starting newton at: 0.773369854917996"
[1] "Newton iter: 1, lambda:0.71926279463062, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.720836289588942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.720837649068187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720837649069201, diff to last: 0"
[1] "Final threshold is: 0.0531615734346709"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.973996076697953"
[1] "Starting iterative with newton 0.973996076697953"
[1] "Starting newton at: 0.877610228772874"
[1] "Newton iter: 1, lambda:0.914116628278432, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.914990903806831, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.914991396410753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.91499139641091, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.914991396410753"
[1] "Starting iterative with newton 0.914991396410753"
[1] "Starting newton at: 0.882922765283982"
[1] "Newton iter: 1, lambda:0.895867974083137, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.895975596062919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.895975603454049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.895975596062919"
[1] "Starting iterative with newton 0.895975596062919"
[1] "Starting newton at: 0.880783226915225"
[1] "Newton iter: 1, lambda:0.88968598514625, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.889736623794909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889736625426058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.889736623794909"
[1] "Starting iterative with newton 0.889736623794909"
[1] "Starting newton at: 0.880957622371208"
[1] "Newton iter: 1, lambda:0.887649317430925, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.887677865440861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887677865958734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.887677865440861"
[1] "Starting iterative with newton 0.887677865440861"
[1] "Starting newton at: 0.882240493314946"
[1] "Newton iter: 1, lambda:0.886982909490091, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.886997229229489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.886997229359742, diff to last: 0"
[1] "Final threshold is: 0.0654157956357973"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.08924438282267"
[1] "Newton iter: 1, lambda:0.993720656020985, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.999959988051282, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.999988360877654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999988361462287, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999988361462287"
[1] "Starting iterative with newton 0.999988361462287"
[1] "Starting newton at: 1.11793192087509"
[1] "Newton iter: 1, lambda:1.02091838384228, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.02742099727911, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.02745223504127, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02745223575939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02745223504127"
[1] "Starting iterative with newton 1.02745223504127"
[1] "Starting newton at: 1.12224068512439"
[1] "Newton iter: 1, lambda:1.0318875846547, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.03757800215693, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.03760202949189, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03760202991882, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03760202991882"
[1] "Starting iterative with newton 1.03760202991882"
[1] "Starting newton at: 1.11928649873761"
[1] "Newton iter: 1, lambda:1.03649299805342, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.04130369310239, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04132088713449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0413208873535, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04132088713449"
[1] "Starting iterative with newton 1.04132088713449"
[1] "Starting newton at: 1.11810537895357"
[1] "Newton iter: 1, lambda:1.03816813967676, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04266408145478, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.04267910606178, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04267910622911, diff to last: 0"
[1] "Final threshold is: 0.0768972901821233"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.47859435244952"
[1] "Newton iter: 1, lambda:1.32755497672875, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.349725218044, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.3502956608936, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35029603159099, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35029603159114, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35029603159114"
[1] "Starting iterative with newton 1.35029603159114"
[1] "Starting newton at: 1.38882787375184"
[1] "Newton iter: 1, lambda:1.65780229778789, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.77468498652331, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.79560975149925, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.79621984362811, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.79622034984737, diff to last: 0"
[1] "Newton iter: 6, lambda:1.79622034984772, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79622034984737"
[1] "Starting iterative with newton 1.79622034984737"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300800612436609"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.51221853628626"
[1] "Newton iter: 1, lambda:1.30533859128626, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.34428238674003, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34606498888531, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34606861103508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34606861105001, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34606861103508"
[1] "Starting iterative with newton 1.34606861103508"
[1] "Starting newton at: 1.38730132310292"
[1] "Newton iter: 1, lambda:1.66389886363392, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.79062917972891, diff to last: 0.127"
[1] "Newton iter: 3, lambda:1.81636111729532, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.81732642491624, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.81732774389798, diff to last: 0"
[1] "Newton iter: 6, lambda:1.81732774390045, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81732774390045"
[1] "Starting iterative with newton 1.81732774390045"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.47958379076582"
[1] "Newton iter: 1, lambda:1.35957869851953, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.37455941147921, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.37482794764157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37482803280265, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37482803280266, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37482803280265"
[1] "Starting iterative with newton 1.37482803280265"
[1] "Starting newton at: 1.3107680293192"
[1] "Newton iter: 1, lambda:1.65235842289133, diff to last: 0.342"
[1] "Newton iter: 2, lambda:1.8516371419585, diff to last: 0.199"
[1] "Newton iter: 3, lambda:1.92259079435405, diff to last: 0.071"
[1] "Newton iter: 4, lambda:1.93084305415612, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.93094666957135, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93094668573079, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93094668573079, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93094666957135"
[1] "Starting iterative with newton 1.93094666957135"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.25679248553047"
[1] "Newton iter: 1, lambda:1.48730472391872, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.57481488482937, diff to last: 0.088"
[1] "Newton iter: 3, lambda:1.58699120435133, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58721125184555, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58721132275221, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58721132275222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58721132275221"
[1] "Starting iterative with newton 1.58721132275221"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
threshold is:
[{'ad': 0.0027680188663154587, 'da': 0.0020964094684376394, 'dd': 0.0038725442681230766}, {'ad': 0.008872940098720163, 'da': 0.012966017192303258, 'dd': 0.02074561649177407}, {'ad': 0.026359384894048075, 'da': 0.0328372684910049, 'dd': 0.05316157343467087}, {'ad': 0.06541579563579727, 'da': 0.07689729018212334, 'dd': 0.3008006124366087}, {'ad': 0.3249017951873233, 'da': 0.3249017951873233, 'dd': 0.3249017951873233}]
Number of points in noise estimation: 128
Estimated noise: 0.07374971812778071
0.07374971812778071
threshold is:
[{'ad': 0.026003931381277212, 'da': 0.029175285620052088, 'dd': 0.012421419673297018}, {'ad': 0.014619794647565465, 'da': 0.009236940272302048, 'dd': 0.012409042549412316}, {'ad': 0.02512657927972617, 'da': 0.03955148632395292, 'dd': 0.05619557628626151}, {'ad': 0.05503399994671365, 'da': 0.07351228953532037, 'dd': 0.30080061243660877}, {'ad': 0.3249017951873234, 'da': 0.3249017951873234, 'dd': 0.3249017951873234}]
['peppers256', 0.075, 4, 0.0054399562863883715, 0.001875463986352014, 0.0015335227544482426, 0.005652712499707265, 0.0018788515183765907, 0.0019204993247691855, 0.0018788515183758732, 0.0019204993247691855, 22.644045901283995, 27.26891270984739, 28.143097755615123, 22.4774310245176, 27.261075399088885, 27.165858411929307, 27.261075399090547, 27.165858411929307]
Noise_method speckle
stjerten256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.008835403422152423
0.008835403422152423
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0578140701713158, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0579267417349043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579267421623746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0579267417349043"
[1] "Starting iterative with newton 0.0579267417349043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019892439947991, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0199011299292117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199011299308701, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0199011299292117"
[1] "Starting iterative with newton 0.0199011299292117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192215109970145, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192294723883229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192294723896887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0192294723896887"
[1] "Starting iterative with newton 0.0192294723896887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192097180037651, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192176669286588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192176669300199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0192176669300199"
[1] "Starting iterative with newton 0.0192176669300199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192095107416283, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.019217459447529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192174594488901, diff to last: 0"
[1] "Final threshold is: 0.000169794006979799"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252569965539036, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0252697194822169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252697194854449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0252697194854449"
[1] "Starting iterative with newton 0.0252697194854449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124484525410605, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124494426282136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124494426282199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124494426282136"
[1] "Starting iterative with newton 0.0124494426282136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124341777026404, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124351657194039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124351657194101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0124351657194039"
[1] "Starting iterative with newton 0.0124351657194039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124341606972888, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124351487116732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124351487116795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0124351487116732"
[1] "Starting iterative with newton 0.0124351487116732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124341606770292, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124351486914109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124351486914171, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000109869555303121"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091943527623872, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0924596442212749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0924596604309649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0924596604309649, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0924596604309649"
[1] "Starting iterative with newton 0.0924596604309649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028698149930149, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0287180797811893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028718079790802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0287180797811893"
[1] "Starting iterative with newton 0.0287180797811893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278294602157915, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278476181873592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278476181950901, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0278476181873592"
[1] "Starting iterative with newton 0.0278476181873592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278173515594435, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278354861083698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278354861160776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0278354861160776"
[1] "Starting iterative with newton 0.0278354861160776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027817182747609, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278353169702268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278353169779342, diff to last: 0"
[1] "Final threshold is: 0.000245936254815439"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.196107145060797"
[1] "Newton iter: 1, lambda:0.128279285603048, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.128601768712285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128601776042414, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128601768712285"
[1] "Starting iterative with newton 0.128601768712285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334860057857078, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0335303024992808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335303025768083, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0335303025768083"
[1] "Starting iterative with newton 0.0335303025768083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305797180364191, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306145650986593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306145651439182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0306145651439182"
[1] "Starting iterative with newton 0.0306145651439182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304924114159633, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305269962219391, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305269962664375, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305269962664375"
[1] "Starting iterative with newton 0.0305269962664375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304897910592342, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305243680131398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305243680576155, diff to last: 0"
[1] "Final threshold is: 0.000269695105602335"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901684931515365, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0906909679848524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0906909855008584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0906909855008584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0906909855008584"
[1] "Starting iterative with newton 0.0906909855008584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187001827261488, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187078707600105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.01870787076131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0187078707600105"
[1] "Starting iterative with newton 0.0187078707600105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173491751956919, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017355548576246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173555485771061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.017355548576246"
[1] "Starting iterative with newton 0.017355548576246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173241548549262, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173305052667958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173305052676491, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0173305052667958"
[1] "Starting iterative with newton 0.0173305052667958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173236916412534, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173300416283583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173300416292115, diff to last: 0"
[1] "Final threshold is: 0.000153117909109241"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.192071786281653"
[1] "Newton iter: 1, lambda:0.218928892027365, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.219019566816793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219019567847519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.219019566816793"
[1] "Starting iterative with newton 0.219019566816793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0774328045490824, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0778955787745068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.077895595300056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0778955953000561, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.077895595300056"
[1] "Starting iterative with newton 0.077895595300056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694541452632719, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0698046210197499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0698046299442457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0698046210197499"
[1] "Starting iterative with newton 0.0698046210197499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0690040589832382, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0693487419017333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0693487505021844, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0693487505021844"
[1] "Starting iterative with newton 0.0693487505021844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0689787166428864, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0693230751393625, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0693230837218602, diff to last: 0"
[1] "Final threshold is: 0.000612497411150283"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.243020990211305"
[1] "Newton iter: 1, lambda:0.293895968013686, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.294349141133272, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294349176849103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.294349176849103, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.294349176849103"
[1] "Starting iterative with newton 0.294349176849103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101348690113591, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102269022004901, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102269097857012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102269097857012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.102269097857012"
[1] "Starting iterative with newton 0.102269097857012"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0898792111600651, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0905537308947054, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0905537688770143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905537688770145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0905537688770143"
[1] "Starting iterative with newton 0.0905537688770143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891758958996561, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0898369698243409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0898370061470379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.089837006147038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.089837006147038"
[1] "Starting iterative with newton 0.089837006147038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891328419722627, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0897930987425992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0897931349657712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897931349657713, diff to last: 0"
[1] "Final threshold is: 0.000793358571962369"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283928284974548"
[1] "Newton iter: 1, lambda:0.275391184507513, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.275403499547457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275403499573111, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.275403499547457"
[1] "Starting iterative with newton 0.275403499547457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0903896819423742, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910626666230693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910627039041333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910627039041334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0910627039041333"
[1] "Starting iterative with newton 0.0910627039041333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791297609453928, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0796151487206072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0796151669780339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0796151669780339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0796151669780339"
[1] "Starting iterative with newton 0.0796151669780339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0784295497305361, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.078904475872954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0789044932821804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0789044932821804, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0789044932821804"
[1] "Starting iterative with newton 0.0789044932821804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.078386083961714, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0788603651971264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0788603825547819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0788603825547819, diff to last: 0"
[1] "Final threshold is: 0.000696763293896769"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.334861531713952"
[1] "Newton iter: 1, lambda:0.473360443311871, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.479110154120473, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.479119801544486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479119801571609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.479119801544486"
[1] "Starting iterative with newton 0.479119801544486"
[1] "Starting newton at: 0.345951115500489"
[1] "Newton iter: 1, lambda:0.179879070476209, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.184174161235812, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.184177061133708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18417706113503, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.184177061133708"
[1] "Starting iterative with newton 0.184177061133708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149432566673056, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152610716073272, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152612152428046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15261215242834, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.15261215242834"
[1] "Starting iterative with newton 0.15261215242834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146199813648119, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149206741078973, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149208012136217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149208012136444, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.149208012136217"
[1] "Starting iterative with newton 0.149208012136217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1458505589563, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.14883935715434, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148840611363061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148840611363281, diff to last: 0"
[1] "Final threshold is: 0.00131506684699244"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.33981826812124"
[1] "Starting iterative with newton 3.33981826812124"
[1] "Starting newton at: 0.603359349364587"
[1] "Newton iter: 1, lambda:0.580369655294202, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.580556924745034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580556937258697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580556937258697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580556937258697"
[1] "Starting iterative with newton 0.580556937258697"
[1] "Starting newton at: 0.353911782910895"
[1] "Newton iter: 1, lambda:0.256473355409, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.25842593918234, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.258426729617689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258426729617819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.258426729617819"
[1] "Starting iterative with newton 0.258426729617819"
[1] "Starting newton at: 0.296437398582937"
[1] "Newton iter: 1, lambda:0.215300766279773, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.216530987522492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.216531271593567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216531271593583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216531271593583"
[1] "Starting iterative with newton 0.216531271593583"
[1] "Starting newton at: 0.284178289478266"
[1] "Newton iter: 1, lambda:0.209965669499754, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.210981560959675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210981752033439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210981752033446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210981752033439"
[1] "Starting iterative with newton 0.210981752033439"
[1] "Starting newton at: 0.2806231366138"
[1] "Newton iter: 1, lambda:0.20930762607131, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.210244221563086, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210244383675084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210244383675089, diff to last: 0"
[1] "Final threshold is: 0.00185759394701117"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.36602832286718"
[1] "Starting iterative with newton 3.36602832286718"
[1] "Starting newton at: 0.614759534235023"
[1] "Newton iter: 1, lambda:0.566972706348676, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.567743118647495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.567743321911442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567743321911456, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567743321911442"
[1] "Starting iterative with newton 0.567743321911442"
[1] "Starting newton at: 0.32673029328108"
[1] "Newton iter: 1, lambda:0.251467056519805, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.252620759521016, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252621032170132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252621032170147, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.252621032170132"
[1] "Starting iterative with newton 0.252621032170132"
[1] "Starting newton at: 0.304037058299579"
[1] "Newton iter: 1, lambda:0.210480444139334, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.212093478329747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.212093960131372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212093960131415, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.212093960131372"
[1] "Starting iterative with newton 0.212093960131372"
[1] "Starting newton at: 0.304076105323904"
[1] "Newton iter: 1, lambda:0.205038160390921, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.206820923823559, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.20682150428334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206821504283401, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.20682150428334"
[1] "Starting iterative with newton 0.20682150428334"
[1] "Starting newton at: 0.298059977591934"
[1] "Newton iter: 1, lambda:0.204546567415507, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.206133689415792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.206134148630723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206134148630761, diff to last: 0"
[1] "Final threshold is: 0.00182127836223436"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.67078231269298"
[1] "Starting iterative with newton 1.67078231269298"
[1] "Starting newton at: 0.740799454584869"
[1] "Newton iter: 1, lambda:0.692866509026953, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.693912876336371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.693913383947985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693913383948104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.693913383947985"
[1] "Starting iterative with newton 0.693913383947985"
[1] "Starting newton at: 0.48714565285915"
[1] "Newton iter: 1, lambda:0.499956273971068, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.500018529691224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500018531157728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.500018529691224"
[1] "Starting iterative with newton 0.500018529691224"
[1] "Starting newton at: 0.451401714930984"
[1] "Newton iter: 1, lambda:0.45766123956356, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.457675347766742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.457675347838334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.457675347766742"
[1] "Starting iterative with newton 0.457675347766742"
[1] "Starting newton at: 0.467395799223643"
[1] "Newton iter: 1, lambda:0.448085742233409, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.448217869277332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448217875484251, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.448217875484251"
[1] "Starting iterative with newton 0.448217875484251"
[1] "Starting newton at: 0.467607780081545"
[1] "Newton iter: 1, lambda:0.445928522855041, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.446094560204275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446094569980482, diff to last: 0"
[1] "Final threshold is: 0.00394142549020916"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.29470427447469"
[1] "Starting iterative with newton 1.29470427447469"
[1] "Starting newton at: 0.650220362577517"
[1] "Newton iter: 1, lambda:0.770310277261235, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.778505478828083, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.778542227437761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.778542228174302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.778542228174302"
[1] "Starting iterative with newton 0.778542228174302"
[1] "Starting newton at: 0.651285179476401"
[1] "Newton iter: 1, lambda:0.644875828394709, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.644895727421508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.644895727613689, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.644895727613689"
[1] "Starting iterative with newton 0.644895727613689"
[1] "Starting newton at: 0.648646069808783"
[1] "Newton iter: 1, lambda:0.607461450302828, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.608247159956274, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608247449398542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608247449398581, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.608247449398542"
[1] "Starting iterative with newton 0.608247449398542"
[1] "Starting newton at: 0.649630239579758"
[1] "Newton iter: 1, lambda:0.596760578580044, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.598038549811547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.598039308107323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59803930810759, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59803930810759"
[1] "Starting iterative with newton 0.59803930810759"
[1] "Starting newton at: 0.648332642187995"
[1] "Newton iter: 1, lambda:0.593828801316086, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.595182703548539, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.595183552279416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59518355227975, diff to last: 0"
[1] "Final threshold is: 0.00525868679462134"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36334369658002"
[1] "Starting iterative with newton 1.36334369658002"
[1] "Starting newton at: 0.660119518141502"
[1] "Newton iter: 1, lambda:0.742205552753271, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.745725325414272, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.745731622417009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745731622437137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745731622417009"
[1] "Starting iterative with newton 0.745731622417009"
[1] "Starting newton at: 0.6554635738741"
[1] "Newton iter: 1, lambda:0.601353825378557, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.602645627435175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.602646375909069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60264637590932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.602646375909069"
[1] "Starting iterative with newton 0.602646375909069"
[1] "Starting newton at: 0.660512351359918"
[1] "Newton iter: 1, lambda:0.562235194203774, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.566305428120426, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.566312615236281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566312615258668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.566312615236281"
[1] "Starting iterative with newton 0.566312615236281"
[1] "Starting newton at: 0.662126647433688"
[1] "Newton iter: 1, lambda:0.551805600312283, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.556872967543794, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.556884009900128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556884009952498, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556884009900128"
[1] "Starting iterative with newton 0.556884009900128"
[1] "Starting newton at: 0.662348610108789"
[1] "Newton iter: 1, lambda:0.549086813582003, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.554411463743219, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.554423627720833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554423627784233, diff to last: 0"
[1] "Final threshold is: 0.00489855641824697"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.10906646734479"
[1] "Newton iter: 1, lambda:1.02505922399772, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.03018032863546, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.03020046228905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03020046259933, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03020046228905"
[1] "Starting iterative with newton 1.03020046228905"
[1] "Starting newton at: 1.24333318054946"
[1] "Newton iter: 1, lambda:1.16319660783504, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.16824313232493, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.16826442662161, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16826442699947, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.16826442699947"
[1] "Starting iterative with newton 1.16826442699947"
[1] "Starting newton at: 1.283338918889"
[1] "Newton iter: 1, lambda:1.21476256710191, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.21859982734075, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.21861252134536, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2186125214839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.21861252134536"
[1] "Starting iterative with newton 1.21861252134536"
[1] "Starting newton at: 1.29414236842617"
[1] "Newton iter: 1, lambda:1.2336194338043, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.23665896761481, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.23666701755623, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23666701761257, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.23666701755623"
[1] "Starting iterative with newton 1.23666701755623"
[1] "Starting newton at: 1.29641908942656"
[1] "Newton iter: 1, lambda:1.24048496858844, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.24310036394967, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.24310634603535, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24310634606659, diff to last: 0"
[1] "Final threshold is: 0.0109833460641361"
threshold is:
[{'ad': 0.00016979400697979865, 'da': 0.0001098695553031208, 'dd': 0.00024593625481543897}, {'ad': 0.000269695105602335, 'da': 0.00015311790910924056, 'dd': 0.0006124974111502826}, {'ad': 0.0007933585719623688, 'da': 0.0006967632938967693, 'dd': 0.0013150668469924449}, {'ad': 0.0018575939470111657, 'da': 0.0018212783622343649, 'dd': 0.003941425490209164}, {'ad': 0.005258686794621336, 'da': 0.004898556418246973, 'dd': 0.010983346064136108}]
Number of points in noise estimation: 128
Estimated noise: 0.008835403422152423
0.008835403422152423
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.5429780561057"
[1] "Starting iterative with newton 59.5429780561057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.5209827407418"
[1] "Starting iterative with newton 51.5209827407418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 45.9475412582914"
[1] "Starting iterative with newton 45.9475412582914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.2431931701428"
[1] "Starting iterative with newton 24.2431931701428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2575825265534"
[1] "Starting iterative with newton 23.2575825265534"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4587610409809"
[1] "Starting iterative with newton 14.4587610409809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.58173645705027"
[1] "Starting iterative with newton 8.58173645705027"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.81564009779994"
[1] "Starting iterative with newton 8.81564009779994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.55645944498526"
[1] "Starting iterative with newton 4.55645944498526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33981826812124"
[1] "Starting iterative with newton 3.33981826812124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36602832286718"
[1] "Starting iterative with newton 3.36602832286718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67078231269298"
[1] "Starting iterative with newton 1.67078231269298"
[1] "Starting newton at: 1.99037045139029"
[1] "Newton iter: 1, lambda:1.55118063016997, diff to last: 0.439"
[1] "Newton iter: 2, lambda:1.49857633675983, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.49646207561502, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.496458449749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49645844973831, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.496458449749"
[1] "Starting iterative with newton 1.496458449749"
[1] "Starting newton at: 1.80578928279323"
[1] "Newton iter: 1, lambda:1.43485551338975, diff to last: 0.371"
[1] "Newton iter: 2, lambda:1.36780736092326, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.36345442986292, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36343498485953, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36343498447044, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36343498447044"
[1] "Starting iterative with newton 1.36343498447044"
[1] "Starting newton at: 1.66042573332758"
[1] "Newton iter: 1, lambda:1.31958651531502, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.23744020474967, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.22918966958456, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.22910187122607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22910186125956, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22910186125956"
[1] "Starting iterative with newton 1.22910186125956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29470427447469"
[1] "Starting iterative with newton 1.29470427447469"
[1] "Starting newton at: 1.52255435150438"
[1] "Newton iter: 1, lambda:1.33191049783675, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.30138792918168, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30037669111301, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30037555746152, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3003755574601, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3003755574601"
[1] "Starting iterative with newton 1.3003755574601"
[1] "Starting newton at: 1.52838943968646"
[1] "Newton iter: 1, lambda:1.33822990954678, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.30829127541681, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.30733062760003, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30732961733404, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30732961733292, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30732961733404"
[1] "Starting iterative with newton 1.30732961733404"
[1] "Starting newton at: 1.5361830129315"
[1] "Newton iter: 1, lambda:1.34528031617131, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.31564812576501, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31471993115248, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31471900057276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31471900057183, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31471900057183"
[1] "Starting iterative with newton 1.31471900057183"
[1] "Starting newton at: 1.54420051471005"
[1] "Newton iter: 1, lambda:1.35251731463924, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.32319669205198, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.32230071796507, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3222998627756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32229986277482, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32229986277482"
[1] "Starting iterative with newton 1.32229986277482"
[1] "Starting newton at: 1.55065647867172"
[1] "Newton iter: 1, lambda:1.35853641282979, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.32952968781496, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.32866316156332, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32866237092072, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32866237092006, diff to last: 0"
[1] "Final threshold is: 0.0117392680589122"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36334369658002"
[1] "Starting iterative with newton 1.36334369658002"
[1] "Starting newton at: 1.60184882601748"
[1] "Newton iter: 1, lambda:1.39825632111901, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.3690791357736, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.36826408529328, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36826343306302, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3682634330626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3682634330626"
[1] "Starting iterative with newton 1.3682634330626"
[1] "Starting newton at: 1.60710779369212"
[1] "Newton iter: 1, lambda:1.40209044876989, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.37286563874454, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37205396373702, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37205332143995, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37205332143955, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37205332143995"
[1] "Starting iterative with newton 1.37205332143995"
[1] "Starting newton at: 1.61143680316305"
[1] "Newton iter: 1, lambda:1.405210077853, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.37593870957146, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.3751293435331, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37512870853218, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37512870853179, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37512870853218"
[1] "Starting iterative with newton 1.37512870853218"
[1] "Starting newton at: 1.61389371794545"
[1] "Newton iter: 1, lambda:1.40798299996235, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.37898820977893, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37819857514379, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3781979741683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37819797416795, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.37819797416795"
[1] "Starting iterative with newton 1.37819797416795"
[1] "Starting newton at: 1.61524630730109"
[1] "Newton iter: 1, lambda:1.40912378893304, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.38016502032351, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37937912779335, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3793785338093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37937853380897, diff to last: 0"
[1] "Final threshold is: 0.0121873658180593"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.50121612569739"
[1] "Newton iter: 1, lambda:1.69011301923594, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.66775545328839, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.66751742122389, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66751739299823, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66751739299823, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66751739299823"
[1] "Starting iterative with newton 1.66751739299823"
[1] "Starting newton at: 2.19553142342432"
[1] "Newton iter: 1, lambda:2.15137380505214, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.15174933733198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15174935952116, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15174935952116, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15174935952116"
[1] "Starting iterative with newton 2.15174935952116"
[1] "Starting newton at: 2.3266453495781"
[1] "Newton iter: 1, lambda:2.33555943638221, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.33557971002794, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33557971013516, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33557971013516"
[1] "Starting iterative with newton 2.33557971013516"
[1] "Starting newton at: 2.47753828993014"
[1] "Newton iter: 1, lambda:2.39784900527879, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.39992174216672, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39992297161353, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39992297161396, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39992297161396"
[1] "Starting iterative with newton 2.39992297161396"
[1] "Starting newton at: 2.55209439893169"
[1] "Newton iter: 1, lambda:2.42266966937104, diff to last: 0.129"
[1] "Newton iter: 2, lambda:2.42856315092289, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.42857339399343, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4285733940247, diff to last: 0"
[1] "Final threshold is: 0.0214574256762379"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011739268058912221, 'da': 0.012187365818059325, 'dd': 0.021457425676237894}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545157489892915. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0042588029042810215
0.0042588029042810215
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 123.529133398785"
[1] "Starting iterative with newton 123.529133398785"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.886530663963"
[1] "Starting iterative with newton 106.886530663963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 95.3237499826334"
[1] "Starting iterative with newton 95.3237499826334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.2954460945037"
[1] "Starting iterative with newton 50.2954460945037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.2506772124956"
[1] "Starting iterative with newton 48.2506772124956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.9964543212721"
[1] "Starting iterative with newton 29.9964543212721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.8038536567197"
[1] "Starting iterative with newton 17.8038536567197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2891151431943"
[1] "Starting iterative with newton 18.2891151431943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.45292803586973"
[1] "Starting iterative with newton 9.45292803586973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.9288582774899"
[1] "Starting iterative with newton 6.9288582774899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.98323421659812"
[1] "Starting iterative with newton 6.98323421659812"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.46624065377627"
[1] "Starting iterative with newton 3.46624065377627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68602112717404"
[1] "Starting iterative with newton 2.68602112717404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.82842193758827"
[1] "Starting iterative with newton 2.82842193758827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39931083476503"
[1] "Starting iterative with newton 1.39931083476503"
[1] "Starting newton at: 1.6307850860333"
[1] "Newton iter: 1, lambda:1.38768051770701, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.34856845518017, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34706440142317, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34706210114624, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34706210114085, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34706210114624"
[1] "Starting iterative with newton 1.34706210114624"
[1] "Starting newton at: 1.57437458479806"
[1] "Newton iter: 1, lambda:1.33109084278437, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.28587320264806, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.28361635166292, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28361054469815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28361054465966, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28361054469815"
[1] "Starting iterative with newton 1.28361054469815"
[1] "Starting newton at: 1.51204197114594"
[1] "Newton iter: 1, lambda:1.2650827001953, diff to last: 0.247"
[1] "Newton iter: 2, lambda:1.21081374132899, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.20709038389032, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.20707230714493, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20707230671835, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20707230714493"
[1] "Starting iterative with newton 1.20707230714493"
[1] "Starting newton at: 1.43470760711303"
[1] "Newton iter: 1, lambda:1.18247100099641, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.11475612553824, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.10786981782665, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.1077964961214, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10779648780636, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10779648780636"
[1] "Starting iterative with newton 1.10779648780636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545157489892915. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0042588029042810215
0.0042588029042810215
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358929752658166, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359235091197874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359235091418765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0359235091418765"
[1] "Starting iterative with newton 0.0359235091418765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00879922706541727, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00879985865885332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00879985865885657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00879985865885332"
[1] "Starting iterative with newton 0.00879985865885332"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00858814306816113, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00858874310379355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00858874310379648, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00858874310379355"
[1] "Starting iterative with newton 0.00858874310379355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00858649712675413, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00858709691933644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00858709691933936, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00858709691933936"
[1] "Starting iterative with newton 0.00858709691933936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0085864842922823, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00858708408296957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0085870840829725, diff to last: 0"
[1] "Final threshold is: 3.65706986318686e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124671939589261, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124681634078019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124681634078078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124681634078078"
[1] "Starting iterative with newton 0.0124681634078078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122170134834942, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122179622736989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122179622737047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0122179622736989"
[1] "Starting iterative with newton 0.0122179622736989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122163979454857, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122173466841606, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122173466841663, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0122173466841606"
[1] "Starting iterative with newton 0.0122173466841606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122163964301243, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122173451686723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012217345168678, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.20312650869696e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363089033035343, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.036343899137808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363438991703139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.036343899137808"
[1] "Starting iterative with newton 0.036343899137808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0202691502223791, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202748905260206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202748905264809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0202748905260206"
[1] "Starting iterative with newton 0.0202748905260206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020117694433507, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201233544861837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201233544866317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0201233544861837"
[1] "Starting iterative with newton 0.0201233544861837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201162509292716, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201219102185664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201219102190143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0201219102185664"
[1] "Starting iterative with newton 0.0201219102185664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201162371700895, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201218964521081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201218964525559, diff to last: 0"
[1] "Final threshold is: 8.56951910498799e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0648702506601161, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0650665528416754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0650665546375995, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0650665528416754"
[1] "Starting iterative with newton 0.0650665528416754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120984450265061, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121002511191821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121002511192224, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0121002511191821"
[1] "Starting iterative with newton 0.0121002511191821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115865685856255, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115881827950885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115881827951198, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0115881827951198"
[1] "Starting iterative with newton 0.0115881827951198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115816299491377, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115832423797458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011583242379777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.011583242379777"
[1] "Starting iterative with newton 0.011583242379777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115815823024764, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115831947159291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115831947159603, diff to last: 0"
[1] "Final threshold is: 4.93305432970513e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0370935871790739, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371274185312618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371274185593964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0371274185593964"
[1] "Starting iterative with newton 0.0371274185593964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00511057215968352, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00511078206439913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00511078206439948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00511078206439913"
[1] "Starting iterative with newton 0.00511078206439913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488168234366723, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488186970729034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00488186970729062, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00488186970729034"
[1] "Starting iterative with newton 0.00488186970729034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488006769740584, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488025490714045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00488025490714073, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00488025490714045"
[1] "Starting iterative with newton 0.00488025490714045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488005630843102, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488024351708043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0048802435170807, diff to last: 0"
[1] "Final threshold is: 2.07839952641407e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124249914248802, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125485520428864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125485642190716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125485642190718, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125485642190716"
[1] "Starting iterative with newton 0.125485642190716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325044231530192, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325359844728006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325359845025598, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0325359844728006"
[1] "Starting iterative with newton 0.0325359844728006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0306320744165294, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306589206246505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306589206452726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0306589206246505"
[1] "Starting iterative with newton 0.0306589206246505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305941347145256, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306208913789126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306208913993796, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0306208913789126"
[1] "Starting iterative with newton 0.0306208913789126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305933660207995, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306201208732994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306201208937633, diff to last: 0"
[1] "Final threshold is: 0.000130405059704643"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154071405788027, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156388018155369, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156388538524374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1563885385244, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.1563885385244"
[1] "Starting iterative with newton 0.1563885385244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498077105109057, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499156138763826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499156143826816, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0499156138763826"
[1] "Starting iterative with newton 0.0499156138763826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046472402871269, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0465633924221339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046563392770876, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0465633924221339"
[1] "Starting iterative with newton 0.0465633924221339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463663656547425, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464568475655018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464568479100103, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0464568475655018"
[1] "Starting iterative with newton 0.0464568475655018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463629942225758, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464534600231569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464534603675315, diff to last: 0"
[1] "Final threshold is: 0.000197836131927147"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140648589140068, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.14237641429484, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142376673666157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142376673666163, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.142376673666157"
[1] "Starting iterative with newton 0.142376673666157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367213442832388, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367731537052719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367731538084062, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367731538084062"
[1] "Starting iterative with newton 0.0367731538084062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0336433532427333, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0336846926109267, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0336846926733462, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0336846926109267"
[1] "Starting iterative with newton 0.0336846926109267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335546158242953, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335956744649859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335956745264662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0335956744649859"
[1] "Starting iterative with newton 0.0335956744649859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335520591779105, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335931097478766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335931098093301, diff to last: 0"
[1] "Final threshold is: 0.000143066433619806"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.258499984249278"
[1] "Newton iter: 1, lambda:0.256467315882205, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.256467972682862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.25646797268293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.256467972682862"
[1] "Starting iterative with newton 0.256467972682862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0761487968410821, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765630041602714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765630164123796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0765630164123796, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0765630164123796"
[1] "Starting iterative with newton 0.0765630164123796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0666038155901431, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0669001765817342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0669001824489631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0669001765817342"
[1] "Starting iterative with newton 0.0669001765817342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660929439298324, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663836749571549, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663836805823288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0663836749571549"
[1] "Starting iterative with newton 0.0663836749571549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066065645815747, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663560778765837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663560834890597, diff to last: 0"
[1] "Final threshold is: 0.000282597481079922"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.407317336662154"
[1] "Newton iter: 1, lambda:0.34827036736689, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.349003997487665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349004111923959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349004111923962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.349004111923959"
[1] "Starting iterative with newton 0.349004111923959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117398837205119, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118788841667114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118789036315237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118789036315241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118789036315237"
[1] "Starting iterative with newton 0.118789036315237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101742158972848, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102711834018663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102711922047511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102711922047512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102711922047511"
[1] "Starting iterative with newton 0.102711922047511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10062894564621, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101572461425504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101572544327137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101572544327138, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101572544327137"
[1] "Starting iterative with newton 0.101572544327137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100549966866828, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101491644395722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101491726943447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101491726943448, diff to last: 0"
[1] "Final threshold is: 0.000432233261467248"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.320186183160099"
[1] "Newton iter: 1, lambda:0.347566544113905, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.347725301292442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347725306606831, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347725306606831"
[1] "Starting iterative with newton 0.347725306606831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116193221982088, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117524799207285, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117524973874799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117524973874802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117524973874802"
[1] "Starting iterative with newton 0.117524973874802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101077473644119, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102015568639595, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102015649387914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102015649387914, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102015649387914"
[1] "Starting iterative with newton 0.102015649387914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100037169340557, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100951474885935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100951551210891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100951551210891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100951551210891"
[1] "Starting iterative with newton 0.100951551210891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0999656908976099, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100878376628106, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100878452656891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100878452656891, diff to last: 0"
[1] "Final threshold is: 0.000429621447154542"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.46624065377627"
[1] "Starting iterative with newton 3.46624065377627"
[1] "Starting newton at: 0.694035873419662"
[1] "Newton iter: 1, lambda:0.560634266961379, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.566552059268973, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.566564237025695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566564237077175, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566564237025695"
[1] "Starting iterative with newton 0.566564237025695"
[1] "Starting newton at: 0.282302312646192"
[1] "Newton iter: 1, lambda:0.258313098774426, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.258429696851285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258429699610985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.258429699610985"
[1] "Starting iterative with newton 0.258429699610985"
[1] "Starting newton at: 0.293301137666659"
[1] "Newton iter: 1, lambda:0.217670640657599, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.218732532542706, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.218732742881513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.218732742881522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.218732742881513"
[1] "Starting iterative with newton 0.218732742881513"
[1] "Starting newton at: 0.313497965373887"
[1] "Newton iter: 1, lambda:0.21153095909105, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.213435806771002, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213436475852892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213436475852975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213436475852892"
[1] "Starting iterative with newton 0.213436475852892"
[1] "Starting newton at: 0.317267219861941"
[1] "Newton iter: 1, lambda:0.210647411482502, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.212726181994684, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.212726977604096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212726977604212, diff to last: 0"
[1] "Final threshold is: 0.000905962270039246"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.68602112717404"
[1] "Starting iterative with newton 2.68602112717404"
[1] "Starting newton at: 0.638708913050317"
[1] "Newton iter: 1, lambda:0.607897685155948, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.608262107728164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608262159203063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608262159203064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.608262159203063"
[1] "Starting iterative with newton 0.608262159203063"
[1] "Starting newton at: 0.310833658755659"
[1] "Newton iter: 1, lambda:0.32089873164264, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.320924421802089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320924421969289, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320924421802089"
[1] "Starting iterative with newton 0.320924421802089"
[1] "Starting newton at: 0.281987790458375"
[1] "Newton iter: 1, lambda:0.275363214606635, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.275373444907878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275373444932287, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.275373444907878"
[1] "Starting iterative with newton 0.275373444907878"
[1] "Starting newton at: 0.29147286466392"
[1] "Newton iter: 1, lambda:0.267856307462238, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.267984364916504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267984368688049, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267984364916504"
[1] "Starting iterative with newton 0.267984364916504"
[1] "Starting newton at: 0.291791861502109"
[1] "Newton iter: 1, lambda:0.26663637812114, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.266781321364229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266781326184923, diff to last: 0"
[1] "Final threshold is: 0.00113616908676429"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.82842193758827"
[1] "Starting iterative with newton 2.82842193758827"
[1] "Starting newton at: 0.607513246464549"
[1] "Newton iter: 1, lambda:0.596864894764445, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.596906978853582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596906979513071, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596906979513071"
[1] "Starting iterative with newton 0.596906979513071"
[1] "Starting newton at: 0.302728083115181"
[1] "Newton iter: 1, lambda:0.305142739378796, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.305144148159061, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30514414815954, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305144148159061"
[1] "Starting iterative with newton 0.305144148159061"
[1] "Starting newton at: 0.302927843888224"
[1] "Newton iter: 1, lambda:0.260236867312801, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.260640391865337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260640428030733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260640428030733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.260640428030733"
[1] "Starting iterative with newton 0.260640428030733"
[1] "Starting newton at: 0.307764707405521"
[1] "Newton iter: 1, lambda:0.253045004808637, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.253698463331697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253698556883419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253698556883421, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253698556883419"
[1] "Starting iterative with newton 0.253698556883419"
[1] "Starting newton at: 0.308038588160714"
[1] "Newton iter: 1, lambda:0.251926255093498, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.252611867601188, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252611970364234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252611970364236, diff to last: 0"
[1] "Final threshold is: 0.00107582459304335"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.39931083476503"
[1] "Starting iterative with newton 1.39931083476503"
[1] "Starting newton at: 0.64573034756858"
[1] "Newton iter: 1, lambda:0.751751304891371, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.757776083940613, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.757794880651703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757794880834236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.757794880834236"
[1] "Starting iterative with newton 0.757794880834236"
[1] "Starting newton at: 0.650357656579259"
[1] "Newton iter: 1, lambda:0.601908269002383, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.602959563302455, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.602960065606143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.602960065606257, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.602960065606143"
[1] "Starting iterative with newton 0.602960065606143"
[1] "Starting newton at: 0.651608380751326"
[1] "Newton iter: 1, lambda:0.5580623761926, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.561791412650577, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.561797501789233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561797501805454, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.561797501789233"
[1] "Starting iterative with newton 0.561797501789233"
[1] "Starting newton at: 0.651816060680121"
[1] "Newton iter: 1, lambda:0.545874073570548, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.550592170229427, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.550601816902015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550601816942298, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.550601816942298"
[1] "Starting iterative with newton 0.550601816942298"
[1] "Starting newton at: 0.652270188408997"
[1] "Newton iter: 1, lambda:0.542479859907747, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.547527367258017, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.547538376448153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.547538376500464, diff to last: 0"
[1] "Final threshold is: 0.00233185802804549"
threshold is:
[{'ad': 3.6570698631868594e-05, 'da': 5.2031265086969645e-05, 'dd': 8.569519104987985e-05}, {'ad': 4.933054329705135e-05, 'da': 2.0783995264140742e-05, 'dd': 0.00013040505970464335}, {'ad': 0.0001978361319271466, 'da': 0.0001430664336198064, 'dd': 0.00028259748107992155}, {'ad': 0.00043223326146724816, 'da': 0.00042962144715454195, 'dd': 0.0009059622700392465}, {'ad': 0.0011361690867642915, 'da': 0.0010758245930433499, 'dd': 0.0023318580280454913}]
Number of points in noise estimation: 128
Estimated noise: 0.008835403422152423
0.008835403422152423
threshold is:
[{'ad': 0.0037764119160037524, 'da': 0.0009101948277108335, 'dd': 0.000747811033850701}, {'ad': 0.0010834165260995565, 'da': 0.005077198621478707, 'dd': 0.0011278100724664841}, {'ad': 0.0011822942555075322, 'da': 0.0003666278958307581, 'dd': 0.0004945881574103389}, {'ad': 0.0022245835325630237, 'da': 0.0016266754131716971, 'dd': 0.003843853126241564}, {'ad': 0.00530001588083627, 'da': 0.004875500708124039, 'dd': 0.009177442230770636}]
['stjerten256', 0.025, 0, 0.00010431438975714655, 8.594255728442856e-05, 8.773698190807369e-05, 0.0004263718876557196, 8.535222186767208e-05, 0.00010712984656174655, 9.56915274713134e-05, 0.00010431438975714656, 39.81655778236313, 40.657917277059646, 40.56817309106062, 33.70211437749026, 40.68785168956865, 39.700895171115874, 40.19126512958227, 39.81655778236313]
stjerten256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.008709745971271533
0.008709745971271533
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.039361959443036, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394046068569757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039404606907017, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0394046068569757"
[1] "Starting iterative with newton 0.0394046068569757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154830778620044, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154865151452529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154865151454223, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0154865151452529"
[1] "Starting iterative with newton 0.0154865151452529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0151681952015135, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0151714868929514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0151714868931064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0151714868929514"
[1] "Starting iterative with newton 0.0151714868929514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0151640405116027, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0151673302981386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0151673302982934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0151673302981386"
[1] "Starting iterative with newton 0.0151673302981386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0151639856919991, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0151672754534033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0151672754535581, diff to last: 0"
[1] "Final threshold is: 0.000132103116275445"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035250832685022, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352761827399123, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352761827530167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0352761827399123"
[1] "Starting iterative with newton 0.0352761827399123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00994431992998564, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00994511169656023, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00994511169656525, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00994511169656525"
[1] "Starting iterative with newton 0.00994511169656525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0097602973992592, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00976105964551077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00976105964551542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00976105964551077"
[1] "Starting iterative with newton 0.00976105964551077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975895177246381, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0097597138051422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975971380514685, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0097597138051422"
[1] "Starting iterative with newton 0.0097597138051422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975894193242324, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975970396353997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975970396354461, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.5004542277245e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.080034793464678, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0803643777241107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0803643833063915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0803643777241107"
[1] "Starting iterative with newton 0.0803643777241107"
[1] "Starting newton at: 0.0209408796064387"
[1] "Newton iter: 1, lambda:0.0479400158237765, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0479642366718752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0479642366913587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0479642366718752"
[1] "Starting iterative with newton 0.0479642366718752"
[1] "Starting newton at: 0.0533410206586742"
[1] "Newton iter: 1, lambda:0.0473952260375044, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0473963955325976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473963955326428, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0473963955325976"
[1] "Starting iterative with newton 0.0473963955325976"
[1] "Starting newton at: 0.0539088617979518"
[1] "Newton iter: 1, lambda:0.0473848815303709, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0473862894215169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473862894215825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0473862894215169"
[1] "Starting iterative with newton 0.0473862894215169"
[1] "Starting newton at: 0.0539189679090325"
[1] "Newton iter: 1, lambda:0.0473846971774745, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0473861095115234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473861095115894, diff to last: 0"
[1] "Final threshold is: 0.000412720976412797"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179271123577638"
[1] "Newton iter: 1, lambda:0.11909978224619, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.11934866869491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119348672972896, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119348672972896"
[1] "Starting iterative with newton 0.119348672972896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0413309190538723, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.041391529869182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0413915299995156, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0413915299995156"
[1] "Starting iterative with newton 0.0413915299995156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394263169068348, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394800670130627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394800671129548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0394800670130627"
[1] "Starting iterative with newton 0.0394800670130627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393792878814134, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394328758459189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394328759451463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0394328758459189"
[1] "Starting iterative with newton 0.0394328758459189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393781266379368, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394317106031127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394317107023238, diff to last: 0"
[1] "Final threshold is: 0.000343440183429909"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0448404499475107"
[1] "Newton iter: 1, lambda:0.0918828325112094, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0920143713877301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.092014372414977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0920143713877301"
[1] "Starting iterative with newton 0.0920143713877301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0160405862172283, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0160456975557708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0160456975562899, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0160456975557708"
[1] "Starting iterative with newton 0.0160456975557708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149775572988177, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149817644488553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149817644491872, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0149817644488553"
[1] "Starting iterative with newton 0.0149817644488553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149629873719253, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149671829158645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149671829161943, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0149671829158645"
[1] "Starting iterative with newton 0.0149671829158645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149627877457823, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149669831308491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014966983131179, diff to last: 0"
[1] "Final threshold is: 0.000130358621028875"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.161856715967475"
[1] "Newton iter: 1, lambda:0.215066005598585, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.215419532770822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.215419548297541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215419548297541, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.215419548297541"
[1] "Starting iterative with newton 0.215419548297541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0829705425454181, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0834708465349675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0834708647181118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0834708647181119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0834708647181118"
[1] "Starting iterative with newton 0.0834708647181118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0766041575772258, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0770109481506067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770109596190268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0770109596190268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0770109596190268"
[1] "Starting iterative with newton 0.0770109596190268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762893274237495, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0766918353709686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0766918465729492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0766918465729493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0766918353709686"
[1] "Starting iterative with newton 0.0766918353709686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762737642276995, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0766760612951432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0766760724840954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0766760724840954, diff to last: 0"
[1] "Final threshold is: 0.000667829113411274"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.314812714582616"
[1] "Newton iter: 1, lambda:0.293568695292174, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.293647850262901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29364785136532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293647850262901"
[1] "Starting iterative with newton 0.293647850262901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.096253097755945, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970735556153371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970736151945062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970736151945065, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0970736151945065"
[1] "Starting iterative with newton 0.0970736151945065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0840569106363464, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846381503217729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0846381781091193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0846381781091194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0846381781091193"
[1] "Starting iterative with newton 0.0846381781091193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832848142716275, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838526327385923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838526591282641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838526591282642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0838526591282641"
[1] "Starting iterative with newton 0.0838526591282641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832360435330228, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838030208924975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838030471959008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838030471959009, diff to last: 0"
[1] "Final threshold is: 0.000729903252694776"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.24558881042492"
[1] "Newton iter: 1, lambda:0.266150308722063, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.266220147247471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266220148051232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.266220147247471"
[1] "Starting iterative with newton 0.266220147247471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0821660969981228, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0826685582619305, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0826685770445053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0826685770445054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0826685770445053"
[1] "Starting iterative with newton 0.0826685770445053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0724214645636708, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0727871112456472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0727871205648604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0727871205648604"
[1] "Starting iterative with newton 0.0727871205648604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.071896062579524, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722551021090647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722551110616822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0722551110616822"
[1] "Starting iterative with newton 0.0722551110616822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718677705414302, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722264564627977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722264653960239, diff to last: 0"
[1] "Final threshold is: 0.000629074088196071"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.675674479738581"
[1] "Newton iter: 1, lambda:0.468322309384363, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.480058799910468, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.48009881141267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48009881187639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.48009881141267"
[1] "Starting iterative with newton 0.48009881141267"
[1] "Starting newton at: 0.298651840698785"
[1] "Newton iter: 1, lambda:0.188737974849648, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.190664025569693, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.190664620558855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190664620558912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190664620558855"
[1] "Starting iterative with newton 0.190664620558855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15537708700985, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.158910517053484, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.158912342090069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158912342090556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158912342090556"
[1] "Starting iterative with newton 0.158912342090556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152034841908156, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.15538067080948, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155382289438339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155382289438718, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155382289438339"
[1] "Starting iterative with newton 0.155382289438339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.151662505516143, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.154987841921284, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15498943882909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154989438829459, diff to last: 0"
[1] "Final threshold is: 0.00134991864043131"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.39256362337986"
[1] "Starting iterative with newton 3.39256362337986"
[1] "Starting newton at: 0.582590956704958"
[1] "Newton iter: 1, lambda:0.580777920115497, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.580779095030343, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580779095030837, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580779095030343"
[1] "Starting iterative with newton 0.580779095030343"
[1] "Starting newton at: 0.337758454249868"
[1] "Newton iter: 1, lambda:0.254639129941447, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.256055358948561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256055772849181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256055772849217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.256055772849217"
[1] "Starting iterative with newton 0.256055772849217"
[1] "Starting newton at: 0.337618241267914"
[1] "Newton iter: 1, lambda:0.211036682314875, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.214001652661118, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.214003291398649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21400329139915, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.21400329139915"
[1] "Starting iterative with newton 0.21400329139915"
[1] "Starting newton at: 0.333624288020051"
[1] "Newton iter: 1, lambda:0.205509097026018, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.208504775885947, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.208506425263214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208506425263714, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.208506425263214"
[1] "Starting iterative with newton 0.208506425263214"
[1] "Starting newton at: 0.322928927114282"
[1] "Newton iter: 1, lambda:0.205261469520017, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.207785681768564, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.207786850632087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207786850632337, diff to last: 0"
[1] "Final threshold is: 0.00180977068517602"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.45704244947659"
[1] "Starting iterative with newton 3.45704244947659"
[1] "Starting newton at: 0.603515390214613"
[1] "Newton iter: 1, lambda:0.565134847944786, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.565632763537429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.56563284833141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565632848331412, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.56563284833141"
[1] "Starting iterative with newton 0.56563284833141"
[1] "Starting newton at: 0.335138366100828"
[1] "Newton iter: 1, lambda:0.246834631776815, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.248407084801296, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248407586914276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248407586914327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248407586914276"
[1] "Starting iterative with newton 0.248407586914276"
[1] "Starting newton at: 0.326162087455603"
[1] "Newton iter: 1, lambda:0.204582633385164, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.20727607574058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.207277406213691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207277406214015, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.207277406213691"
[1] "Starting iterative with newton 0.207277406213691"
[1] "Starting newton at: 0.327539735921564"
[1] "Newton iter: 1, lambda:0.198917222857332, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.201889207355863, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201890804368684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201890804369145, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.201890804369145"
[1] "Starting iterative with newton 0.201890804369145"
[1] "Starting newton at: 0.332551180496064"
[1] "Newton iter: 1, lambda:0.197934198321789, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.201182503128235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201184407343554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201184407344208, diff to last: 0"
[1] "Final threshold is: 0.00175226508134317"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.69536712765224"
[1] "Starting iterative with newton 1.69536712765224"
[1] "Starting newton at: 0.713724004374114"
[1] "Newton iter: 1, lambda:0.691747805368583, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.691968258196689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.691968280555824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691968280555825, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691968280555825"
[1] "Starting iterative with newton 0.691968280555825"
[1] "Starting newton at: 0.471946602498045"
[1] "Newton iter: 1, lambda:0.494326277977209, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.494515014946493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.494515028311217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494515028311217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494515028311217"
[1] "Starting iterative with newton 0.494515028311217"
[1] "Starting newton at: 0.443095512489482"
[1] "Newton iter: 1, lambda:0.450921704544469, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.450943579411717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.450943579582386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.450943579582386"
[1] "Starting iterative with newton 0.450943579582386"
[1] "Starting newton at: 0.444533460426759"
[1] "Newton iter: 1, lambda:0.441094314937388, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.441098481673467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.441098481679587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.441098481673467"
[1] "Starting iterative with newton 0.441098481673467"
[1] "Starting newton at: 0.450998226153117"
[1] "Newton iter: 1, lambda:0.438809708661666, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.438861826300089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.438861827254967, diff to last: 0"
[1] "Final threshold is: 0.00382237502356207"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.31499151094572"
[1] "Starting iterative with newton 1.31499151094572"
[1] "Starting newton at: 0.656173267327264"
[1] "Newton iter: 1, lambda:0.765993535820001, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.772750803955656, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.772775497362162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.772775497691046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.772775497691046"
[1] "Starting iterative with newton 0.772775497691046"
[1] "Starting newton at: 0.649140110873937"
[1] "Newton iter: 1, lambda:0.634160049406669, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.634266831514225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.634266836964547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.634266836964547"
[1] "Starting iterative with newton 0.634266836964547"
[1] "Starting newton at: 0.648394704708225"
[1] "Newton iter: 1, lambda:0.595320365967025, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.596599725627049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596600480573938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596600480574201, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596600480573938"
[1] "Starting iterative with newton 0.596600480573938"
[1] "Starting newton at: 0.645187217986879"
[1] "Newton iter: 1, lambda:0.584531795926377, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.586182768524847, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586184013128402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586184013129109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.586184013129109"
[1] "Starting iterative with newton 0.586184013129109"
[1] "Starting newton at: 0.644979650166286"
[1] "Newton iter: 1, lambda:0.581485886032947, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.58328854938612, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.583290029044334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58329002904533, diff to last: 0"
[1] "Final threshold is: 0.00508030798056042"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38378034993549"
[1] "Starting iterative with newton 1.38378034993549"
[1] "Starting newton at: 0.660751928857922"
[1] "Newton iter: 1, lambda:0.744491083930459, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.748187115714068, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.748194117682445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748194117707539, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.748194117707539"
[1] "Starting iterative with newton 0.748194117707539"
[1] "Starting newton at: 0.655783260589101"
[1] "Newton iter: 1, lambda:0.596376547342313, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.597933373356553, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.59793446181525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597934461815781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.59793446181525"
[1] "Starting iterative with newton 0.59793446181525"
[1] "Starting newton at: 0.660319101550088"
[1] "Newton iter: 1, lambda:0.554422260539017, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.559130757010702, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.55914035670649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559140356746348, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.55914035670649"
[1] "Starting iterative with newton 0.55914035670649"
[1] "Starting newton at: 0.668231102587286"
[1] "Newton iter: 1, lambda:0.542344743148937, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.548896458056305, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.548914866219129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548914866364226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.548914866364226"
[1] "Starting iterative with newton 0.548914866364226"
[1] "Starting newton at: 0.667759053414632"
[1] "Newton iter: 1, lambda:0.5393953785808, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.546185674989706, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.546205396139594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546205396305682, diff to last: 0"
[1] "Final threshold is: 0.0047573102485136"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.17578141262668"
[1] "Newton iter: 1, lambda:0.977066841559981, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.00278163471412, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.00328030078481, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00328048575398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00328048575401, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00328048575401"
[1] "Starting iterative with newton 1.00328048575401"
[1] "Starting newton at: 1.26907977898754"
[1] "Newton iter: 1, lambda:1.10846362764265, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.12686787702767, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.12714324592312, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12714330686234, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12714330686234, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12714330686234"
[1] "Starting iterative with newton 1.12714330686234"
[1] "Starting newton at: 1.30079426367828"
[1] "Newton iter: 1, lambda:1.15539653123534, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.17101898555678, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.17122270700241, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17122274128908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17122274128908, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17122274128908"
[1] "Starting iterative with newton 1.17122274128908"
[1] "Starting newton at: 1.30849551999189"
[1] "Newton iter: 1, lambda:1.17262314841528, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.18648614921024, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.18664796121411, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18664798305436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18664798305436, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18664798305436"
[1] "Starting iterative with newton 1.18664798305436"
[1] "Starting newton at: 1.31306726175503"
[1] "Newton iter: 1, lambda:1.17813646976556, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.19185747433426, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.19201651529816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19201653646777, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19201653646777, diff to last: 0"
[1] "Final threshold is: 0.0103821612261892"
threshold is:
[{'ad': 0.0001321031162754452, 'da': 8.500454227724504e-05, 'dd': 0.00041272097641279745}, {'ad': 0.00034344018342990937, 'da': 0.0001303586210288752, 'dd': 0.0006678291134112736}, {'ad': 0.0007299032526947755, 'da': 0.000629074088196071, 'dd': 0.0013499186404313062}, {'ad': 0.0018097706851760162, 'da': 0.0017522650813431699, 'dd': 0.0038223750235620714}, {'ad': 0.00508030798056042, 'da': 0.004757310248513599, 'dd': 0.010382161226189195}]
Number of points in noise estimation: 128
Estimated noise: 0.008709745971271533
0.008709745971271533
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.3764928541634"
[1] "Starting iterative with newton 60.3764928541634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.71534187809"
[1] "Starting iterative with newton 52.71534187809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.4580978465099"
[1] "Starting iterative with newton 46.4580978465099"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.4911812772423"
[1] "Starting iterative with newton 24.4911812772423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.7666837833563"
[1] "Starting iterative with newton 23.7666837833563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.08391330964"
[1] "Starting iterative with newton 14.08391330964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.80212347961423"
[1] "Starting iterative with newton 8.80212347961423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.95900571461984"
[1] "Starting iterative with newton 8.95900571461984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.5106096285203"
[1] "Starting iterative with newton 4.5106096285203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39256362337986"
[1] "Starting iterative with newton 3.39256362337986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.45704244947659"
[1] "Starting iterative with newton 3.45704244947659"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69536712765224"
[1] "Starting iterative with newton 1.69536712765224"
[1] "Starting newton at: 2.00195421863693"
[1] "Newton iter: 1, lambda:1.56202619086088, diff to last: 0.44"
[1] "Newton iter: 2, lambda:1.51073079698464, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.50876273782194, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50875966365508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50875966364756, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50875966365508"
[1] "Starting iterative with newton 1.50875966365508"
[1] "Starting newton at: 1.82290213656616"
[1] "Newton iter: 1, lambda:1.43512695044287, diff to last: 0.388"
[1] "Newton iter: 2, lambda:1.36484279502813, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.3600522197762, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.36002855826426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3600285576853, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36002855826426"
[1] "Starting iterative with newton 1.36002855826426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31499151094572"
[1] "Starting iterative with newton 1.31499151094572"
[1] "Starting newton at: 1.55372774081048"
[1] "Newton iter: 1, lambda:1.34532078740611, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.31094855320679, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30969031215541, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30968858335342, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30968858335015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30968858335015"
[1] "Starting iterative with newton 1.30968858335015"
[1] "Starting newton at: 1.54551949239263"
[1] "Newton iter: 1, lambda:1.33871188026421, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.30422116121953, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30293796976957, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30293614962885, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30293614962518, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30293614962518"
[1] "Starting iterative with newton 1.30293614962518"
[1] "Starting newton at: 1.53544740449919"
[1] "Newton iter: 1, lambda:1.33026074951953, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.29551358037636, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.29418973391291, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29418776583276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29418776582841, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29418776583276"
[1] "Starting iterative with newton 1.29418776583276"
[1] "Starting newton at: 1.52711936973202"
[1] "Newton iter: 1, lambda:1.32195639885173, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.28651920083337, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.2851192700018, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2851170331251, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28511703311938, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28511703311938"
[1] "Starting iterative with newton 1.28511703311938"
[1] "Starting newton at: 1.51676612614297"
[1] "Newton iter: 1, lambda:1.31298657819651, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.27719134903475, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.27573794541881, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27573549362568, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2757354936187, diff to last: 0"
[1] "Final threshold is: 0.0111113320759536"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38378034993549"
[1] "Starting iterative with newton 1.38378034993549"
[1] "Starting newton at: 1.61955745807214"
[1] "Newton iter: 1, lambda:1.39498195518746, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.36046177090259, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.35930332195921, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35930197838847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35930197838666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35930197838847"
[1] "Starting iterative with newton 1.35930197838847"
[1] "Starting newton at: 1.59821240579055"
[1] "Newton iter: 1, lambda:1.37263323471787, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.33584636456436, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.33446945462616, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33446746858917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33446746858504, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33446746858504"
[1] "Starting iterative with newton 1.33446746858504"
[1] "Starting newton at: 1.56903070098803"
[1] "Newton iter: 1, lambda:1.34821451253467, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.31043599215108, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.30891269469186, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30891014909152, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3089101490844, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3089101490844"
[1] "Starting iterative with newton 1.3089101490844"
[1] "Starting newton at: 1.55011994340901"
[1] "Newton iter: 1, lambda:1.32637386901277, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.28568575485387, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.28383781085831, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28383389325667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28383389323904, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28383389325667"
[1] "Starting iterative with newton 1.28383389325667"
[1] "Starting newton at: 1.52489707084232"
[1] "Newton iter: 1, lambda:1.30033202425927, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.25677981024701, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.2545483985907, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.25454238326272, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25454238321896, diff to last: 0"
[1] "Final threshold is: 0.0109267454684118"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.55283262943829"
[1] "Newton iter: 1, lambda:1.63687811578628, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.63254214691547, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.63253200350499, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63253200344904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63253200344904"
[1] "Starting iterative with newton 1.63253200344904"
[1] "Starting newton at: 2.15960836799874"
[1] "Newton iter: 1, lambda:2.10797356666515, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.10838033073219, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10838034884449, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10838034884449, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10838034884449"
[1] "Starting iterative with newton 2.10838034884449"
[1] "Starting newton at: 2.27056730229803"
[1] "Newton iter: 1, lambda:2.29509865862158, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.29522213452485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.29522213791172, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.29522213452485"
[1] "Starting iterative with newton 2.29522213452485"
[1] "Starting newton at: 2.45905585104585"
[1] "Newton iter: 1, lambda:2.36370711483049, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.36645195436537, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.36645384831297, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36645384831388, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.36645384831297"
[1] "Starting iterative with newton 2.36645384831297"
[1] "Starting newton at: 2.52764440017729"
[1] "Newton iter: 1, lambda:2.38897536064973, diff to last: 0.139"
[1] "Newton iter: 2, lambda:2.3952421064098, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.39525234132367, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39525234135134, diff to last: 0"
[1] "Final threshold is: 0.0208620394302635"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011111332075953554, 'da': 0.010926745468411846, 'dd': 0.020862039430263542}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549436316042965. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004256478214627032
0.004256478214627032
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 123.544369048799"
[1] "Starting iterative with newton 123.544369048799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 107.867869491052"
[1] "Starting iterative with newton 107.867869491052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 95.0640905810518"
[1] "Starting iterative with newton 95.0640905810518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.1146620997878"
[1] "Starting iterative with newton 50.1146620997878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.6321714560238"
[1] "Starting iterative with newton 48.6321714560238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8189674710042"
[1] "Starting iterative with newton 28.8189674710042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.0111950888775"
[1] "Starting iterative with newton 18.0111950888775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.3322126873252"
[1] "Starting iterative with newton 18.3322126873252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.22975804386342"
[1] "Starting iterative with newton 9.22975804386342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.94197546917416"
[1] "Starting iterative with newton 6.94197546917416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07391416767341"
[1] "Starting iterative with newton 7.07391416767341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.46911607797084"
[1] "Starting iterative with newton 3.46911607797084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69077895790883"
[1] "Starting iterative with newton 2.69077895790883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.83153694680225"
[1] "Starting iterative with newton 2.83153694680225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38016315089939"
[1] "Starting iterative with newton 1.38016315089939"
[1] "Starting newton at: 1.62089445796509"
[1] "Newton iter: 1, lambda:1.40511152265424, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.3735623905477, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.37261848825852, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37261761955865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37261761955791, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37261761955865"
[1] "Starting iterative with newton 1.37261761955865"
[1] "Starting newton at: 1.61225008378132"
[1] "Newton iter: 1, lambda:1.39706821099676, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.36500995168296, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.36401945803628, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36401848613891, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36401848613797, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36401848613797"
[1] "Starting iterative with newton 1.36401848613797"
[1] "Starting newton at: 1.60348085177023"
[1] "Newton iter: 1, lambda:1.38841499378232, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.35567826359121, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.35462719996871, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35462608650602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35462608650477, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35462608650477"
[1] "Starting iterative with newton 1.35462608650477"
[1] "Starting newton at: 1.60012367781472"
[1] "Newton iter: 1, lambda:1.38203360755763, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.34802049592039, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.34687025019178, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34686889763873, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34686889763686, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34686889763686"
[1] "Starting iterative with newton 1.34686889763686"
[1] "Starting newton at: 1.58936112691182"
[1] "Newton iter: 1, lambda:1.37256677394792, diff to last: 0.217"
[1] "Newton iter: 2, lambda:1.33807054869995, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.33686499626547, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33686348313825, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33686348313587, diff to last: 0"
[1] "Final threshold is: 0.00569033029189824"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.005690330291898236}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549436316042965. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004256478214627032
0.004256478214627032
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.024934282217486, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249420402100983, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249420402108492, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249420402100983"
[1] "Starting iterative with newton 0.0249420402100983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00568066767677758, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00568093611308014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00568093611308074, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00568093611308014"
[1] "Starting iterative with newton 0.00568093611308014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00553349385279037, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00553374578048071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00553374578048124, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00553374578048071"
[1] "Starting iterative with newton 0.00553374578048071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00553237681537749, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00553262861996004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00553262861996056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00553262861996004"
[1] "Starting iterative with newton 0.00553262861996004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00553236833761686, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00553262014126521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00553262014126573, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.35494771011021e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124902599125296, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124912582880292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124912582880355, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124912582880292"
[1] "Starting iterative with newton 0.0124912582880292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00419429422990575, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00419441150937163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00419441150937172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00419441150937163"
[1] "Starting iterative with newton 0.00419441150937163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00414309933457663, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00414321324509808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00414321324509816, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00414321324509808"
[1] "Starting iterative with newton 0.00414321324509808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00414278448307265, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00414289837302961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00414289837302969, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00414289837302961"
[1] "Starting iterative with newton 0.00414289837302961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00414278254675946, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00414289643658996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00414289643659004, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.76341484278011e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0604161207902055, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0605335799877262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0605335804310236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0605335799877262"
[1] "Starting iterative with newton 0.0605335799877262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356657032776922, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356957238775032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356957238987669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0356957238987669"
[1] "Starting iterative with newton 0.0356957238987669"
[1] "Starting newton at: 0.00757810757129876"
[1] "Newton iter: 1, lambda:0.0353861986418243, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0354043920914019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0354043920991876, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0354043920914019"
[1] "Starting iterative with newton 0.0354043920914019"
[1] "Starting newton at: 0.00786943937866376"
[1] "Newton iter: 1, lambda:0.0353830995865666, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0354009091690587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035400909176519, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0354009091690587"
[1] "Starting iterative with newton 0.0354009091690587"
[1] "Starting newton at: 0.00787292230100697"
[1] "Newton iter: 1, lambda:0.0353830624998184, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0354008675179086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0354008675253651, diff to last: 0"
[1] "Final threshold is: 0.000150683021400614"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0634322422445798, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0635900927775915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0635900937538258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0635900927775915"
[1] "Starting iterative with newton 0.0635900927775915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023767704389452, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237792307711819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237792307738925, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0237792307738925"
[1] "Starting iterative with newton 0.0237792307738925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231781129712446, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231889740825185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231889740849031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0231889740825185"
[1] "Starting iterative with newton 0.0231889740825185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231693350935052, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231801864643476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231801864667276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0231801864643476"
[1] "Starting iterative with newton 0.0231801864643476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231692044028368, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231800556286936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231800556310736, diff to last: 0"
[1] "Final threshold is: 9.86654017973772e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0330540193260996, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330810033502184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330810033681994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0330810033681994"
[1] "Starting iterative with newton 0.0330810033681994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00692356791398966, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00692382342578227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00692382342578262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00692382342578227"
[1] "Starting iterative with newton 0.00692382342578227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00685736744069065, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00685761459444667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.006857614594447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00685761459444667"
[1] "Starting iterative with newton 0.00685761459444667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00685719709733649, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00685744423020741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00685744423020773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00685744423020741"
[1] "Starting iterative with newton 0.00685744423020741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00685719665900199, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00685744379181917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00685744379181949, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.91885601079077e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12164596497356, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.122785339949883, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122785439517794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122785439517795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.122785439517794"
[1] "Starting iterative with newton 0.122785439517794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0450778971662086, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0451533370152124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0451533372264496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0451533372264496"
[1] "Starting iterative with newton 0.0451533372264496"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430481677663294, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0431156557400976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0431156559059327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0431156557400976"
[1] "Starting iterative with newton 0.0431156557400976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0429939970278268, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430612812708435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430612814355957, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0430612812708435"
[1] "Starting iterative with newton 0.0430612812708435"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0429925507456816, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430598295554657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430598297201891, diff to last: 0"
[1] "Final threshold is: 0.000183283226428393"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153256508874449, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.155491037082577, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.155491509191822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155491509191843, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.155491509191843"
[1] "Starting iterative with newton 0.155491509191843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0432098387627837, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0432836475604734, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0432836477758297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0432836475604734"
[1] "Starting iterative with newton 0.0432836475604734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399324664654789, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039992914263064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399929144015776, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.039992914263064"
[1] "Starting iterative with newton 0.039992914263064"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398356532370522, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398957341349956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398957342716642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0398957341349956"
[1] "Starting iterative with newton 0.0398957341349956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398327935089616, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398928635926927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398928637293072, diff to last: 0"
[1] "Final threshold is: 0.000169803104801384"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12944110554807, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.13080057242373, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130800721747276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130800721747278, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130800721747276"
[1] "Starting iterative with newton 0.130800721747276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037116059027353, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371646799234811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371646800069124, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0371646799234811"
[1] "Starting iterative with newton 0.0371646799234811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0346346422918935, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.034675487181942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346754872387468, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0346754872387468"
[1] "Starting iterative with newton 0.0346754872387468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345685867520512, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346092364626517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346092365188603, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0346092364626517"
[1] "Starting iterative with newton 0.0346092364626517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345668286168654, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346074731407604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346074731969532, diff to last: 0"
[1] "Final threshold is: 0.00014730595572612"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.314444395026438"
[1] "Newton iter: 1, lambda:0.264370312651409, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.264779591028636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26477961855006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26477961855006, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26477961855006"
[1] "Starting iterative with newton 0.26477961855006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0801482133024242, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0806373570736741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0806373752878933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0806373752878933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0806373752878933"
[1] "Starting iterative with newton 0.0806373752878933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0698571257530445, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0702029541488746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070202962624069, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0702029541488746"
[1] "Starting iterative with newton 0.0702029541488746"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0692793994763126, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0696180710047649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0696180790979911, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0696180710047649"
[1] "Starting iterative with newton 0.0696180710047649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0692470381582196, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0695853114985665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0695853195708241, diff to last: 0"
[1] "Final threshold is: 0.000296188396811073"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.444408805861356"
[1] "Newton iter: 1, lambda:0.351733719586899, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.353539145854302, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.353539843434143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353539843434247, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.353539843434247"
[1] "Starting iterative with newton 0.353539843434247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118395783177785, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119808212541743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11980841332863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119808413328634, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.119808413328634"
[1] "Starting iterative with newton 0.119808413328634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103241387468213, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104235426460509, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1042355185588, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104235518558801, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1042355185588"
[1] "Starting iterative with newton 0.1042355185588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102213701382683, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103182879506149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103182966593478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103182966593479, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103182966593478"
[1] "Starting iterative with newton 0.103182966593478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102144143878594, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103111654748838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103111741505714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103111741505714, diff to last: 0"
[1] "Final threshold is: 0.000438892881391324"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.360727456937312"
[1] "Newton iter: 1, lambda:0.350454661500364, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.350476969424494, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350476969529882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350476969424494"
[1] "Starting iterative with newton 0.350476969424494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113121263202576, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114369748501803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114369900416653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114369900416655, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114369900416655"
[1] "Starting iterative with newton 0.114369900416655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0976576420770184, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0985195755895818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0985196426970535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0985196426970539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0985196426970535"
[1] "Starting iterative with newton 0.0985196426970535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0966042157407323, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974431299639134, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974431931957494, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974431931957497, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0974431931957494"
[1] "Starting iterative with newton 0.0974431931957494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0965325924329156, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0973699562704283, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0973700192458135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0973700192458138, diff to last: 0"
[1] "Final threshold is: 0.000414453365677621"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.46911607797084"
[1] "Starting iterative with newton 3.46911607797084"
[1] "Starting newton at: 0.656027529449585"
[1] "Newton iter: 1, lambda:0.567888853119672, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.570509391595093, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.570511776274175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570511776276148, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570511776274175"
[1] "Starting iterative with newton 0.570511776274175"
[1] "Starting newton at: 0.306038886672317"
[1] "Newton iter: 1, lambda:0.253639840804609, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.254193045104492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254193107022356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254193107022357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.254193107022356"
[1] "Starting iterative with newton 0.254193107022356"
[1] "Starting newton at: 0.316848951819917"
[1] "Newton iter: 1, lambda:0.211274080250616, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.213319400113285, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.21332017278302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21332017278313, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.21332017278302"
[1] "Starting iterative with newton 0.21332017278302"
[1] "Starting newton at: 0.306119189258586"
[1] "Newton iter: 1, lambda:0.206101866987982, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.207915791011633, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207916391091419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207916391091485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207916391091419"
[1] "Starting iterative with newton 0.207916391091419"
[1] "Starting newton at: 0.301478347534251"
[1] "Newton iter: 1, lambda:0.205532221835172, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.207199199833106, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207199705767411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207199705767458, diff to last: 0"
[1] "Final threshold is: 0.000881941033676117"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.69077895790883"
[1] "Starting iterative with newton 2.69077895790883"
[1] "Starting newton at: 0.637110910685089"
[1] "Newton iter: 1, lambda:0.607257703459236, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.607598997407489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607599042433656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607599042433657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607599042433657"
[1] "Starting iterative with newton 0.607599042433657"
[1] "Starting newton at: 0.303022466669828"
[1] "Newton iter: 1, lambda:0.31829951365822, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.318358511967446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318358512846087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318358511967446"
[1] "Starting iterative with newton 0.318358511967446"
[1] "Starting newton at: 0.294069950652951"
[1] "Newton iter: 1, lambda:0.272365323152925, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.272474420832069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272474423592871, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272474420832069"
[1] "Starting iterative with newton 0.272474420832069"
[1] "Starting newton at: 0.292655225749842"
[1] "Newton iter: 1, lambda:0.264869210840013, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.265045403306986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265045410405306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.265045410405306"
[1] "Starting iterative with newton 0.265045410405306"
[1] "Starting newton at: 0.295153899890611"
[1] "Newton iter: 1, lambda:0.263611953970905, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.263838408407339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263838420105704, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263838420105704, diff to last: 0"
[1] "Final threshold is: 0.00112302243756771"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.83153694680225"
[1] "Starting iterative with newton 2.83153694680225"
[1] "Starting newton at: 0.637543792541555"
[1] "Newton iter: 1, lambda:0.59698303327304, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.597592847169226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.597592986784978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597592986784985, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.597592986784978"
[1] "Starting iterative with newton 0.597592986784978"
[1] "Starting newton at: 0.304028745703408"
[1] "Newton iter: 1, lambda:0.301648706860248, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.301650068843685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301650068844131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301650068843685"
[1] "Starting iterative with newton 0.301650068843685"
[1] "Starting newton at: 0.305341079290697"
[1] "Newton iter: 1, lambda:0.256249372086156, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.256778107534966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256778169078196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256778169078197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.256778169078196"
[1] "Starting iterative with newton 0.256778169078196"
[1] "Starting newton at: 0.302117220459568"
[1] "Newton iter: 1, lambda:0.249231696292103, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.24983657188841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249836651291349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249836651291351, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.249836651291349"
[1] "Starting iterative with newton 0.249836651291349"
[1] "Starting newton at: 0.30374110476122"
[1] "Newton iter: 1, lambda:0.248091089149138, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.248759251302503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248759347974599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248759347974601, diff to last: 0"
[1] "Final threshold is: 0.00105883874533871"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38016315089939"
[1] "Starting iterative with newton 1.38016315089939"
[1] "Starting newton at: 0.671871680278336"
[1] "Newton iter: 1, lambda:0.741081919172666, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.74356335199158, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.7435664676184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743566467623307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.7435664676184"
[1] "Starting iterative with newton 0.7435664676184"
[1] "Starting newton at: 0.628165904025548"
[1] "Newton iter: 1, lambda:0.595918130910762, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.596376677321409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596376770906859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596376770906863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.596376770906859"
[1] "Starting iterative with newton 0.596376770906859"
[1] "Starting newton at: 0.627828140419492"
[1] "Newton iter: 1, lambda:0.55640399234985, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.55855466789493, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.558556657176116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.558556657177817, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.558556657176116"
[1] "Starting iterative with newton 0.558556657176116"
[1] "Starting newton at: 0.626891390822779"
[1] "Newton iter: 1, lambda:0.545840192229523, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.548577782253192, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.54858097596511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548580975969454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.54858097596511"
[1] "Starting iterative with newton 0.54858097596511"
[1] "Starting newton at: 0.625943762191313"
[1] "Newton iter: 1, lambda:0.543074874806145, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.545928458092894, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.545931919649616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545931919654706, diff to last: 0"
[1] "Final threshold is: 0.0023237473226581"
threshold is:
[{'ad': 2.354947710110208e-05, 'da': 1.7634148427801104e-05, 'dd': 0.00015068302140061417}, {'ad': 9.866540179737717e-05, 'da': 2.9188560107907665e-05, 'dd': 0.00018328322642839298}, {'ad': 0.00016980310480138418, 'da': 0.00014730595572612037, 'dd': 0.00029618839681107273}, {'ad': 0.0004388928813913238, 'da': 0.00041445336567762133, 'dd': 0.0008819410336761168}, {'ad': 0.0011230224375677093, 'da': 0.0010588387453387127, 'dd': 0.0023237473226581035}]
Number of points in noise estimation: 128
Estimated noise: 0.008709745971271533
0.008709745971271533
threshold is:
[{'ad': 0.0055910582280382926, 'da': 0.006335926019026613, 'dd': 0.0008823430569033786}, {'ad': 0.00024624926132144065, 'da': 0.0008359450069665698, 'dd': 0.001337968723541083}, {'ad': 0.0005978303037508237, 'da': 0.0010394561060722354, 'dd': 0.0009646555771733595}, {'ad': 0.0017252370154336172, 'da': 0.0014019263194195528, 'dd': 0.0038129850364796766}, {'ad': 0.004547318034628822, 'da': 0.0044784281215279435, 'dd': 0.008201686379869863}]
['stjerten256', 0.025, 1, 0.00010543810731333445, 8.63218891989961e-05, 8.855689888036672e-05, 0.0004166495612851508, 8.551881820481274e-05, 0.00010744957637613708, 9.661385088513288e-05, 0.00010520428748534283, 39.77002398565243, 40.638790634627625, 40.527776001546904, 33.80229071132311, 40.67938309327282, 39.687952923909535, 40.149606072100674, 39.77966560626362]
stjerten256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.008687838258619487
0.008687838258619487
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0562141346115708, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0563377999782074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0563378005761418, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0563378005761418"
[1] "Starting iterative with newton 0.0563378005761418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00714676765989066, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00714743343285018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00714743343285596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00714743343285018"
[1] "Starting iterative with newton 0.00714743343285018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00660941876915633, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00660996297006746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00660996297007115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00660996297006746"
[1] "Starting iterative with newton 0.00660996297006746"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00660370417043775, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00660424715614513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00660424715614881, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00660424715614513"
[1] "Starting iterative with newton 0.00660424715614513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00660364341579081, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00660418638858746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00660418638859113, diff to last: 0"
[1] "Final threshold is: 5.73761031738242e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271994394915724, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.027214440173531, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0272144401780926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.027214440173531"
[1] "Starting iterative with newton 0.027214440173531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00920350609803378, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00920415138507177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00920415138507494, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00920415138507494"
[1] "Starting iterative with newton 0.00920415138507494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00907151671091993, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00907214468092627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00907214468092928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00907214468092627"
[1] "Starting iterative with newton 0.00907214468092627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00907054572537175, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00907117356836521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00907117356836822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00907117356836521"
[1] "Starting iterative with newton 0.00907117356836521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00907053858209193, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00907116642415102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00907116642415403, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.88088267100699e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0634398618593508, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636276385487989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636276401918607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0636276385487989"
[1] "Starting iterative with newton 0.0636276385487989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208781470624337, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208856703066683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208856703076452, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208856703076452"
[1] "Starting iterative with newton 0.0208856703076452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203710446603751, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203781227160712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203781227169257, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0203781227160712"
[1] "Starting iterative with newton 0.0203781227160712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203649477212788, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203720205566395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203720205574926, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0203720205574926"
[1] "Starting iterative with newton 0.0203720205574926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203648744083963, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203719471810034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203719471818564, diff to last: 0"
[1] "Final threshold is: 0.000176988182129108"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123243138477791, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124316654498045, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124316735526078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124316735526078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124316735526078"
[1] "Starting iterative with newton 0.124316735526078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0385087032324435, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0385646544921482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385646546102595, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0385646544921482"
[1] "Starting iterative with newton 0.0385646544921482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359616542286336, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0360088875649032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0360088876463844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0360088875649032"
[1] "Starting iterative with newton 0.0360088875649032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358857763080828, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359327638823069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359327639628625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0359327638823069"
[1] "Starting iterative with newton 0.0359327638823069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358835163781357, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359304966447607, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359304967252888, diff to last: 0"
[1] "Final threshold is: 0.000312158343401551"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932661161364448, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938312530245562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938312737450434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938312737450434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0938312737450434"
[1] "Starting iterative with newton 0.0938312737450434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221934729542265, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0222046652408675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0222046652437139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0222046652408675"
[1] "Starting iterative with newton 0.0222046652408675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208565477038003, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208661652492793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208661652513243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0208661652492793"
[1] "Starting iterative with newton 0.0208661652492793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208316617237341, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208412512895377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208412512915698, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208412512895377"
[1] "Starting iterative with newton 0.0208412512895377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208311985546204, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208407876001307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208407876021625, diff to last: 0"
[1] "Final threshold is: 0.00018106139186983"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.420620395027847"
[1] "Newton iter: 1, lambda:0.204823240261181, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.21036114718859, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.210364915711872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210364915713616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210364915711872"
[1] "Starting iterative with newton 0.210364915711872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0821712454746763, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0827149210980136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0827149448724196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0827149448724196, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0827149448724196"
[1] "Starting iterative with newton 0.0827149448724196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.073874987718264, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0742977746514169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0742977884899308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0742977884899308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0742977884899308"
[1] "Starting iterative with newton 0.0742977884899308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.07333104763615, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737464570113233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737464703337693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0737464703337693, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0737464703337693"
[1] "Starting iterative with newton 0.0737464703337693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732954422620976, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737103710770428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737103843662307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0737103843662307, diff to last: 0"
[1] "Final threshold is: 0.000640383781900171"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.358708399763802"
[1] "Newton iter: 1, lambda:0.284847210201637, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.285773511342166, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.285773658742786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28577365874279, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.28577365874279"
[1] "Starting iterative with newton 0.28577365874279"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945688363285597, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0953317390521529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0953317886731721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0953317886731723, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0953317886731721"
[1] "Starting iterative with newton 0.0953317886731721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831449221169616, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0836956544758372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0836956786337109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0836956786337109, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0836956786337109"
[1] "Starting iterative with newton 0.0836956786337109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0824415844243844, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0829806930704566, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0829807161194612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0829807161194613, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0829807161194612"
[1] "Starting iterative with newton 0.0829807161194612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0823983497675526, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0829367491375032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0829367721197774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0829367721197775, diff to last: 0"
[1] "Final threshold is: 0.000720541261868608"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.258492512700909"
[1] "Newton iter: 1, lambda:0.266965981689317, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.266977667012709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266977667034909, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.266977667034909"
[1] "Starting iterative with newton 0.266977667034909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0868314700105592, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0874284253647933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0874284535638391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0874284535638391, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0874284535638391"
[1] "Starting iterative with newton 0.0874284535638391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0767118829008314, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0771489122294055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0771489264103976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0771489264103976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0771489264103976"
[1] "Starting iterative with newton 0.0771489264103976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0761302284690452, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765590043026243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765590179008865, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0765590179008865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0765590179008865"
[1] "Starting iterative with newton 0.0765590179008865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760968420445817, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765251471489958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765251607144281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0765251607144281, diff to last: 0"
[1] "Final threshold is: 0.000664838219001813"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.348107662068468"
[1] "Newton iter: 1, lambda:0.476800815456528, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.481759930923794, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.481767101738262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481767101753236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.481767101738262"
[1] "Starting iterative with newton 0.481767101738262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.178872329403675, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.183896788128473, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183900743271597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183900743274047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183900743271597"
[1] "Starting iterative with newton 0.183900743271597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149622283140625, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152787437894668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152788853237991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152788853238274, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152788853237991"
[1] "Starting iterative with newton 0.152788853237991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146544480156304, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.14954534873406, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149546606291694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149546606291914, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.149546606291914"
[1] "Starting iterative with newton 0.149546606291914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146223373183793, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149207430871842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149208672866275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14920867286649, diff to last: 0"
[1] "Final threshold is: 0.00129630081664546"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.43150607555304"
[1] "Starting iterative with newton 3.43150607555304"
[1] "Starting newton at: 0.612575504969199"
[1] "Newton iter: 1, lambda:0.579344740905071, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.579733916108118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579733970040779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57973397004078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579733970040779"
[1] "Starting iterative with newton 0.579733970040779"
[1] "Starting newton at: 0.344608996305492"
[1] "Newton iter: 1, lambda:0.2507802721775, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.252570688126868, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.252571345102341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252571345102429, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.252571345102429"
[1] "Starting iterative with newton 0.252571345102429"
[1] "Starting newton at: 0.341228121679076"
[1] "Newton iter: 1, lambda:0.206253385157042, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.209599722556141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.209601795694838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209601795695633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.209601795694838"
[1] "Starting iterative with newton 0.209601795694838"
[1] "Starting newton at: 0.333872893784576"
[1] "Newton iter: 1, lambda:0.200697694797471, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.203910528428562, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.203912411883641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203912411884288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.203912411883641"
[1] "Starting iterative with newton 0.203912411883641"
[1] "Starting newton at: 0.337230013768925"
[1] "Newton iter: 1, lambda:0.19973906760387, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.203156084370455, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.203158210706353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203158210707176, diff to last: 0"
[1] "Final threshold is: 0.00176500567552733"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.4180397162915"
[1] "Starting iterative with newton 3.4180397162915"
[1] "Starting newton at: 0.691362868224908"
[1] "Newton iter: 1, lambda:0.555083081862749, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.56114552200753, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.56115807720816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561158077261915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.56115807720816"
[1] "Starting iterative with newton 0.56115807720816"
[1] "Starting newton at: 0.343385611780272"
[1] "Newton iter: 1, lambda:0.246187990244096, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.248083445117808, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248084171694856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248084171694963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248084171694963"
[1] "Starting iterative with newton 0.248084171694963"
[1] "Starting newton at: 0.311413868571078"
[1] "Newton iter: 1, lambda:0.20495331412214, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.207021736542338, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207022521887574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207022521887687, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.207022521887574"
[1] "Starting iterative with newton 0.207022521887574"
[1] "Starting newton at: 0.311801135074067"
[1] "Newton iter: 1, lambda:0.199287084545189, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.201565881794562, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201566822002987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201566822003147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.201566822002987"
[1] "Starting iterative with newton 0.201566822002987"
[1] "Starting newton at: 0.314979299008901"
[1] "Newton iter: 1, lambda:0.198398156659524, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.200839663884307, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.200840741166261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200840741166471, diff to last: 0"
[1] "Final threshold is: 0.00174487187499556"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.69412811414112"
[1] "Starting iterative with newton 1.69412811414112"
[1] "Starting newton at: 0.750647068472937"
[1] "Newton iter: 1, lambda:0.69009232532521, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.6917465864044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.691747849831602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691747849832339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691747849831602"
[1] "Starting iterative with newton 0.691747849831602"
[1] "Starting newton at: 0.464158660332156"
[1] "Newton iter: 1, lambda:0.493153448288597, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.493470407372378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.493470445040733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493470445040733, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493470445040733"
[1] "Starting iterative with newton 0.493470445040733"
[1] "Starting newton at: 0.471673303000365"
[1] "Newton iter: 1, lambda:0.449288090396532, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.449465870852368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.449465882110651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449465882110651, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.449465882110651"
[1] "Starting iterative with newton 0.449465882110651"
[1] "Starting newton at: 0.465002724730889"
[1] "Newton iter: 1, lambda:0.439229407667359, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.439462172969114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439462192039363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439462192039363, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.439462192039363"
[1] "Starting iterative with newton 0.439462192039363"
[1] "Starting newton at: 0.465294885309452"
[1] "Newton iter: 1, lambda:0.436893812757262, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.437175565357167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437175593222629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437175593222629, diff to last: 0"
[1] "Final threshold is: 0.00379811084453422"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.32488028542208"
[1] "Starting iterative with newton 1.32488028542208"
[1] "Starting newton at: 0.64364050198822"
[1] "Newton iter: 1, lambda:0.762619377591244, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.770521986210603, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.77055556894194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.77055556954653, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.77055556894194"
[1] "Starting iterative with newton 0.77055556894194"
[1] "Starting newton at: 0.659260365746412"
[1] "Newton iter: 1, lambda:0.629884171286629, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.630290075029078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.630290153225342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.630290153225345, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.630290153225345"
[1] "Starting iterative with newton 0.630290153225345"
[1] "Starting newton at: 0.648075362874763"
[1] "Newton iter: 1, lambda:0.590941068700736, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.592411208324702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592412198018452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5924121980189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.5924121980189"
[1] "Starting iterative with newton 0.5924121980189"
[1] "Starting newton at: 0.653463678462849"
[1] "Newton iter: 1, lambda:0.579584729704371, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.582006817282443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.582009477122016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582009477125222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.582009477125222"
[1] "Starting iterative with newton 0.582009477125222"
[1] "Starting newton at: 0.655860019943692"
[1] "Newton iter: 1, lambda:0.576342171717002, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.579135797179928, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.579139325974847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579139325980473, diff to last: 0"
[1] "Final threshold is: 0.00503146879327537"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.3937287844169"
[1] "Starting iterative with newton 1.3937287844169"
[1] "Starting newton at: 0.680875211706221"
[1] "Newton iter: 1, lambda:0.736638000841897, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.738230428221463, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.738231702249132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738231702249947, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738231702249132"
[1] "Starting iterative with newton 0.738231702249132"
[1] "Starting newton at: 0.662537730447839"
[1] "Newton iter: 1, lambda:0.587150916746306, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.589591506566846, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.589594123530988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589594123533995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.589594123530988"
[1] "Starting iterative with newton 0.589594123530988"
[1] "Starting newton at: 0.657907232269233"
[1] "Newton iter: 1, lambda:0.547484629146945, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.552494857812684, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.552505506777336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552505506825385, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.552505506825385"
[1] "Starting iterative with newton 0.552505506825385"
[1] "Starting newton at: 0.653108226817003"
[1] "Newton iter: 1, lambda:0.537590369590466, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.543018843801518, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.54303123064694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543031230711354, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.54303123064694"
[1] "Starting iterative with newton 0.54303123064694"
[1] "Starting newton at: 0.652105741798254"
[1] "Newton iter: 1, lambda:0.535021742487489, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.540583586501765, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.540596558766881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540596558837358, diff to last: 0"
[1] "Final threshold is: 0.00469661546634524"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.141238136883"
[1] "Newton iter: 1, lambda:0.998472810402469, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.01236808311387, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.01251364156586, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01251365741602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01251365741602, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01251365741602"
[1] "Starting iterative with newton 1.01251365741602"
[1] "Starting newton at: 1.26741198523013"
[1] "Newton iter: 1, lambda:1.12421004204018, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.1391479477988, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.13933040224363, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13933042920518, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13933042920519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13933040224363"
[1] "Starting iterative with newton 1.13933040224363"
[1] "Starting newton at: 1.29480815550115"
[1] "Newton iter: 1, lambda:1.17277105090514, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.18408162558332, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.18418906639487, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18418907601611, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18418907601611"
[1] "Starting iterative with newton 1.18418907601611"
[1] "Starting newton at: 1.31103330453866"
[1] "Newton iter: 1, lambda:1.18812378358551, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.19968807504969, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.19980155944146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19980157028414, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19980157028414, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19980157028414"
[1] "Starting iterative with newton 1.19980157028414"
[1] "Starting newton at: 1.31588840148078"
[1] "Newton iter: 1, lambda:1.1936092148239, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.20509568393614, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.2052080364105, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20520804707512, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20520804707511, diff to last: 0"
[1] "Final threshold is: 0.0104706524883228"
threshold is:
[{'ad': 5.7376103173824154e-05, 'da': 7.880882671006992e-05, 'dd': 0.00017698818212910785}, {'ad': 0.00031215834340155094, 'da': 0.00018106139186983042, 'dd': 0.0006403837819001714}, {'ad': 0.0007205412618686082, 'da': 0.000664838219001813, 'dd': 0.0012963008166454611}, {'ad': 0.0017650056755273318, 'da': 0.0017448718749955602, 'dd': 0.0037981108445342233}, {'ad': 0.005031468793275374, 'da': 0.004696615466345243, 'dd': 0.010470652488322818}]
Number of points in noise estimation: 128
Estimated noise: 0.008687838258619487
0.008687838258619487
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.5163066297816"
[1] "Starting iterative with newton 60.5163066297816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.270740757905"
[1] "Starting iterative with newton 52.270740757905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 47.2335579580247"
[1] "Starting iterative with newton 47.2335579580247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.7402911963547"
[1] "Starting iterative with newton 24.7402911963547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.8853951431641"
[1] "Starting iterative with newton 23.8853951431641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5376849324675"
[1] "Starting iterative with newton 14.5376849324675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.92543974797404"
[1] "Starting iterative with newton 8.92543974797404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17833793258697"
[1] "Starting iterative with newton 9.17833793258697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.46986308541366"
[1] "Starting iterative with newton 4.46986308541366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.43150607555304"
[1] "Starting iterative with newton 3.43150607555304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4180397162915"
[1] "Starting iterative with newton 3.4180397162915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69412811414112"
[1] "Starting iterative with newton 1.69412811414112"
[1] "Starting newton at: 1.98700932619765"
[1] "Newton iter: 1, lambda:1.56198018636623, diff to last: 0.425"
[1] "Newton iter: 2, lambda:1.51057962388202, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.50858307456011, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50857988145962, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50857988145144, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50857988145962"
[1] "Starting iterative with newton 1.50857988145962"
[1] "Starting newton at: 1.80525748301631"
[1] "Newton iter: 1, lambda:1.43964938210788, diff to last: 0.366"
[1] "Newton iter: 2, lambda:1.37320020605665, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.36893141335482, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36891276765184, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36891276729516, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36891276729516"
[1] "Starting iterative with newton 1.36891276729516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32488028542208"
[1] "Starting iterative with newton 1.32488028542208"
[1] "Starting newton at: 1.56817583564095"
[1] "Newton iter: 1, lambda:1.35133239611396, diff to last: 0.217"
[1] "Newton iter: 2, lambda:1.31528001644381, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.31391078728806, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31390875819381, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31390875818935, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31390875818935"
[1] "Starting iterative with newton 1.31390875818935"
[1] "Starting newton at: 1.55952320940306"
[1] "Newton iter: 1, lambda:1.34291196308952, diff to last: 0.217"
[1] "Newton iter: 2, lambda:1.30616701595402, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.30472039501884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30471809209348, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30471809208764, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30471809208764"
[1] "Starting iterative with newton 1.30471809208764"
[1] "Starting newton at: 1.54952671007299"
[1] "Newton iter: 1, lambda:1.33416767343852, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.29697878256685, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.29547125298574, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29546870998901, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29546870998177, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29546870998177"
[1] "Starting iterative with newton 1.29546870998177"
[1] "Starting newton at: 1.53983701427125"
[1] "Newton iter: 1, lambda:1.3250832804787, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.28723974232485, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.28565021540268, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28564733796599, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28564733795655, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28564733796599"
[1] "Starting iterative with newton 1.28564733796599"
[1] "Starting newton at: 1.53388727841068"
[1] "Newton iter: 1, lambda:1.31836344009853, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.27967709622781, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.27799296521341, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27798969056709, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2779896905547, diff to last: 0"
[1] "Final threshold is: 0.01110296772783"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3937287844169"
[1] "Starting iterative with newton 1.3937287844169"
[1] "Starting newton at: 1.62675851288815"
[1] "Newton iter: 1, lambda:1.41525595574906, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.38501745238084, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.38416209466132, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.38416139173524, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38416139173476, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38416139173524"
[1] "Starting iterative with newton 1.38416139173524"
[1] "Starting newton at: 1.62000666491396"
[1] "Newton iter: 1, lambda:1.40723230339974, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.37608183485984, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.37515907014456, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37515823841086, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37515823841018, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37515823841018"
[1] "Starting iterative with newton 1.37515823841018"
[1] "Starting newton at: 1.61072036809807"
[1] "Newton iter: 1, lambda:1.39834142027778, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.36658770576779, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.36561169195693, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36561074504443, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36561074504354, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36561074504354"
[1] "Starting iterative with newton 1.36561074504354"
[1] "Starting newton at: 1.60100906152584"
[1] "Newton iter: 1, lambda:1.38877244462735, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.3562938058069, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.35525301854838, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35525192125988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35525192125866, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35525192125866"
[1] "Starting iterative with newton 1.35525192125866"
[1] "Starting newton at: 1.58946908184903"
[1] "Newton iter: 1, lambda:1.37878049309715, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.34588917545518, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.34480072798431, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34479950491634, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3447995049148, diff to last: 0"
[1] "Final threshold is: 0.0116834005889848"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.53022125872284"
[1] "Newton iter: 1, lambda:1.67350678542274, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.66084443225672, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.66076448396821, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66076448070307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66076448070307"
[1] "Starting iterative with newton 1.66076448070307"
[1] "Starting newton at: 2.18885283315457"
[1] "Newton iter: 1, lambda:2.13497074059835, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.13546856449784, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13546859636573, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13546859636573, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13546856449784"
[1] "Starting iterative with newton 2.13546856449784"
[1] "Starting newton at: 2.28677825465665"
[1] "Newton iter: 1, lambda:2.31763492351759, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.3178351390193, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31783514827066, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.31783514827066"
[1] "Starting iterative with newton 2.31783514827066"
[1] "Starting newton at: 2.49301223610731"
[1] "Newton iter: 1, lambda:2.39092810261391, diff to last: 0.102"
[1] "Newton iter: 2, lambda:2.39415087567377, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39415356643328, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39415356643517, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39415356643517"
[1] "Starting iterative with newton 2.39415356643517"
[1] "Starting newton at: 2.55647924632308"
[1] "Newton iter: 1, lambda:2.41425726192318, diff to last: 0.142"
[1] "Newton iter: 2, lambda:2.42091154856004, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.4209233530892, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42092335312684, diff to last: 0"
[1] "Final threshold is: 0.0210325905281537"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011102967727830032, 'da': 0.011683400588984759, 'dd': 0.021032590528153747}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546962368641499. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004259193076295736
0.004259193076295736
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 123.440256074472"
[1] "Starting iterative with newton 123.440256074472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.621074280544"
[1] "Starting iterative with newton 106.621074280544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 96.3463042336039"
[1] "Starting iterative with newton 96.3463042336039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.4648755139348"
[1] "Starting iterative with newton 50.4648755139348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.7210713461014"
[1] "Starting iterative with newton 48.7210713461014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.6537520336815"
[1] "Starting iterative with newton 29.6537520336815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2059783457602"
[1] "Starting iterative with newton 18.2059783457602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7218362757619"
[1] "Starting iterative with newton 18.7218362757619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.11755978858361"
[1] "Starting iterative with newton 9.11755978858361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.99953470853287"
[1] "Starting iterative with newton 6.99953470853287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.9720662305604"
[1] "Starting iterative with newton 6.9720662305604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4556571588529"
[1] "Starting iterative with newton 3.4556571588529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70247096705728"
[1] "Starting iterative with newton 2.70247096705728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.84290710434927"
[1] "Starting iterative with newton 2.84290710434927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37581409244227"
[1] "Starting iterative with newton 1.37581409244227"
[1] "Starting newton at: 1.59386279759602"
[1] "Newton iter: 1, lambda:1.39218737033802, diff to last: 0.202"
[1] "Newton iter: 2, lambda:1.36313306017807, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.36231745817487, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3623167993537, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36231679935327, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36231679935327"
[1] "Starting iterative with newton 1.36231679935327"
[1] "Starting newton at: 1.58179053393662"
[1] "Newton iter: 1, lambda:1.38110669520773, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.35148609961861, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.35061956256904, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35061880269899, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35061880269841, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35061880269841"
[1] "Starting iterative with newton 1.35061880269841"
[1] "Starting newton at: 1.57017003288888"
[1] "Newton iter: 1, lambda:1.36912081886515, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.33852828206632, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.33758143863703, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33758050949773, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33758050949683, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33758050949683"
[1] "Starting iterative with newton 1.33758050949683"
[1] "Starting newton at: 1.55328617346452"
[1] "Newton iter: 1, lambda:1.35374264929664, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.32238395188391, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.321358594486, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32135747226058, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32135747225924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32135747225924"
[1] "Starting iterative with newton 1.32135747225924"
[1] "Starting newton at: 1.53911185183854"
[1] "Newton iter: 1, lambda:1.33559220261387, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.30175829398924, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30051942659869, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30051772576847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30051772576527, diff to last: 0"
[1] "Final threshold is: 0.0055391560931793"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.005539156093179296}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546962368641499. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004259193076295736
0.004259193076295736
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171787399194992, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171832253909511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.017183225391257, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0171832253909511"
[1] "Starting iterative with newton 0.0171832253909511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000254611184043538, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000254611256906872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000254611184043538"
[1] "Starting iterative with newton 0.000254611184043538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000242804304092475, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000242804367954142, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000242804367954142"
[1] "Starting iterative with newton 0.000242804367954142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000242796239430513, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000242796303286288, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.03411633390716e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124686102599073, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012469581931547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124695819315529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.012469581931547"
[1] "Starting iterative with newton 0.012469581931547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324062707106974, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00324068994126762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324068994126764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00324068994126762"
[1] "Starting iterative with newton 0.00324068994126762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00319176719132365, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00319182775439626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00319182775439628, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00319182775439626"
[1] "Starting iterative with newton 0.00319182775439626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00319150975060177, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00319157030164287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00319157030164289, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00319157030164287"
[1] "Starting iterative with newton 0.00319157030164287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00319150839419253, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00319156894517024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00319156894517026, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.35935083537896e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0274255653212794, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.027438917534364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0274389175375283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0274389175375283"
[1] "Starting iterative with newton 0.0274389175375283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127704965056944, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127721287149001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127721287149268, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0127721287149001"
[1] "Starting iterative with newton 0.0127721287149001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126676264053004, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.01266922572951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126692257295355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.01266922572951"
[1] "Starting iterative with newton 0.01266922572951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126669005230368, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126684996176171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126684996176426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0126684996176171"
[1] "Starting iterative with newton 0.0126684996176171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126668954008076, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126684944937676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126684944937931, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.39575640349457e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644143273726963, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0645798579834993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0645798590755311, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0645798579834993"
[1] "Starting iterative with newton 0.0645798579834993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016573018168766, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165778125845369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165778125849382, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0165778125845369"
[1] "Starting iterative with newton 0.0165778125845369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158898807969888, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158941951954014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158941951957194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0158941951954014"
[1] "Starting iterative with newton 0.0158941951954014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158801880596929, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158844958728791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158844958731961, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0158844958731961"
[1] "Starting iterative with newton 0.0158844958731961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158800505448974, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158843582647011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158843582650181, diff to last: 0"
[1] "Final threshold is: 6.7654548742416e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380984087679012, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0381318084545636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381318084802264, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0381318084545636"
[1] "Starting iterative with newton 0.0381318084545636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00845575000806718, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00845644783660522, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00845644783660997, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00845644783660522"
[1] "Starting iterative with newton 0.00845644783660522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822320806304616, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822385676868817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822385676869221, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00822385676868817"
[1] "Starting iterative with newton 0.00822385676868817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822139480239439, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822204313399067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822204313399471, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00822204313399471"
[1] "Starting iterative with newton 0.00822204313399471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822138066403085, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822202899271116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822202899271519, diff to last: 0"
[1] "Final threshold is: 3.50192089588582e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.138067299428069"
[1] "Newton iter: 1, lambda:0.135742360542989, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.135742793778368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135742793778383, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.135742793778368"
[1] "Starting iterative with newton 0.135742793778368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0292000235000046, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0292284837886032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0292284838156452, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0292284837886032"
[1] "Starting iterative with newton 0.0292284837886032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0265638712187523, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0265858297838695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026585829798877, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0265858297838695"
[1] "Starting iterative with newton 0.0265858297838695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0264997334580153, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0265215478191401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0265215478339252, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0265215478191401"
[1] "Starting iterative with newton 0.0265215478191401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0264981741059978, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0265199849691411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0265199849839208, diff to last: 0"
[1] "Final threshold is: 0.000112953736426982"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.271936023196852"
[1] "Newton iter: 1, lambda:0.150833923126572, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.152179005835986, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152179173656649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152179173656652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152179173656652"
[1] "Starting iterative with newton 0.152179173656652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043671325453264, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437496586239173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437496588759066, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0437496588759066"
[1] "Starting iterative with newton 0.0437496588759066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401698231629342, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402338031010445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402338032633337, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0402338031010445"
[1] "Starting iterative with newton 0.0402338031010445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400558635753079, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401194057241887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0401194058840753, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0401194057241887"
[1] "Starting iterative with newton 0.0401194057241887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400521553593518, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401156832929992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0401156834528081, diff to last: 0"
[1] "Final threshold is: 0.000170860440532415"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139911768689113, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.14158005070879, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141580286607743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141580286607748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141580286607743"
[1] "Starting iterative with newton 0.141580286607743"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0395234387540527, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039581251407883, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0395812515315766, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0395812515315766"
[1] "Starting iterative with newton 0.0395812515315766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366908409144013, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367387761747074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036738776256525, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.036738776256525"
[1] "Starting iterative with newton 0.036738776256525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366117565158656, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.03665943323059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366594333114391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.03665943323059"
[1] "Starting iterative with newton 0.03665943323059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366095489191699, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366572184298077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366572185106299, diff to last: 0"
[1] "Final threshold is: 0.000156130170932498"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.410639920863803"
[1] "Newton iter: 1, lambda:0.254084590828795, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.257951214375966, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.257953626576968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257953626577906, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.257953626576968"
[1] "Starting iterative with newton 0.257953626576968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0801417595112285, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0806013786437355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0806013937583246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0806013937583246, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0806013937583246"
[1] "Starting iterative with newton 0.0806013937583246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714180128579247, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0717594943378666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0717595021445698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0717595021445698"
[1] "Starting iterative with newton 0.0717595021445698"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0709799012489001, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0713160701001959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0713160776404462, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0713160776404462"
[1] "Starting iterative with newton 0.0713160776404462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0709579211892519, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0712938249986699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0712938325257628, diff to last: 0"
[1] "Final threshold is: 0.000303654197876317"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.364380907550159"
[1] "Newton iter: 1, lambda:0.351391586121331, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.35142726188249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.351427262152213, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.35142726188249"
[1] "Starting iterative with newton 0.35142726188249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113415476313808, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114681007085855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11468116453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114681164530002, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.11468116453"
[1] "Starting iterative with newton 0.11468116453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0981448831657558, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0990173493058945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0990174182285028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0990174182285032, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0990174182285032"
[1] "Starting iterative with newton 0.0990174182285032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0971213393227882, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0979708933820276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0979709583659196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0979709583659199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0979709583659199"
[1] "Starting iterative with newton 0.0979709583659199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0970528791083799, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0979009154169098, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097900980144462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0979009801444624, diff to last: 0"
[1] "Final threshold is: 0.000416979176793859"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.37377228225513"
[1] "Newton iter: 1, lambda:0.347769672157421, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.347911379012943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347911383240124, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347911383240124"
[1] "Starting iterative with newton 0.347911383240124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111044678456204, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112246687278377, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112246828011265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112246828011267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112246828011265"
[1] "Starting iterative with newton 0.112246828011265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955002686247341, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0963196352430339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963196955383853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963196955383857, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0963196955383853"
[1] "Starting iterative with newton 0.0963196955383853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0944397337870985, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0952364115366198, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09523646821372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0952364682137203, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0952364682137203"
[1] "Starting iterative with newton 0.0952364682137203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0943675441514607, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0951626926914635, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0951627491291609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0951627491291612, diff to last: 0"
[1] "Final threshold is: 0.000405316522212191"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.4556571588529"
[1] "Starting iterative with newton 3.4556571588529"
[1] "Starting newton at: 0.6345215826354"
[1] "Newton iter: 1, lambda:0.566064798821054, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.56765022953797, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.567651098281997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567651098282257, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567651098282257"
[1] "Starting iterative with newton 0.567651098282257"
[1] "Starting newton at: 0.317470554596644"
[1] "Newton iter: 1, lambda:0.25058984880694, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.251490313893051, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251490477967578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251490477967583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.251490477967578"
[1] "Starting iterative with newton 0.251490477967578"
[1] "Starting newton at: 0.313254567287511"
[1] "Newton iter: 1, lambda:0.208520570961441, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.210526009387284, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.210526749033648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210526749033748, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210526749033648"
[1] "Starting iterative with newton 0.210526749033648"
[1] "Starting newton at: 0.295282872491622"
[1] "Newton iter: 1, lambda:0.203596471444037, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.205114949325828, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.205115367799461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205115367799493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205115367799461"
[1] "Starting iterative with newton 0.205115367799461"
[1] "Starting newton at: 0.294733424878172"
[1] "Newton iter: 1, lambda:0.20287643372747, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.204397927891623, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.204398347289635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204398347289667, diff to last: 0"
[1] "Final threshold is: 0.000870572025582304"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.70247096705728"
[1] "Starting iterative with newton 2.70247096705728"
[1] "Starting newton at: 0.646808432187221"
[1] "Newton iter: 1, lambda:0.607207188498287, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.607806084352546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607806223063351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607806223063359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607806223063351"
[1] "Starting iterative with newton 0.607806223063351"
[1] "Starting newton at: 0.287695491395866"
[1] "Newton iter: 1, lambda:0.31830563314273, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.318542004560828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318542018616078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318542018616078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318542018616078"
[1] "Starting iterative with newton 0.318542018616078"
[1] "Starting newton at: 0.292048458549858"
[1] "Newton iter: 1, lambda:0.272922330349456, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.273006842713089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27300684436551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.273006842713089"
[1] "Starting iterative with newton 0.273006842713089"
[1] "Starting newton at: 0.292653467330893"
[1] "Newton iter: 1, lambda:0.265497804498602, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.265665715377393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265665721809494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.265665721809494"
[1] "Starting iterative with newton 0.265665721809494"
[1] "Starting newton at: 0.291562241275677"
[1] "Newton iter: 1, lambda:0.26430887819537, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.264477615889261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264477622370052, diff to last: 0"
[1] "Final threshold is: 0.00112646125803368"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.84290710434927"
[1] "Starting iterative with newton 2.84290710434927"
[1] "Starting newton at: 0.600622368578456"
[1] "Newton iter: 1, lambda:0.595447008310079, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.595456913421507, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595456913457847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595456913421507"
[1] "Starting iterative with newton 0.595456913421507"
[1] "Starting newton at: 0.313773222906432"
[1] "Newton iter: 1, lambda:0.302964289531419, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.302992407947041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302992408137521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.302992407947041"
[1] "Starting iterative with newton 0.302992407947041"
[1] "Starting newton at: 0.310768205099961"
[1] "Newton iter: 1, lambda:0.257425813216829, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.258053359528105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.258053446725471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258053446725473, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.258053446725473"
[1] "Starting iterative with newton 0.258053446725473"
[1] "Starting newton at: 0.30664416200498"
[1] "Newton iter: 1, lambda:0.2503119192495, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.251002106039967, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251002210055065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251002210055067, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.251002210055065"
[1] "Starting iterative with newton 0.251002210055065"
[1] "Starting newton at: 0.306914783795031"
[1] "Newton iter: 1, lambda:0.249168649003241, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.249892263858607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249892377940974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249892377940977, diff to last: 0"
[1] "Final threshold is: 0.00106433988594529"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.37581409244227"
[1] "Starting iterative with newton 1.37581409244227"
[1] "Starting newton at: 0.637187822031828"
[1] "Newton iter: 1, lambda:0.746342301035784, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.752668531750031, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.752689056279585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.752689056495098, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.752689056279585"
[1] "Starting iterative with newton 0.752689056279585"
[1] "Starting newton at: 0.616236067153623"
[1] "Newton iter: 1, lambda:0.605773351902528, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.605822711031006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.605822712132849, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605822711031006"
[1] "Starting iterative with newton 0.605822711031006"
[1] "Starting newton at: 0.63539470104308"
[1] "Newton iter: 1, lambda:0.564931922678924, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.567059953717165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.567061934358756, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567061934360471, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.567061934358756"
[1] "Starting iterative with newton 0.567061934358756"
[1] "Starting newton at: 0.635324853692822"
[1] "Newton iter: 1, lambda:0.553740470843984, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.55655869216151, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.556562133948316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556562133953446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556562133948316"
[1] "Starting iterative with newton 0.556562133948316"
[1] "Starting newton at: 0.63635509682509"
[1] "Newton iter: 1, lambda:0.550591542626875, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.55369446607373, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.553698627890127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553698627897608, diff to last: 0"
[1] "Final threshold is: 0.00235830936226408"
threshold is:
[{'ad': 1.0341163339071558e-06, 'da': 1.3593508353789582e-05, 'dd': 5.395756403494575e-05}, {'ad': 6.765454874241595e-05, 'da': 3.501920895885817e-05, 'dd': 0.00011295373642698245}, {'ad': 0.0001708604405324147, 'da': 0.00015613017093249755, 'dd': 0.0003036541978763168}, {'ad': 0.00041697917679385895, 'da': 0.0004053165222121915, 'dd': 0.0008705720255823043}, {'ad': 0.0011264612580336843, 'da': 0.0010643398859452875, 'dd': 0.0023583093622640766}]
Number of points in noise estimation: 128
Estimated noise: 0.008687838258619487
0.008687838258619487
threshold is:
[{'ad': 0.011960183133373548, 'da': 0.007044712962881276, 'dd': 0.0017394759338624777}, {'ad': 0.0008669534679544011, 'da': 0.0011040801030630272, 'dd': 0.0005333479254817919}, {'ad': 0.0008351347019470157, 'da': 0.0005709870867230404, 'dd': 0.001016296684991147}, {'ad': 0.0016866449519578053, 'da': 0.0014752409905620417, 'dd': 0.004266499283015167}, {'ad': 0.004350030700217777, 'da': 0.004215446053992327, 'dd': 0.007806245771426863}]
['stjerten256', 0.025, 2, 0.00010689181845861377, 8.829770665909723e-05, 9.021914517029244e-05, 0.0004185483727516889, 8.718066627562448e-05, 0.00010897989242724793, 9.80564207229011e-05, 0.00010666263036229561, 39.710555345878134, 40.540505761306235, 40.44701292174949, 33.78254342198535, 40.595798162231134, 39.62653625118602, 40.085239635134954, 39.71987710567405]
stjerten256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.008759388289866993
0.008759388289866993
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397421907343828, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.03978045693115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397804569666169, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.03978045693115"
[1] "Starting iterative with newton 0.03978045693115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0190674383365877, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0190743271144942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0190743271153933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0190743271144942"
[1] "Starting iterative with newton 0.0190743271144942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187111963428503, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187178016720035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187178016728266, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0187178016720035"
[1] "Starting iterative with newton 0.0187178016720035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018705062835889, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187116633338982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187116633347201, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0187116633347201"
[1] "Starting iterative with newton 0.0187116633347201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187049572349569, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187115576498027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187115576506245, diff to last: 0"
[1] "Final threshold is: 0.000163901798962853"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02422194847004, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.024232272228803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242322722306783, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0242322722306783"
[1] "Starting iterative with newton 0.0242322722306783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0105445095569987, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010545314136177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0105453141361817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0105453141361817"
[1] "Starting iterative with newton 0.0105453141361817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0104585674478242, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104593611614833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104593611614879, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0104593611614879"
[1] "Starting iterative with newton 0.0104593611614879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.010458023904664, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104588175496126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104588175496171, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0104588175496171"
[1] "Starting iterative with newton 0.0104588175496171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0104580204668602, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104588141113743, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104588141113788, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.16128138531073e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0540317543802857, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541707450840692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541707460030582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0541707460030582"
[1] "Starting iterative with newton 0.0541707460030582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239518918324761, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239594391245961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0239594391253453, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0239594391245961"
[1] "Starting iterative with newton 0.0239594391245961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237757892735329, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237832558800703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237832558808066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0237832558808066"
[1] "Starting iterative with newton 0.0237832558808066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237747052612436, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237821713760886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237821713768248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0237821713768248"
[1] "Starting iterative with newton 0.0237821713768248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237746985865237, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237821646983413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237821646990775, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000208317214966339"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169802216109671"
[1] "Newton iter: 1, lambda:0.12338140483959, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.1235299998379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12353000136582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.12353000136582"
[1] "Starting iterative with newton 0.12353000136582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0387924841166726, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0388459289326866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0388459290341346, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0388459289326866"
[1] "Starting iterative with newton 0.0388459289326866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367516952577665, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367979434054592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367979434786999, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0367979434786999"
[1] "Starting iterative with newton 0.0367979434786999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367021109486676, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.036748193746147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367481938188009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.036748193746147"
[1] "Starting iterative with newton 0.036748193746147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367009063378729, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367469851237055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367469851963451, diff to last: 0"
[1] "Final threshold is: 0.000321881111180502"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.095853294417508, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964864910322424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964865186183458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964865186183459, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0964865186183458"
[1] "Starting iterative with newton 0.0964865186183458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138847176923892, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138881152733366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.01388811527354, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.01388811527354"
[1] "Starting iterative with newton 0.01388811527354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127456549632254, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127483576440594, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012748357644181, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0127483576440594"
[1] "Starting iterative with newton 0.0127483576440594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127303033774028, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127329973706588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127329973707794, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0127329973707794"
[1] "Starting iterative with newton 0.0127329973707794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012730096556253, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127327904325877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127327904327083, diff to last: 0"
[1] "Final threshold is: 0.000111531455413596"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.265736815524177"
[1] "Newton iter: 1, lambda:0.217451494386197, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.217743719157395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.217743729920307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217743729920307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217743729920307"
[1] "Starting iterative with newton 0.217743729920307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0861949692680615, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0868219872050491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0868220203595955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0868220203595955, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0868220203595955"
[1] "Starting iterative with newton 0.0868220203595955"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.078181076434571, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786713848840638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786714041618733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0786714041618733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0786714041618733"
[1] "Starting iterative with newton 0.0786714041618733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776888526587612, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781713654273409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781713840341497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781713840341497, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0781713840341497"
[1] "Starting iterative with newton 0.0781713840341497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776586746588988, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781407118134111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078140730379699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781407303796991, diff to last: 0"
[1] "Final threshold is: 0.00068446499864959"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.374699222346824"
[1] "Newton iter: 1, lambda:0.287722467936257, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.289011903463147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.28901219078209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289012190782104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.289012190782104"
[1] "Starting iterative with newton 0.289012190782104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103663836190564, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104643539173175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104643626569432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104643626569432, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.104643626569432"
[1] "Starting iterative with newton 0.104643626569432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913981775540884, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921200925892646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0921201375942481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921201375942483, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0921201375942483"
[1] "Starting iterative with newton 0.0921201375942483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0905548744492523, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.091260787292915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0912608301596361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0912608301596363, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0912608301596361"
[1] "Starting iterative with newton 0.0912608301596361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0904969736829008, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0912017956974878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0912018384204988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0912018384204989, diff to last: 0"
[1] "Final threshold is: 0.000798872315474859"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.380615709293017"
[1] "Newton iter: 1, lambda:0.26422103061499, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.266455208162137, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.266456045280965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266456045281082, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.266456045280965"
[1] "Starting iterative with newton 0.266456045280965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864297588515201, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870131844436777, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870132110106517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870132110106517, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870132110106517"
[1] "Starting iterative with newton 0.0870132110106517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0764577308947474, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0768870695268587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.076887083060681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.076887083060681, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.076887083060681"
[1] "Starting iterative with newton 0.076887083060681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758925042064377, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0763139721402898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0763139851349978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0763139851349978, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0763139851349978"
[1] "Starting iterative with newton 0.0763139851349978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758605001689493, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0762815251997671, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0762815381644957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0762815381644958, diff to last: 0"
[1] "Final threshold is: 0.000668179612131126"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.552418270222767"
[1] "Newton iter: 1, lambda:0.482375536316328, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.483781829282963, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483782406917442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48378240691754, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.483782406917442"
[1] "Starting iterative with newton 0.483782406917442"
[1] "Starting newton at: 0.291607805342335"
[1] "Newton iter: 1, lambda:0.187152855352139, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.188856136457821, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188856591522419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188856591522452, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188856591522452"
[1] "Starting iterative with newton 0.188856591522452"
[1] "Starting newton at: 0.296696413935414"
[1] "Newton iter: 1, lambda:0.15604008206595, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.158837023875371, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.158838134669872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158838134670047, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158838134670047"
[1] "Starting iterative with newton 0.158838134670047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152457572591815, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155726316613462, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155727817972633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15572781797295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155727817972633"
[1] "Starting iterative with newton 0.155727817972633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152151414794059, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155403466452823, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155404950899454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155404950899763, diff to last: 0"
[1] "Final threshold is: 0.00136125230709603"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.39271250434817"
[1] "Starting iterative with newton 3.39271250434817"
[1] "Starting newton at: 0.56447367785209"
[1] "Newton iter: 1, lambda:0.582926716186867, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.583048976699647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583048982037483, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.583048982037483"
[1] "Starting iterative with newton 0.583048982037483"
[1] "Starting newton at: 0.359218418845488"
[1] "Newton iter: 1, lambda:0.253310775624705, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.255599418855501, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.2556004970079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25560049700814, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.2556004970079"
[1] "Starting iterative with newton 0.2556004970079"
[1] "Starting newton at: 0.326658213732295"
[1] "Newton iter: 1, lambda:0.211018496123548, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.213485573183081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213486703359315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213486703359552, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213486703359315"
[1] "Starting iterative with newton 0.213486703359315"
[1] "Starting newton at: 0.311083499718974"
[1] "Newton iter: 1, lambda:0.205990610612409, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.208001770456264, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.208002510966106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208002510966207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.208002510966106"
[1] "Starting iterative with newton 0.208002510966106"
[1] "Starting newton at: 0.309428835881136"
[1] "Newton iter: 1, lambda:0.205315751734842, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.207286139973341, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207286849445247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207286849445339, diff to last: 0"
[1] "Final threshold is: 0.00181570600167492"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.41692627257258"
[1] "Starting iterative with newton 3.41692627257258"
[1] "Starting newton at: 0.619930245301216"
[1] "Newton iter: 1, lambda:0.564118479772221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.565168030368744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.565168407988401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565168407988449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565168407988401"
[1] "Starting iterative with newton 0.565168407988401"
[1] "Starting newton at: 0.315095272923498"
[1] "Newton iter: 1, lambda:0.249452782373669, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.250318049525201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.250318200589462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250318200589467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250318200589467"
[1] "Starting iterative with newton 0.250318200589467"
[1] "Starting newton at: 0.304032385040393"
[1] "Newton iter: 1, lambda:0.208659662569871, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.210314178528353, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.210314678927258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210314678927304, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210314678927258"
[1] "Starting iterative with newton 0.210314678927258"
[1] "Starting newton at: 0.311849374789249"
[1] "Newton iter: 1, lambda:0.2030039408502, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.20512951264467, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.205130327715944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205130327716064, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205130327715944"
[1] "Starting iterative with newton 0.205130327715944"
[1] "Starting newton at: 0.312295337579224"
[1] "Newton iter: 1, lambda:0.202288377016134, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.20445575459663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.204456600586574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204456600586703, diff to last: 0"
[1] "Final threshold is: 0.00179091475296518"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.67562434161078"
[1] "Starting iterative with newton 1.67562434161078"
[1] "Starting newton at: 0.74152958232283"
[1] "Newton iter: 1, lambda:0.690952996499915, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.692112840887432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.692113462491345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692113462491523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.692113462491345"
[1] "Starting iterative with newton 0.692113462491345"
[1] "Starting newton at: 0.463765943304264"
[1] "Newton iter: 1, lambda:0.496323495512695, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.496725806481373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.496725867529681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496725867529683, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.496725867529681"
[1] "Starting iterative with newton 0.496725867529681"
[1] "Starting newton at: 0.463926255500807"
[1] "Newton iter: 1, lambda:0.453034913735857, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.45307738337306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453077384020077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45307738337306"
[1] "Starting iterative with newton 0.45307738337306"
[1] "Starting newton at: 0.456304707509676"
[1] "Newton iter: 1, lambda:0.443020096656218, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.44308252090201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.443082522283523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.44308252090201"
[1] "Starting iterative with newton 0.44308252090201"
[1] "Starting newton at: 0.458747700107148"
[1] "Newton iter: 1, lambda:0.440665526220142, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.440780769993763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.440780774689494, diff to last: 0"
[1] "Final threshold is: 0.00386096991508193"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.31080356986681"
[1] "Starting iterative with newton 1.31080356986681"
[1] "Starting newton at: 0.657486563490499"
[1] "Newton iter: 1, lambda:0.766997788816706, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.773707788062018, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.773732102709291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.773732103027716, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773732102709291"
[1] "Starting iterative with newton 0.773732102709291"
[1] "Starting newton at: 0.637087227393667"
[1] "Newton iter: 1, lambda:0.63711759495735, diff to last: 0"
[1] "Newton iter: 2, lambda:0.637117595398854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63711759495735"
[1] "Starting iterative with newton 0.63711759495735"
[1] "Starting newton at: 0.650444082264327"
[1] "Newton iter: 1, lambda:0.59873589813098, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.599953886053736, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.599954572203937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599954572204155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599954572203937"
[1] "Starting iterative with newton 0.599954572203937"
[1] "Starting newton at: 0.65204336767048"
[1] "Newton iter: 1, lambda:0.587817170596656, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.589671513549479, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.589673088628098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589673088629234, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.589673088628098"
[1] "Starting iterative with newton 0.589673088628098"
[1] "Starting newton at: 0.650016889912143"
[1] "Newton iter: 1, lambda:0.584914131879508, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.58681394235404, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586815591083277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586815591084518, diff to last: 0"
[1] "Final threshold is: 0.00514014561684623"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38309178857371"
[1] "Starting iterative with newton 1.38309178857371"
[1] "Starting newton at: 0.659967224884717"
[1] "Newton iter: 1, lambda:0.741995873388127, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.745500644704647, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.745506871590608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745506871610237, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745506871610237"
[1] "Starting iterative with newton 0.745506871610237"
[1] "Starting newton at: 0.660058490753953"
[1] "Newton iter: 1, lambda:0.596843152274251, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.598590644023799, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.598592005509971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598592005510797, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.598592005509971"
[1] "Starting iterative with newton 0.598592005509971"
[1] "Starting newton at: 0.661577164403048"
[1] "Newton iter: 1, lambda:0.556589259618092, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.561194859238571, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.561204001812539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561204001848526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.561204001812539"
[1] "Starting iterative with newton 0.561204001812539"
[1] "Starting newton at: 0.661659849822768"
[1] "Newton iter: 1, lambda:0.54592316750148, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.551454437967841, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.551467506891542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551467506964402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.551467506891542"
[1] "Starting iterative with newton 0.551467506891542"
[1] "Starting newton at: 0.66340190656486"
[1] "Newton iter: 1, lambda:0.542931018786034, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.54890192968795, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.548917123291233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548917123389472, diff to last: 0"
[1] "Final threshold is: 0.0048081782218647"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.11596390759475"
[1] "Newton iter: 1, lambda:1.017678020124, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.02458316538935, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.02461960231484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02461960332541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02461960332541"
[1] "Starting iterative with newton 1.02461960332541"
[1] "Starting newton at: 1.24762177781776"
[1] "Newton iter: 1, lambda:1.1530126925333, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.15991913074402, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.15995876213398, diff to last: 0"
[1] "Newton iter: 4, lambda:1.159958763433, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15995876213398"
[1] "Starting iterative with newton 1.15995876213398"
[1] "Starting newton at: 1.29319648159735"
[1] "Newton iter: 1, lambda:1.20255229339531, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.2090875791599, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.20912416468368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20912416582501, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20912416582501"
[1] "Starting iterative with newton 1.20912416582501"
[1] "Starting newton at: 1.30376527811591"
[1] "Newton iter: 1, lambda:1.22112130411208, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.22664355329335, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.22666994544592, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22666994604637, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22666994544592"
[1] "Starting iterative with newton 1.22666994544592"
[1] "Starting newton at: 1.30250063723054"
[1] "Newton iter: 1, lambda:1.22839160677112, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.23287914333336, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.23289662687183, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23289662713636, diff to last: 0"
[1] "Final threshold is: 0.0107994202783547"
threshold is:
[{'ad': 0.00016390179896285257, 'da': 9.16128138531073e-05, 'dd': 0.00020831721496633934}, {'ad': 0.00032188111118050213, 'da': 0.0001115314554135957, 'dd': 0.0006844649986495898}, {'ad': 0.0007988723154748585, 'da': 0.0006681796121311261, 'dd': 0.0013612523070960314}, {'ad': 0.0018157060016749241, 'da': 0.001790914752965177, 'dd': 0.0038609699150819253}, {'ad': 0.00514014561684623, 'da': 0.004808178221864701, 'dd': 0.010799420278354725}]
Number of points in noise estimation: 128
Estimated noise: 0.008759388289866993
0.008759388289866993
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.4440154268789"
[1] "Starting iterative with newton 60.4440154268789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.2600272335568"
[1] "Starting iterative with newton 51.2600272335568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.2724006696265"
[1] "Starting iterative with newton 46.2724006696265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.7031792856839"
[1] "Starting iterative with newton 24.7031792856839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.677484268322"
[1] "Starting iterative with newton 23.677484268322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.3990603536651"
[1] "Starting iterative with newton 14.3990603536651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.66730980299048"
[1] "Starting iterative with newton 8.66730980299048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.9721962431841"
[1] "Starting iterative with newton 8.9721962431841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.39863431822302"
[1] "Starting iterative with newton 4.39863431822302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39271250434817"
[1] "Starting iterative with newton 3.39271250434817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.41692627257258"
[1] "Starting iterative with newton 3.41692627257258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67562434161078"
[1] "Starting iterative with newton 1.67562434161078"
[1] "Starting newton at: 1.9666032911058"
[1] "Newton iter: 1, lambda:1.5559580413746, diff to last: 0.411"
[1] "Newton iter: 2, lambda:1.50528293714306, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.50333295080867, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50332989246861, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50332989246107, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50332989246861"
[1] "Starting iterative with newton 1.50332989246861"
[1] "Starting newton at: 1.79254443417678"
[1] "Newton iter: 1, lambda:1.43633777996306, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.37189496030354, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.36788121664058, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36786476256091, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36786476228369, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36786476228369"
[1] "Starting iterative with newton 1.36786476228369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31080356986681"
[1] "Starting iterative with newton 1.31080356986681"
[1] "Starting newton at: 1.53441790962496"
[1] "Newton iter: 1, lambda:1.34304990506187, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.31313339318713, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31218280032901, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31218181962802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31218181962698, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31218181962698"
[1] "Starting iterative with newton 1.31218181962698"
[1] "Starting newton at: 1.53631601938575"
[1] "Newton iter: 1, lambda:1.34432766326196, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.31434005688264, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3133871872285, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31338620398297, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31338620398192, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31338620398192"
[1] "Starting iterative with newton 1.31338620398192"
[1] "Starting newton at: 1.53778204844734"
[1] "Newton iter: 1, lambda:1.34569313173487, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.31577729144596, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31483152118295, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31483055507427, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31483055507327, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31483055507327"
[1] "Starting iterative with newton 1.31483055507327"
[1] "Starting newton at: 1.54124007392935"
[1] "Newton iter: 1, lambda:1.34799494588519, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.31794369130898, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31699337912426, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31699240755277, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31699240755175, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31699240755277"
[1] "Starting iterative with newton 1.31699240755277"
[1] "Starting newton at: 1.54257026146364"
[1] "Newton iter: 1, lambda:1.34932831544839, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.31937425018304, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31843258137148, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31843162988929, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31843162988832, diff to last: 0"
[1] "Final threshold is: 0.011548654579834"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38309178857371"
[1] "Starting iterative with newton 1.38309178857371"
[1] "Starting newton at: 1.61101269290516"
[1] "Newton iter: 1, lambda:1.40326574204793, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.37343616936428, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.37259186167959, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37259116741236, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37259116741189, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37259116741236"
[1] "Starting iterative with newton 1.37259116741236"
[1] "Starting newton at: 1.59896272797699"
[1] "Newton iter: 1, lambda:1.39211403317102, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.36165859765622, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.36075873462899, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36075792860715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3607579286065, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36075792860715"
[1] "Starting iterative with newton 1.36075792860715"
[1] "Starting newton at: 1.58169239803272"
[1] "Newton iter: 1, lambda:1.3774606781101, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.34653646118383, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.345581729548, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34558079667352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34558079667263, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34558079667352"
[1] "Starting iterative with newton 1.34558079667352"
[1] "Starting newton at: 1.56893336666197"
[1] "Newton iter: 1, lambda:1.36447783118708, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.33250717848786, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.33145994138362, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33145878980909, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3314587898077, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3314587898077"
[1] "Starting iterative with newton 1.3314587898077"
[1] "Starting newton at: 1.55827443908242"
[1] "Newton iter: 1, lambda:1.35239930558531, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.31910995963919, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31794647496167, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31794501843911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31794501843682, diff to last: 0"
[1] "Final threshold is: 0.011544392161184"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.51731028555689"
[1] "Newton iter: 1, lambda:1.67302970630308, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.65795311221736, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.65784104605026, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65784103967254, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65784104605026"
[1] "Starting iterative with newton 1.65784104605026"
[1] "Starting newton at: 2.16933815607954"
[1] "Newton iter: 1, lambda:2.14030344135541, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.14044625974919, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14044626272148, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14044625974919"
[1] "Starting iterative with newton 2.14044625974919"
[1] "Starting newton at: 2.32033059035594"
[1] "Newton iter: 1, lambda:2.32740414870319, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.32741653227864, diff to last: 0"
[1] "Newton iter: 3, lambda:2.3274165323173, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32741653227864"
[1] "Starting iterative with newton 2.32741653227864"
[1] "Starting newton at: 2.48514701054702"
[1] "Newton iter: 1, lambda:2.39063583328544, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.39353467070845, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.3935370022808, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39353700228232, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.3935370022808"
[1] "Starting iterative with newton 2.3935370022808"
[1] "Starting newton at: 2.53356571927162"
[1] "Newton iter: 1, lambda:2.41215575058088, diff to last: 0.121"
[1] "Newton iter: 2, lambda:2.41717181983521, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41717899653602, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41717899655085, diff to last: 0"
[1] "Final threshold is: 0.0211730093968999"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011548654579833971, 'da': 0.011544392161184032, 'dd': 0.021173009396899926}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.544799288892814. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004201966883703191
0.004201966883703191
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 126.001136033737"
[1] "Starting iterative with newton 126.001136033737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.856263915191"
[1] "Starting iterative with newton 106.856263915191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 96.4590954158958"
[1] "Starting iterative with newton 96.4590954158958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.4960601419126"
[1] "Starting iterative with newton 51.4960601419126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.3579040895887"
[1] "Starting iterative with newton 49.3579040895887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.0161719827326"
[1] "Starting iterative with newton 30.0161719827326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.0678082655558"
[1] "Starting iterative with newton 18.0678082655558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7033722259308"
[1] "Starting iterative with newton 18.7033722259308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.16935973195818"
[1] "Starting iterative with newton 9.16935973195818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07242274962484"
[1] "Starting iterative with newton 7.07242274962484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.12289858718107"
[1] "Starting iterative with newton 7.12289858718107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49299379132334"
[1] "Starting iterative with newton 3.49299379132334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73249117805714"
[1] "Starting iterative with newton 2.73249117805714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.88318265039889"
[1] "Starting iterative with newton 2.88318265039889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.40603621661484"
[1] "Starting iterative with newton 1.40603621661484"
[1] "Starting newton at: 1.63370030421123"
[1] "Newton iter: 1, lambda:1.39800888068514, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.36116986084616, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.35985713139335, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35985541049838, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35985541049542, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35985541049838"
[1] "Starting iterative with newton 1.35985541049838"
[1] "Starting newton at: 1.59193935998191"
[1] "Newton iter: 1, lambda:1.3569043191814, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.31620068063183, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.31445904150585, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.31445575292835, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31445575291661, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31445575291661"
[1] "Starting iterative with newton 1.31445575291661"
[1] "Starting newton at: 1.5450193418251"
[1] "Newton iter: 1, lambda:1.30927149525986, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26333992696452, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.26089795431271, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26089084510766, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26089084504734, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26089084504734"
[1] "Starting iterative with newton 1.26089084504734"
[1] "Starting newton at: 1.49949305052014"
[1] "Newton iter: 1, lambda:1.26121807975872, diff to last: 0.238"
[1] "Newton iter: 2, lambda:1.20892019828891, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.20542884667979, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20541284192458, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20541284158791, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20541284158791"
[1] "Starting iterative with newton 1.20541284158791"
[1] "Starting newton at: 1.44385797210642"
[1] "Newton iter: 1, lambda:1.19894161137491, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.13603676346209, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.13028555523818, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.13023615999799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13023615635246, diff to last: 0"
[1] "Final threshold is: 0.00474921489975701"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.004749214899757014}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.544799288892814. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004201966883703191
0.004201966883703191
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301453611026998, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301632090124056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03016320901866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0301632090124056"
[1] "Starting iterative with newton 0.0301632090124056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.006226954450593, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00622733777092238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00622733777092383, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00622733777092383"
[1] "Starting iterative with newton 0.00622733777092383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00601572666289532, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00601607859506612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00601607859506732, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00601607859506612"
[1] "Starting iterative with newton 0.00601607859506612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00601388118932959, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00601423285388831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00601423285388951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00601423285388831"
[1] "Starting iterative with newton 0.00601423285388831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00601386506714982, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00601421672937116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00601421672937236, diff to last: 0"
[1] "Final threshold is: 2.52715395282313e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124676018690031, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124685720005889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124685720005948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124685720005889"
[1] "Starting iterative with newton 0.0124685720005889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00567793249512778, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00567816800743001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00567816800743042, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00567816800743001"
[1] "Starting iterative with newton 0.00567816800743001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00562965224284653, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00562988332186665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00562988332186704, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00562988332186665"
[1] "Starting iterative with newton 0.00562988332186665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00562930948003881, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00562954052771466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00562954052771505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00562954052771466"
[1] "Starting iterative with newton 0.00562954052771466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00562930704664305, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00562953809409639, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00562953809409678, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.36551326419386e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249340432198736, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249417995475016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024941799548252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249417995475016"
[1] "Starting iterative with newton 0.0249417995475016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0202428438830199, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202485482077736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202485482082265, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0202485482077736"
[1] "Starting iterative with newton 0.0202485482077736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201953148238746, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202009956312811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202009956317305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0202009956312811"
[1] "Starting iterative with newton 0.0202009956312811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201948318353108, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202005124037114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202005124041608, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0202005124041608"
[1] "Starting iterative with newton 0.0202005124041608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201948269270574, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202005074930291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202005074934785, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.48818635197066e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580471108066615, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0581783084133082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0581783090831677, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0581783084133082"
[1] "Starting iterative with newton 0.0581783084133082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0212758430028714, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0212836340806543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0212836340816991, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0212836340806543"
[1] "Starting iterative with newton 0.0212836340806543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208493420756128, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208567433489006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208567433498333, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0208567433498333"
[1] "Starting iterative with newton 0.0208567433498333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208443448445277, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208517416565768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208517416575082, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208517416565768"
[1] "Starting iterative with newton 0.0208517416565768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208442862858617, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208516830456472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208516830465786, diff to last: 0"
[1] "Final threshold is: 8.76180816272847e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273991942478231, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0274137099125413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0274137099166154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0274137099125413"
[1] "Starting iterative with newton 0.0274137099125413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0045275220723486, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00452761416994606, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0045276141699461, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00452761416994606"
[1] "Starting iterative with newton 0.00452761416994606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444714411608722, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444723193139407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0044472319313941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00444723193139407"
[1] "Starting iterative with newton 0.00444723193139407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444686177641025, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444694957695777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0044469495769578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00444694957695777"
[1] "Starting iterative with newton 0.00444694957695777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444686078465045, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444694858514612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444694858514616, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.86859306883148e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.254089583496045"
[1] "Newton iter: 1, lambda:0.140740982967359, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.141817433560037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.14181753165271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14181753165271, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.14181753165271"
[1] "Starting iterative with newton 0.14181753165271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376914366018967, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377371518911367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377371519584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0377371518911367"
[1] "Starting iterative with newton 0.0377371518911367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356267556991012, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356656778080666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035665677854529, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0356656778080666"
[1] "Starting iterative with newton 0.0356656778080666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355851072064159, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356239025508461, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356239025969637, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356239025508461"
[1] "Starting iterative with newton 0.0356239025508461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355842669788664, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356230597699553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035623059816066, diff to last: 0"
[1] "Final threshold is: 0.000149686917643287"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155314669001168, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.157599521319952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.157600012411259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157600012411282, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.157600012411259"
[1] "Starting iterative with newton 0.157600012411259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441009850904854, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.044187965031293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0441879653696316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.044187965031293"
[1] "Starting iterative with newton 0.044187965031293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401502442652728, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402189752927362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402189754941512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0402189752927362"
[1] "Starting iterative with newton 0.0402189752927362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400131337278649, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0400812778420836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400812780397306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0400812778420836"
[1] "Starting iterative with newton 0.0400812778420836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400083784756826, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.040076502289427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400765024869444, diff to last: 0"
[1] "Final threshold is: 0.000168400135434827"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135571679593063, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137088675350153, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137088864256878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137088864256881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137088864256881"
[1] "Starting iterative with newton 0.137088864256881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388303341346679, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0388846477602004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0388846478664592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0388846477602004"
[1] "Starting iterative with newton 0.0388846477602004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036169579352616, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362150622825073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362150623544268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0362150622825073"
[1] "Starting iterative with newton 0.0362150622825073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0360970257794, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0361422820865184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0361422821576534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0361422820865184"
[1] "Starting iterative with newton 0.0361422820865184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0360950476340685, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0361402977726606, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0361402978437743, diff to last: 0"
[1] "Final threshold is: 0.000151860334407892"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.39697564333397"
[1] "Newton iter: 1, lambda:0.248644423722737, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.252105590857226, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.252107512503449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252107512504041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.252107512503449"
[1] "Starting iterative with newton 0.252107512503449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0841074324426147, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846422674925254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0846422891059356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0846422891059357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0846422891059356"
[1] "Starting iterative with newton 0.0846422891059356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0748786054220213, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0752800610191164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752800725549215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0752800725549215, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0752800725549215"
[1] "Starting iterative with newton 0.0752800725549215"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0743584878104662, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747531256581801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747531367701699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0747531367701699, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0747531367701699"
[1] "Starting iterative with newton 0.0747531367701699"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0743292026234057, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747234587509506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747234698394676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0747234698394676, diff to last: 0"
[1] "Final threshold is: 0.000313985545700837"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.384955798649766"
[1] "Newton iter: 1, lambda:0.34502332694324, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.345355571048233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.34535559420604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34535559420604, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34535559420604"
[1] "Starting iterative with newton 0.34535559420604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116093013703252, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117423461686634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117423636217029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117423636217032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117423636217032"
[1] "Starting iterative with newton 0.117423636217032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101118882895357, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102058672610295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102058753732296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102058753732296, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102058753732296"
[1] "Starting iterative with newton 0.102058753732296"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100085223378635, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101001336634234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101001413340664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101001413340665, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101001413340664"
[1] "Starting iterative with newton 0.101001413340664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100013976254741, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100928472350161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100928548759997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100928548759997, diff to last: 0"
[1] "Final threshold is: 0.000424098419509731"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.404440341008239"
[1] "Newton iter: 1, lambda:0.339940656204887, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.340796168325856, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34079632054019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.340796320540195, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34079632054019"
[1] "Starting iterative with newton 0.34079632054019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113683004509814, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.114957911246248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114958071392549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114958071392552, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114958071392549"
[1] "Starting iterative with newton 0.114958071392549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0984471090789696, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0993369787147401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0993370513757302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0993370513757307, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0993370513757307"
[1] "Starting iterative with newton 0.0993370513757307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0973806415627227, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0982467754246247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0982468439029752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0982468439029756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0982468439029756"
[1] "Starting iterative with newton 0.0982468439029756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0973061486000222, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0981706396699444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0981707078638449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0981707078638453, diff to last: 0"
[1] "Final threshold is: 0.000412510063393577"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.49299379132334"
[1] "Starting iterative with newton 3.49299379132334"
[1] "Starting newton at: 0.634488032230236"
[1] "Newton iter: 1, lambda:0.563308174557453, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.565014450351791, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565015452790524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56501545279087, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565015452790524"
[1] "Starting iterative with newton 0.565015452790524"
[1] "Starting newton at: 0.343863420808544"
[1] "Newton iter: 1, lambda:0.24563753169068, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.247550583436558, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.247551314854868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247551314854975, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.247551314854975"
[1] "Starting iterative with newton 0.247551314854975"
[1] "Starting newton at: 0.352720325816157"
[1] "Newton iter: 1, lambda:0.202906526986726, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.206941380618205, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.206944333840989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206944333842571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.206944333840989"
[1] "Starting iterative with newton 0.206944333840989"
[1] "Starting newton at: 0.350753368923428"
[1] "Newton iter: 1, lambda:0.197513363347701, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.201680049702639, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.201683157297246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201683157298975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.201683157297246"
[1] "Starting iterative with newton 0.201683157297246"
[1] "Starting newton at: 0.346867029167829"
[1] "Newton iter: 1, lambda:0.197019139166263, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.200997697638573, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.201000525982483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201000525983912, diff to last: 0"
[1] "Final threshold is: 0.000844597553791321"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.73249117805714"
[1] "Starting iterative with newton 2.73249117805714"
[1] "Starting newton at: 0.615758018436357"
[1] "Newton iter: 1, lambda:0.606501813379281, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.606534664077817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606534664492766, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606534664077817"
[1] "Starting iterative with newton 0.606534664077817"
[1] "Starting newton at: 0.296025261395726"
[1] "Newton iter: 1, lambda:0.31462990057024, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.314716424076108, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314716425944307, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.314716424076108"
[1] "Starting iterative with newton 0.314716424076108"
[1] "Starting newton at: 0.302407500242151"
[1] "Newton iter: 1, lambda:0.268841579688473, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.269098922855937, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269098938019764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269098938019764, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269098938019764"
[1] "Starting iterative with newton 0.269098938019764"
[1] "Starting newton at: 0.29407948890608"
[1] "Newton iter: 1, lambda:0.261583199497411, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.261821026982773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261821039749717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261821039749717, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261821039749717"
[1] "Starting iterative with newton 0.261821039749717"
[1] "Starting newton at: 0.296102589909446"
[1] "Newton iter: 1, lambda:0.260368902590059, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.260655752611733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260655771141579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260655771141579, diff to last: 0"
[1] "Final threshold is: 0.00109526691838303"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.88318265039889"
[1] "Starting iterative with newton 2.88318265039889"
[1] "Starting newton at: 0.592540661778801"
[1] "Newton iter: 1, lambda:0.598087494918338, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.598098984394512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598098984443725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598098984443725"
[1] "Starting iterative with newton 0.598098984443725"
[1] "Starting newton at: 0.306673136221523"
[1] "Newton iter: 1, lambda:0.299375352970313, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.299388036019993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299388036058327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299388036058327"
[1] "Starting iterative with newton 0.299388036058327"
[1] "Starting newton at: 0.311162033253856"
[1] "Newton iter: 1, lambda:0.253463242447514, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.254187069443108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254187183825252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254187183825255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.254187183825255"
[1] "Starting iterative with newton 0.254187183825255"
[1] "Starting newton at: 0.315098274843571"
[1] "Newton iter: 1, lambda:0.246179382327917, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.247196939352855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247197162227283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247197162227294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247197162227283"
[1] "Starting iterative with newton 0.247197162227283"
[1] "Starting newton at: 0.315360899280538"
[1] "Newton iter: 1, lambda:0.245055986380318, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.246112475335862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246112715060012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246112715060024, diff to last: 0"
[1] "Final threshold is: 0.00103415747834045"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.40603621661484"
[1] "Starting iterative with newton 1.40603621661484"
[1] "Starting newton at: 0.655360594170871"
[1] "Newton iter: 1, lambda:0.747375014993274, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.751855834531039, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.751866143004959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751866143059424, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751866143059424"
[1] "Starting iterative with newton 0.751866143059424"
[1] "Starting newton at: 0.644703252186479"
[1] "Newton iter: 1, lambda:0.59605146356426, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.597098571071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.597099063171594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597099063171703, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.597099063171594"
[1] "Starting iterative with newton 0.597099063171594"
[1] "Starting newton at: 0.645017469871126"
[1] "Newton iter: 1, lambda:0.553021379049533, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.556586777527359, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556592275331862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556592275344923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.556592275344923"
[1] "Starting iterative with newton 0.556592275344923"
[1] "Starting newton at: 0.644842357014757"
[1] "Newton iter: 1, lambda:0.54126492227004, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.545725722301388, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.545734241254121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545734241285158, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.545734241285158"
[1] "Starting iterative with newton 0.545734241285158"
[1] "Starting newton at: 0.645817442573211"
[1] "Newton iter: 1, lambda:0.537979114325357, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.542795752843559, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.542805657985708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.54280565802755, diff to last: 0"
[1] "Final threshold is: 0.00228085139931848"
threshold is:
[{'ad': 2.5271539528231335e-05, 'da': 2.36551326419386e-05, 'dd': 8.488186351970658e-05}, {'ad': 8.761808162728474e-05, 'da': 1.868593068831477e-05, 'dd': 0.00014968691764328715}, {'ad': 0.00016840013543482728, 'da': 0.000151860334407892, 'dd': 0.0003139855457008371}, {'ad': 0.00042409841950973097, 'da': 0.0004125100633935766, 'dd': 0.0008445975537913206}, {'ad': 0.0010952669183830325, 'da': 0.00103415747834045, 'dd': 0.002280851399318484}]
Number of points in noise estimation: 128
Estimated noise: 0.008759388289866993
0.008759388289866993
threshold is:
[{'ad': 0.005560764757342795, 'da': 0.005322448647534006, 'dd': 0.0009897916241289884}, {'ad': 0.00024809569158068534, 'da': 0.0017239621269364153, 'dd': 0.0010966292834725389}, {'ad': 0.0007554703479765168, 'da': 0.0012891876487478404, 'dd': 0.0014736533825391133}, {'ad': 0.0021849012700144166, 'da': 0.0016437169715986298, 'dd': 0.003196553131325393}, {'ad': 0.004805579999052539, 'da': 0.004750484045775155, 'dd': 0.008340511440073584}]
['stjerten256', 0.025, 3, 0.00010462618397931804, 8.598148879295292e-05, 8.794134298397362e-05, 0.00042040037021958093, 8.523111313330425e-05, 0.00010683573940796902, 9.610906854540389e-05, 0.00010453246414955089, 39.80359614372398, 40.65595039226382, 40.55806906397965, 33.76336910188395, 40.694018395581665, 39.71283439899112, 40.1723563175483, 39.80748811835672]
stjerten256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.008722528212810337
0.008722528212810337
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0610547805965939, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0611753445848334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0611753450542908, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0611753445848334"
[1] "Starting iterative with newton 0.0611753445848334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.015344215315686, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0153491347569309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0153491347574366, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0153491347569309"
[1] "Starting iterative with newton 0.0153491347569309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144751273780471, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0144794023791037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0144794023794766, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0144794023794766"
[1] "Starting iterative with newton 0.0144794023794766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144588683953986, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0144631318027674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0144631318031381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0144631318027674"
[1] "Starting iterative with newton 0.0144631318027674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144585643147362, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014462827505438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0144628275058086, diff to last: 0"
[1] "Final threshold is: 0.000126152420956425"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025858600564408, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258704491641623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258704491666496, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0258704491641623"
[1] "Starting iterative with newton 0.0258704491641623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110357761303261, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110366557190065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110366557190121, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0110366557190065"
[1] "Starting iterative with newton 0.0110366557190065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109500548422174, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010950922885062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109509228850675, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.010950922885062"
[1] "Starting iterative with newton 0.010950922885062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109495546192753, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0109504225949171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109504225949225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0109504225949171"
[1] "Starting iterative with newton 0.0109504225949171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109495517000864, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010950419675336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109504196753415, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.55153445602318e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0387658769769086"
[1] "Newton iter: 1, lambda:0.0909714568295751, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0911257250784438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0911257264229437, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0911257250784438"
[1] "Starting iterative with newton 0.0911257250784438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0175108415031172, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.017517907557788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175179075589386, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175179075589386"
[1] "Starting iterative with newton 0.0175179075589386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161302043736207, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161358869334657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016135886934171, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0161358869334657"
[1] "Starting iterative with newton 0.0161358869334657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016104866606023, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161105255416781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161105255423768, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0161105255416781"
[1] "Starting iterative with newton 0.0161105255416781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161044018372433, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161100603401434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161100603408421, diff to last: 0"
[1] "Final threshold is: 0.000140520455833072"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122838139313922, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.123881054198763, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123881128983975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123881128983975, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123881128983975"
[1] "Starting iterative with newton 0.123881128983975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392644905311081, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393246373430371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393246374841654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0393246374841654"
[1] "Starting iterative with newton 0.0393246374841654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367496045444338, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.036800499987687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0368005000853036, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.036800499987687"
[1] "Starting iterative with newton 0.036800499987687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366749724488701, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367256074153258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367256075118431, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0367256074153258"
[1] "Starting iterative with newton 0.0367256074153258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366727585426824, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367233857944812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036723385890966, diff to last: 0"
[1] "Final threshold is: 0.000320320769503872"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932603154028484, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938166902649168, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938167100276044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938167100276044, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0938167100276044"
[1] "Starting iterative with newton 0.0938167100276044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152934764039899, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152977335159137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152977335162436, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0152977335159137"
[1] "Starting iterative with newton 0.0152977335159137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141335835976167, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014137055569428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141370555696375, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.014137055569428"
[1] "Starting iterative with newton 0.014137055569428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141167272904679, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141201885810046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141201885812127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141201885810046"
[1] "Starting iterative with newton 0.0141201885810046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141164823987613, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141199435342691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141199435344772, diff to last: 0"
[1] "Final threshold is: 0.000123161605842766"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.206945452103594, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.212347731758972, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.212351370049108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212351370050757, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.212351370049108"
[1] "Starting iterative with newton 0.212351370049108"
[1] "Starting newton at: 0.0938586557999267"
[1] "Newton iter: 1, lambda:0.0893165975927873, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0893181725023003, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0893181725024896, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0893181725023003"
[1] "Starting iterative with newton 0.0893181725023003"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0815555841262834, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0820490911572618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0820491092137123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0820491092137123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0820491092137123"
[1] "Starting iterative with newton 0.0820491092137123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0811231693051434, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816105810535434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0816105986353406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816105986353406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816105986353406"
[1] "Starting iterative with newton 0.0816105986353406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810970565083087, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815841016468765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0815841192003425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815841192003426, diff to last: 0"
[1] "Final threshold is: 0.000711619781442269"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.294795828268974"
[1] "Newton iter: 1, lambda:0.290585467829271, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.290588549205858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29058854920751, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290588549205858"
[1] "Starting iterative with newton 0.290588549205858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.097916845826244, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987438522919577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987439112328169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987439112328172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0987439112328169"
[1] "Starting iterative with newton 0.0987439112328169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0860071331570205, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0866088481658646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0866088776010439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0866088776010439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0866088776010439"
[1] "Starting iterative with newton 0.0866088776010439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0852449192592117, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0858337041951799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0858337322692693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0858337322692694, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0858337322692693"
[1] "Starting iterative with newton 0.0858337322692693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0851962049992766, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0857841693918726, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0857841973807706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0857841973807706, diff to last: 0"
[1] "Final threshold is: 0.000748255081867062"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.338035983968058"
[1] "Newton iter: 1, lambda:0.268723038661142, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.269514599280407, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269514703530199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269514703530201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269514703530199"
[1] "Starting iterative with newton 0.269514703530199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0835207551880625, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0840489724808255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840489936004167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840489936004168, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0840489936004167"
[1] "Starting iterative with newton 0.0840489936004167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.073513961206887, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0738969575590564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0738969679528644, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0738969679528644, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0738969679528644"
[1] "Starting iterative with newton 0.0738969679528644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0729637523459317, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733396170480859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.073339627020843, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0733396170480859"
[1] "Starting iterative with newton 0.0733396170480859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0729335292299531, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733090047204107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733090146704661, diff to last: 0"
[1] "Final threshold is: 0.000639439861926829"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.588208372244318"
[1] "Newton iter: 1, lambda:0.479931428919201, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.483255667392497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.48325889830386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48325889830691, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.48325889830386"
[1] "Starting iterative with newton 0.48325889830386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173923800335229, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178595820080304, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178599183449934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178599183451676, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178599183451676"
[1] "Starting iterative with newton 0.178599183451676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143577665600121, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146438323765977, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146439458551194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146439458551373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146439458551194"
[1] "Starting iterative with newton 0.146439458551194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140359022473775, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.143059462744552, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143060461762347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143060461762484, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143060461762347"
[1] "Starting iterative with newton 0.143060461762347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140020608766933, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142704544551485, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142705530124468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142705530124601, diff to last: 0"
[1] "Final threshold is: 0.00124475301263589"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.387560100642"
[1] "Starting iterative with newton 3.387560100642"
[1] "Starting newton at: 0.611268129481709"
[1] "Newton iter: 1, lambda:0.57979005777302, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.580140969130417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580141013166448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580141013166449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580141013166448"
[1] "Starting iterative with newton 0.580141013166448"
[1] "Starting newton at: 0.338825758713232"
[1] "Newton iter: 1, lambda:0.250895968009391, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.252470340861713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.252470849029377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25247084902943, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.252470849029377"
[1] "Starting iterative with newton 0.252470849029377"
[1] "Starting newton at: 0.316683567856308"
[1] "Newton iter: 1, lambda:0.20800153333367, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.21016844660712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.210169312881889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210169312882027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210169312881889"
[1] "Starting iterative with newton 0.210169312881889"
[1] "Starting newton at: 0.322213691832736"
[1] "Newton iter: 1, lambda:0.202039808481501, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.20465010958876, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.204651348511566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204651348511845, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.204651348511566"
[1] "Starting iterative with newton 0.204651348511566"
[1] "Starting newton at: 0.321155000656743"
[1] "Newton iter: 1, lambda:0.201338882592874, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.203928907380736, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.203930124799646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203930124799915, diff to last: 0"
[1] "Final threshold is: 0.00177878626700919"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.34903324676684"
[1] "Starting iterative with newton 3.34903324676684"
[1] "Starting newton at: 0.645203695669832"
[1] "Newton iter: 1, lambda:0.5628867371573, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.565147505474177, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565149256364449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565149256365499, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565149256364449"
[1] "Starting iterative with newton 0.565149256364449"
[1] "Starting newton at: 0.318903027538494"
[1] "Newton iter: 1, lambda:0.254332154671262, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.255188861234286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255189012809849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255189012809854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255189012809849"
[1] "Starting iterative with newton 0.255189012809849"
[1] "Starting newton at: 0.323590996635571"
[1] "Newton iter: 1, lambda:0.212268649752861, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.2145778809517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.214578880988231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214578880988419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.214578880988419"
[1] "Starting iterative with newton 0.214578880988419"
[1] "Starting newton at: 0.334756382446675"
[1] "Newton iter: 1, lambda:0.206153971594148, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.209191832735306, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.209193540127616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209193540128155, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.209193540127616"
[1] "Starting iterative with newton 0.209193540127616"
[1] "Starting newton at: 0.331541397086755"
[1] "Newton iter: 1, lambda:0.205566313890288, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.208476734898294, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.208478299189778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20847829919023, diff to last: 0"
[1] "Final threshold is: 0.00181845784644156"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.65611764537308"
[1] "Starting iterative with newton 1.65611764537308"
[1] "Starting newton at: 0.724615328773145"
[1] "Newton iter: 1, lambda:0.687710581259036, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.688324316308501, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.688324488357685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.688324488357698, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.688324488357698"
[1] "Starting iterative with newton 0.688324488357698"
[1] "Starting newton at: 0.446715470664152"
[1] "Newton iter: 1, lambda:0.497241609051697, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.498212990559603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.498213346204463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.498213346204511, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.498213346204463"
[1] "Starting iterative with newton 0.498213346204463"
[1] "Starting newton at: 0.460421887578619"
[1] "Newton iter: 1, lambda:0.456013217157819, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.45602019529799, diff to last: 0"
[1] "Newton iter: 3, lambda:0.456020195315486, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.456020195315486"
[1] "Starting iterative with newton 0.456020195315486"
[1] "Starting newton at: 0.450065756918759"
[1] "Newton iter: 1, lambda:0.44642882669892, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.446433523685472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446433523693311, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446433523693311"
[1] "Starting iterative with newton 0.446433523693311"
[1] "Starting newton at: 0.446094333898118"
[1] "Newton iter: 1, lambda:0.444241939247957, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.444243154978455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444243154978979, diff to last: 0"
[1] "Final threshold is: 0.00387492345264745"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.31741130251286"
[1] "Starting iterative with newton 1.31741130251286"
[1] "Starting newton at: 0.652290926017682"
[1] "Newton iter: 1, lambda:0.769617449021157, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.777387183112966, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.777420008160297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777420008744371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777420008160297"
[1] "Starting iterative with newton 0.777420008160297"
[1] "Starting newton at: 0.66286689272606"
[1] "Newton iter: 1, lambda:0.638726242425512, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.639004418542129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.639004455755914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639004455755914, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.639004455755914"
[1] "Starting iterative with newton 0.639004455755914"
[1] "Starting newton at: 0.670782501053494"
[1] "Newton iter: 1, lambda:0.598933223106423, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.601278188174244, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601280741204372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601280741207397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601280741204372"
[1] "Starting iterative with newton 0.601280741204372"
[1] "Starting newton at: 0.673354365963614"
[1] "Newton iter: 1, lambda:0.587539986841017, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.590838538979102, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.590843540762211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590843540773702, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.590843540762211"
[1] "Starting iterative with newton 0.590843540762211"
[1] "Starting newton at: 0.672103828120016"
[1] "Newton iter: 1, lambda:0.584512939703863, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.587938428814833, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.587943807823673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587943807836925, diff to last: 0"
[1] "Final threshold is: 0.00512835645140471"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38736689248353"
[1] "Starting iterative with newton 1.38736689248353"
[1] "Starting newton at: 0.663059686409103"
[1] "Newton iter: 1, lambda:0.740968530592407, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.744124921046832, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.744129967769562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744129967782448, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.744129967769562"
[1] "Starting iterative with newton 0.744129967769562"
[1] "Starting newton at: 0.679423106062744"
[1] "Newton iter: 1, lambda:0.591845960328664, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.595168007426841, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.595172920522275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595172920533012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.595172920533012"
[1] "Starting iterative with newton 0.595172920533012"
[1] "Starting newton at: 0.671109677229536"
[1] "Newton iter: 1, lambda:0.551660670321071, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.557576839332013, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.557591875126133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557591875223112, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.557591875126133"
[1] "Starting iterative with newton 0.557591875126133"
[1] "Starting newton at: 0.664814894655578"
[1] "Newton iter: 1, lambda:0.541675767849425, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.547901449486955, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.547917941376507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.547917941492067, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.547917941376507"
[1] "Starting iterative with newton 0.547917941376507"
[1] "Starting newton at: 0.664116373535576"
[1] "Newton iter: 1, lambda:0.538987285688126, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.545397288024297, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.545414727858201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545414727987104, diff to last: 0"
[1] "Final threshold is: 0.00475739535142543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.13697230877107"
[1] "Newton iter: 1, lambda:1.00182075601892, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.0144656130165, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.01458735912025, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0145873703267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0145873703267, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0145873703267"
[1] "Starting iterative with newton 1.0145873703267"
[1] "Starting newton at: 1.2199713073369"
[1] "Newton iter: 1, lambda:1.14206078454949, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.14676308101534, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.14678124895137, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14678124922173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14678124922173"
[1] "Starting iterative with newton 1.14678124922173"
[1] "Starting newton at: 1.2685716138636"
[1] "Newton iter: 1, lambda:1.19017127102536, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.19505918509511, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19507940542177, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19507940576663, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19507940542177"
[1] "Starting iterative with newton 1.19507940542177"
[1] "Starting newton at: 1.27155616400077"
[1] "Newton iter: 1, lambda:1.20921704323727, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.21237727683664, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.2123858084397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21238580850174, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21238580850174"
[1] "Starting iterative with newton 1.21238580850174"
[1] "Starting newton at: 1.27568207468723"
[1] "Newton iter: 1, lambda:1.21558726119469, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.21853945623859, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21854692836786, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21854692841563, diff to last: 0"
[1] "Final threshold is: 0.0106288099617387"
threshold is:
[{'ad': 0.00012615242095642513, 'da': 9.551534456023176e-05, 'dd': 0.00014052045583307202}, {'ad': 0.0003203207695038717, 'da': 0.00012316160584276598, 'dd': 0.0007116197814422694}, {'ad': 0.0007482550818670621, 'da': 0.0006394398619268285, 'dd': 0.001244753012635885}, {'ad': 0.0017787862670091944, 'da': 0.001818457846441557, 'dd': 0.00387492345264745}, {'ad': 0.005128356451404714, 'da': 0.004757395351425431, 'dd': 0.010628809961738723}]
Number of points in noise estimation: 128
Estimated noise: 0.008722528212810337
0.008722528212810337
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.4380249582776"
[1] "Starting iterative with newton 60.4380249582776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.77540224297"
[1] "Starting iterative with newton 51.77540224297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.8577242251701"
[1] "Starting iterative with newton 46.8577242251701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.8835381304057"
[1] "Starting iterative with newton 24.8835381304057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.6324889457326"
[1] "Starting iterative with newton 23.6324889457326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.3111193337088"
[1] "Starting iterative with newton 14.3111193337088"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.58757771435399"
[1] "Starting iterative with newton 8.58757771435399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.03184312734163"
[1] "Starting iterative with newton 9.03184312734163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.43810145488373"
[1] "Starting iterative with newton 4.43810145488373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.387560100642"
[1] "Starting iterative with newton 3.387560100642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34903324676684"
[1] "Starting iterative with newton 3.34903324676684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65611764537308"
[1] "Starting iterative with newton 1.65611764537308"
[1] "Starting newton at: 1.95905423220715"
[1] "Newton iter: 1, lambda:1.55652251760151, diff to last: 0.403"
[1] "Newton iter: 2, lambda:1.5081235158268, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.50636814903744, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50636570618074, diff to last: 0"
[1] "Newton iter: 5, lambda:1.506365706176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50636570618074"
[1] "Starting iterative with newton 1.50636570618074"
[1] "Starting newton at: 1.79930879919064"
[1] "Newton iter: 1, lambda:1.43662145794334, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.37228356254843, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.36831896818722, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36830303707559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36830303681768, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36830303707559"
[1] "Starting iterative with newton 1.36830303707559"
[1] "Starting newton at: 1.64661747886444"
[1] "Newton iter: 1, lambda:1.31561738495023, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.23658496342277, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.22895318024371, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.22887828473311, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22887827750355, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22887827750355"
[1] "Starting iterative with newton 1.22887827750355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31741130251286"
[1] "Starting iterative with newton 1.31741130251286"
[1] "Starting newton at: 1.53219360543536"
[1] "Newton iter: 1, lambda:1.33886965624181, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.30810803185772, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30709353832302, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30709241059127, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30709241058988, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30709241058988"
[1] "Starting iterative with newton 1.30709241058988"
[1] "Starting newton at: 1.52104136555457"
[1] "Newton iter: 1, lambda:1.32758267709318, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.29595010349921, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.29485306148592, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29485171335676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29485171335472, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29485171335676"
[1] "Starting iterative with newton 1.29485171335676"
[1] "Starting newton at: 1.50779300133479"
[1] "Newton iter: 1, lambda:1.31376948456738, diff to last: 0.194"
[1] "Newton iter: 2, lambda:1.28093347642825, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.27971845990092, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27971676080863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2797167608053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2797167608053"
[1] "Starting iterative with newton 1.2797167608053"
[1] "Starting newton at: 1.49443153185755"
[1] "Newton iter: 1, lambda:1.29962943172975, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.26546578901323, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.26411300333764, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26411083780305, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2641108377975, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26411083780305"
[1] "Starting iterative with newton 1.26411083780305"
[1] "Starting newton at: 1.48185008886829"
[1] "Newton iter: 1, lambda:1.28520001316063, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.24931220346304, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.24777535956756, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.24777248280253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24777248279244, diff to last: 0"
[1] "Final threshold is: 0.0108837306843255"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38736689248353"
[1] "Starting iterative with newton 1.38736689248353"
[1] "Starting newton at: 1.64740427320468"
[1] "Newton iter: 1, lambda:1.40567559219897, diff to last: 0.242"
[1] "Newton iter: 2, lambda:1.36840989195939, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.36709012368508, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36708841209588, diff to last: 0"
[1] "Newton iter: 5, lambda:1.367088412093, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36708841209588"
[1] "Starting iterative with newton 1.36708841209588"
[1] "Starting newton at: 1.62652493229777"
[1] "Newton iter: 1, lambda:1.38856816790115, diff to last: 0.238"
[1] "Newton iter: 2, lambda:1.35049978883416, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.34907446412616, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34907240033608, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34907240033175, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34907240033175"
[1] "Starting iterative with newton 1.34907240033175"
[1] "Starting newton at: 1.60161129273533"
[1] "Newton iter: 1, lambda:1.36687543392048, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.32745632392422, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.32586004103949, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.32585734040961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32585734040188, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32585734040188"
[1] "Starting iterative with newton 1.32585734040188"
[1] "Starting newton at: 1.58158382663693"
[1] "Newton iter: 1, lambda:1.34925581125692, diff to last: 0.232"
[1] "Newton iter: 2, lambda:1.3087059272624, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.3069562848843, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30695292758935, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30695292757697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30695292758935"
[1] "Starting iterative with newton 1.30695292758935"
[1] "Starting newton at: 1.55957247708437"
[1] "Newton iter: 1, lambda:1.33083321238132, diff to last: 0.229"
[1] "Newton iter: 2, lambda:1.2894252611743, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.287533512158, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2875294481075, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28752944808873, diff to last: 0"
[1] "Final threshold is: 0.011230511935778"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.53596899484702"
[1] "Newton iter: 1, lambda:1.6285799648774, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.62323487105732, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62321941113952, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62321941100892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62321941113952"
[1] "Starting iterative with newton 1.62321941113952"
[1] "Starting newton at: 2.12885732018691"
[1] "Newton iter: 1, lambda:2.11518260176288, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.11520816460753, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11520816468921, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.11520816460753"
[1] "Starting iterative with newton 2.11520816460753"
[1] "Starting newton at: 2.27494980669483"
[1] "Newton iter: 1, lambda:2.31001719867804, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.31028495748223, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31028497482205, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31028497482205, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.31028497482205"
[1] "Starting iterative with newton 2.31028497482205"
[1] "Starting newton at: 2.46371368397142"
[1] "Newton iter: 1, lambda:2.38360822260659, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.38562799920593, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38562911276918, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38562911276952, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38562911276918"
[1] "Starting iterative with newton 2.38562911276918"
[1] "Starting newton at: 2.53061988990508"
[1] "Newton iter: 1, lambda:2.40906513942787, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.41406663268492, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41407369343012, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41407369344432, diff to last: 0"
[1] "Final threshold is: 0.0210568258987474"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.010883730684325459, 'da': 0.011230511935778049, 'dd': 0.021056825898747442}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546784437547544. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004226824305172001
0.004226824305172001
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 124.720674379594"
[1] "Starting iterative with newton 124.720674379594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.844376342142"
[1] "Starting iterative with newton 106.844376342142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 96.6961936511105"
[1] "Starting iterative with newton 96.6961936511105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.3499846945195"
[1] "Starting iterative with newton 51.3499846945195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.7683037394887"
[1] "Starting iterative with newton 48.7683037394887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.5326072560971"
[1] "Starting iterative with newton 29.5326072560971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.7214342222597"
[1] "Starting iterative with newton 17.7214342222597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6382259597395"
[1] "Starting iterative with newton 18.6382259597395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.15852241697628"
[1] "Starting iterative with newton 9.15852241697628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.99061196233896"
[1] "Starting iterative with newton 6.99061196233896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.91110745833919"
[1] "Starting iterative with newton 6.91110745833919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.41758536493318"
[1] "Starting iterative with newton 3.41758536493318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.71862666257098"
[1] "Starting iterative with newton 2.71862666257098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.862987904749"
[1] "Starting iterative with newton 2.862987904749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.391885597927"
[1] "Starting iterative with newton 1.391885597927"
[1] "Starting newton at: 1.6364457516144"
[1] "Newton iter: 1, lambda:1.40578684023279, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.370185685065, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.36896853530229, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36896706862976, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36896706862763, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36896706862763"
[1] "Starting iterative with newton 1.36896706862763"
[1] "Starting newton at: 1.61632382823423"
[1] "Newton iter: 1, lambda:1.38600688444503, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.34866520803949, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.34727167513264, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3472696753166, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34726967531248, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3472696753166"
[1] "Starting iterative with newton 1.3472696753166"
[1] "Starting newton at: 1.60077314227721"
[1] "Newton iter: 1, lambda:1.36889568727169, diff to last: 0.232"
[1] "Newton iter: 2, lambda:1.32951227781554, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.32790712071475, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.32790437334428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32790437333623, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32790437333623"
[1] "Starting iterative with newton 1.32790437333623"
[1] "Starting newton at: 1.57505999597829"
[1] "Newton iter: 1, lambda:1.34787445972655, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.30773125243807, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.30599419090397, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30599084499157, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30599084497915, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30599084497915"
[1] "Starting iterative with newton 1.30599084497915"
[1] "Starting newton at: 1.55480841225716"
[1] "Newton iter: 1, lambda:1.32775092868718, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.28565767949012, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.28366945498167, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28366489500686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28366489498285, diff to last: 0"
[1] "Final threshold is: 0.00542582597780959"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.005425825977809586}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546784437547544. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004226824305172001
0.004226824305172001
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341238889327186, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341475318225259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03414753183387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.03414753183387"
[1] "Starting iterative with newton 0.03414753183387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00179374546549504, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00179376081965828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00179376081965828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00179376081965828"
[1] "Starting iterative with newton 0.00179376081965828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00167738578074272, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00167739861885419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00167739861885419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00167739861885419"
[1] "Starting iterative with newton 0.00167739861885419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00167697830523366, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00167699113501612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00167699113501612, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00167699113501612"
[1] "Starting iterative with newton 0.00167699113501612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0016769768784498, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0016769897082031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0016769897082031, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.08834085815616e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124721342424615, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124731107120545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124731107120605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124731107120545"
[1] "Starting iterative with newton 0.0124731107120545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0069474603482636, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00694782412391829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00694782412391929, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00694782412391829"
[1] "Starting iterative with newton 0.00694782412391829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00690596760724046, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00690632687689468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00690632687689565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00690632687689468"
[1] "Starting iterative with newton 0.00690632687689468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00690565612094727, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00690601535684397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00690601535684494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00690601535684397"
[1] "Starting iterative with newton 0.00690601535684397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00690565378262619, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00690601301826948, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00690601301827045, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.91905036774598e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0313363759329089, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0313604271830685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313604271972351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0313604271830685"
[1] "Starting iterative with newton 0.0313604271830685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488235603515605, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488252846607541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00488252846607563, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00488252846607541"
[1] "Starting iterative with newton 0.00488252846607541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0047044597386054, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00470461763684327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00470461763684345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00470461763684327"
[1] "Starting iterative with newton 0.00470461763684327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00470327581480365, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00470343361855861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00470343361855879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00470343361855861"
[1] "Starting iterative with newton 0.00470343361855861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00470326793616148, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00470342573928778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00470342573928796, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.98805542323932e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0586091103699771"
[1] "Newton iter: 1, lambda:0.066844317924161, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0668470543319472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0668470543322493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0668470543319472"
[1] "Starting iterative with newton 0.0668470543319472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0178180665244867, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0178232386278043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0178232386282401, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0178232386278043"
[1] "Starting iterative with newton 0.0178232386278043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172120533994028, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172167957372907, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172167957376507, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0172167957372907"
[1] "Starting iterative with newton 0.0172167957372907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172045635533398, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172093007354915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172093007358506, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0172093007354915"
[1] "Starting iterative with newton 0.0172093007354915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172044709812455, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172092080996991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172092081000583, diff to last: 0"
[1] "Final threshold is: 7.27402990685711e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290361932563563, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290539051150745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029053905121664, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0290539051150745"
[1] "Starting iterative with newton 0.0290539051150745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00454382635107795, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00454394716321476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00454394716321485, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00454394716321476"
[1] "Starting iterative with newton 0.00454394716321476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444109410774754, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444120703266828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444120703266835, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00444120703266828"
[1] "Starting iterative with newton 0.00444120703266828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444066674414486, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444077963700481, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444077963700488, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00444077963700481"
[1] "Starting iterative with newton 0.00444077963700481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444066496638253, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444077785910912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444077785910919, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.87703877887524e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0900291617029259"
[1] "Newton iter: 1, lambda:0.125970740268131, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.126070044901207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.126070045658133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126070045658133"
[1] "Starting iterative with newton 0.126070045658133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394613163046418, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0395278944468792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0395278946363929, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0395278946363929"
[1] "Starting iterative with newton 0.0395278946363929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363733377852392, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364278017335847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364278018556997, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0364278017335847"
[1] "Starting iterative with newton 0.0364278017335847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362638857189038, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363179460584483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363179461785907, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0363179460584483"
[1] "Starting iterative with newton 0.0363179460584483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036260008807105, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363140548823451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363140550024181, diff to last: 0"
[1] "Final threshold is: 0.000153493130303574"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146173312501145, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.14808823482475, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148088561708972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148088561708982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148088561708972"
[1] "Starting iterative with newton 0.148088561708972"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0426925202671748, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0427687009830076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0427687012255748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0427687009830076"
[1] "Starting iterative with newton 0.0427687009830076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393210783280937, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393829766012802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393829767546699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0393829766012802"
[1] "Starting iterative with newton 0.0393829766012802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392131847025598, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392746565147229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039274656665792, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.039274656665792"
[1] "Starting iterative with newton 0.039274656665792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392097335250927, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392711917265493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392711918775446, diff to last: 0"
[1] "Final threshold is: 0.000165992428321079"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130056791902089, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131425100351303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131425251203002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131425251203004, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131425251203004"
[1] "Starting iterative with newton 0.131425251203004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371331965519271, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371820852806014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371820853653415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0371820853653415"
[1] "Starting iterative with newton 0.0371820853653415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345972748550487, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346381913962185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346381914534468, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0346381913962185"
[1] "Starting iterative with newton 0.0346381913962185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345286949611254, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345694085849101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345694086415153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0345694086415153"
[1] "Starting iterative with newton 0.0345694086415153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.034526840657708, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345675488038825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.034567548860471, diff to last: 0"
[1] "Final threshold is: 0.000146110955693659"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34003246586147"
[1] "Newton iter: 1, lambda:0.248500425800784, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.249777097770351, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249777348984757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249777348984767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.249777348984757"
[1] "Starting iterative with newton 0.249777348984757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.07258221048039, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729347290313706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729347373463434, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0729347373463434"
[1] "Starting iterative with newton 0.0729347373463434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0641033360253474, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0643599548077697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643599589203943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0643599589203943"
[1] "Starting iterative with newton 0.0643599589203943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0636894980296733, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639419521938622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639419561605544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0639419561605544"
[1] "Starting iterative with newton 0.0639419561605544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0636693181964232, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639215704500722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639215744097639, diff to last: 0"
[1] "Final threshold is: 0.000270185264340051"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.454278651730368"
[1] "Newton iter: 1, lambda:0.345245506667154, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.347707663471862, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.347708945260278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347708945260625, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347708945260625"
[1] "Starting iterative with newton 0.347708945260625"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114556109167234, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115843051861253, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115843214101824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115843214101826, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115843214101824"
[1] "Starting iterative with newton 0.115843214101824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0993699199305922, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100269132600037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100269206189917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100269206189917, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100269206189917"
[1] "Starting iterative with newton 0.100269206189917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0983307331192318, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0992066965176824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0992067659934101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0992067659934105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0992067659934101"
[1] "Starting iterative with newton 0.0992067659934101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982597499120738, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991341398089482, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991342090109638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991342090109642, diff to last: 0"
[1] "Final threshold is: 0.000419022884121543"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.39074412552601"
[1] "Newton iter: 1, lambda:0.351899169978957, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.352219537595177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.352219559537994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352219559537994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.352219559537994"
[1] "Starting iterative with newton 0.352219559537994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117025620062013, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118394536298228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118394723403406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11839472340341, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118394723403406"
[1] "Starting iterative with newton 0.118394723403406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101645721096423, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102603376730805, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102603461685328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102603461685329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102603461685329"
[1] "Starting iterative with newton 0.102603461685329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100589560532333, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.10152246620256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101522546399383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101522546399383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101522546399383"
[1] "Starting iterative with newton 0.101522546399383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10051717091481, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101448395928346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101448475807611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101448475807612, diff to last: 0"
[1] "Final threshold is: 0.000428804883266264"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.41758536493318"
[1] "Starting iterative with newton 3.41758536493318"
[1] "Starting newton at: 0.639540750370808"
[1] "Newton iter: 1, lambda:0.563826972164873, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.565752770553544, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565754046736921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565754046737481, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565754046737481"
[1] "Starting iterative with newton 0.565754046737481"
[1] "Starting newton at: 0.316093247732191"
[1] "Newton iter: 1, lambda:0.252874852744301, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.25368193519098, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253682067398121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253682067398124, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.253682067398121"
[1] "Starting iterative with newton 0.253682067398121"
[1] "Starting newton at: 0.320705587281902"
[1] "Newton iter: 1, lambda:0.210795149945007, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.213017848956352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213018764050889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213018764051044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213018764050889"
[1] "Starting iterative with newton 0.213018764050889"
[1] "Starting newton at: 0.314539131493794"
[1] "Newton iter: 1, lambda:0.205444705170393, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.207607638846772, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207608494382019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207608494382153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207608494382019"
[1] "Starting iterative with newton 0.207608494382019"
[1] "Starting newton at: 0.318027392939377"
[1] "Newton iter: 1, lambda:0.204549962795126, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.206885571626455, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.206886567511329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20688656751151, diff to last: 0"
[1] "Final threshold is: 0.00087447317197126"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.71862666257098"
[1] "Starting iterative with newton 2.71862666257098"
[1] "Starting newton at: 0.611209311720317"
[1] "Newton iter: 1, lambda:0.610674017422771, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.61067412852843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610674128528435, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610674128528435"
[1] "Starting iterative with newton 0.610674128528435"
[1] "Starting newton at: 0.291370641580083"
[1] "Newton iter: 1, lambda:0.320190560892912, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.320400041170786, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320400052208942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320400052208942, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320400041170786"
[1] "Starting iterative with newton 0.320400041170786"
[1] "Starting newton at: 0.303165924249752"
[1] "Newton iter: 1, lambda:0.274855567187629, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.275040663027307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275040670956749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.275040663027307"
[1] "Starting iterative with newton 0.275040663027307"
[1] "Starting newton at: 0.301953897435641"
[1] "Newton iter: 1, lambda:0.267497583160322, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.267767929482699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267767946167655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267767946167655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267767946167655"
[1] "Starting iterative with newton 0.267767946167655"
[1] "Starting newton at: 0.301928766295789"
[1] "Newton iter: 1, lambda:0.2663088769931, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.26659712931403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266597148240276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266597148240276, diff to last: 0"
[1] "Final threshold is: 0.00112685930587154"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.862987904749"
[1] "Starting iterative with newton 2.862987904749"
[1] "Starting newton at: 0.65232021808917"
[1] "Newton iter: 1, lambda:0.594239256621423, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.595476506730187, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.595477078845478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595477078845601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595477078845478"
[1] "Starting iterative with newton 0.595477078845478"
[1] "Starting newton at: 0.297933114004464"
[1] "Newton iter: 1, lambda:0.303860846786603, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.303869248029383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303869248046249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.303869248029383"
[1] "Starting iterative with newton 0.303869248029383"
[1] "Starting newton at: 0.307623686753129"
[1] "Newton iter: 1, lambda:0.259250794905451, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.259764528648374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.25976458680702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.259764586807021, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.259764586807021"
[1] "Starting iterative with newton 0.259764586807021"
[1] "Starting newton at: 0.316244892348521"
[1] "Newton iter: 1, lambda:0.252017970949504, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.252910879845144, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252911053255964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252911053255971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252911053255971"
[1] "Starting iterative with newton 0.252911053255971"
[1] "Starting newton at: 0.317436705312726"
[1] "Newton iter: 1, lambda:0.250885133007896, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.251841731986159, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251841930609335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251841930609343, diff to last: 0"
[1] "Final threshold is: 0.00106449159336098"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.391885597927"
[1] "Starting iterative with newton 1.391885597927"
[1] "Starting newton at: 0.689060206212539"
[1] "Newton iter: 1, lambda:0.742177174050843, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.743643166243008, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.74364426255912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743644262559733, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743644262559733"
[1] "Starting iterative with newton 0.743644262559733"
[1] "Starting newton at: 0.642423482566644"
[1] "Newton iter: 1, lambda:0.591178201722182, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.592327897172174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592328484559173, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592328484559327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.592328484559173"
[1] "Starting iterative with newton 0.592328484559173"
[1] "Starting newton at: 0.637552744445574"
[1] "Newton iter: 1, lambda:0.550362415874335, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.553540076704804, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.553544401027741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553544401035744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.553544401027741"
[1] "Starting iterative with newton 0.553544401027741"
[1] "Starting newton at: 0.645938732372647"
[1] "Newton iter: 1, lambda:0.538603045329466, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.543345644339634, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.543355184485809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543355184524371, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.543355184485809"
[1] "Starting iterative with newton 0.543355184485809"
[1] "Starting newton at: 0.647730620356592"
[1] "Newton iter: 1, lambda:0.53548414081842, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.540650347582406, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.540661639173943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540661639227821, diff to last: 0"
[1] "Final threshold is: 0.00228528175733456"
threshold is:
[{'ad': 7.0883408581561625e-06, 'da': 2.9190503677459793e-05, 'dd': 1.988055423239319e-05}, {'ad': 7.274029906857107e-05, 'da': 1.8770387788752425e-05, 'dd': 0.00015349313030357353}, {'ad': 0.00016599242832107897, 'da': 0.0001461109556936594, 'dd': 0.0002701852643400508}, {'ad': 0.00041902288412154297, 'da': 0.0004288048832662644, 'dd': 0.0008744731719712604}, {'ad': 0.0011268593058715414, 'da': 0.0010644915933609763, 'dd': 0.002285281757334557}]
Number of points in noise estimation: 128
Estimated noise: 0.008722528212810337
0.008722528212810337
threshold is:
[{'ad': 0.00857067765566022, 'da': 0.004623576961627303, 'dd': 0.0059405787076363134}, {'ad': 7.494594081935978e-05, 'da': 0.0014681272192312578, 'dd': 0.0019524359289493087}, {'ad': 0.0007986925050960103, 'da': 0.0009709903493098013, 'dd': 0.0014324906614307}, {'ad': 0.0014060565209151334, 'da': 0.0016439026886479746, 'dd': 0.004441031223011389}, {'ad': 0.004912197657268358, 'da': 0.004284999141960536, 'dd': 0.008025048127145206}]
['stjerten256', 0.025, 4, 0.00010460383687817969, 8.659185490558226e-05, 8.824944564431784e-05, 0.0004207798780384262, 8.569062036858444e-05, 0.00010701777291052415, 9.608965233381928e-05, 0.00010442676333505399, 39.80452385215779, 40.6252295712726, 40.54288014034984, 33.759450365962905, 40.67066713025463, 39.70544091137265, 40.17323377953565, 39.81188182567816]
stjerten256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.013919165108244173
0.013919165108244173
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0783728775960861, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786935435168602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786935488755958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0786935488755958"
[1] "Starting iterative with newton 0.0786935488755958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362993149615294, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363413155406545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363413155968662, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0363413155968662"
[1] "Starting iterative with newton 0.0363413155968662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351518814526568, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351910543270419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351910543756747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0351910543270419"
[1] "Starting iterative with newton 0.0351910543270419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351205259603377, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351596228290031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351596228774399, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0351596228774399"
[1] "Starting iterative with newton 0.0351596228774399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351196690262176, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035158763818621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351587638670524, diff to last: 0"
[1] "Final threshold is: 0.000489380639267271"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509081319795503, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510059808284598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510059811897451, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0510059808284598"
[1] "Starting iterative with newton 0.0510059808284598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0132074465150951, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0132090597358083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132090597358324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0132090597358083"
[1] "Starting iterative with newton 0.0132090597358083"
[1] "Starting newton at: 0.0184497547634686"
[1] "Newton iter: 1, lambda:0.0131351360469809, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0131353909717479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0131353909717485, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0131353909717485"
[1] "Starting iterative with newton 0.0131353909717485"
[1] "Starting newton at: 0.0185234235275284"
[1] "Newton iter: 1, lambda:0.0131349785558269, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0131352406002445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0131352406002451, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0131352406002445"
[1] "Starting iterative with newton 0.0131352406002445"
[1] "Starting newton at: 0.0185235738990324"
[1] "Newton iter: 1, lambda:0.0131349782342129, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.013135240293263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0131352402932636, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000182831578378389"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1062367365602, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.10689248451567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106892509389171, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106892509389171, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106892509389171"
[1] "Starting iterative with newton 0.106892509389171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030936335406575, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0309720701491797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0309720701968653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0309720701491797"
[1] "Starting iterative with newton 0.0309720701491797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286951183948853, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0287244623080601, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0287244623387501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0287244623080601"
[1] "Starting iterative with newton 0.0287244623080601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028629944042389, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286591135173722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286591135476555, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0286591135173722"
[1] "Starting iterative with newton 0.0286591135173722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286280501495837, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286572145650964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028657214595368, diff to last: 0"
[1] "Final threshold is: 0.000398884501073957"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157763459643743, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160246302517165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.16024691401313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160246914013167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.16024691401313"
[1] "Starting iterative with newton 0.16024691401313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0555774741817227, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0557435327300166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557435342122785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0557435327300166"
[1] "Starting iterative with newton 0.0557435327300166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0513783214361807, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515145057948861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515145067516401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0515145057948861"
[1] "Starting iterative with newton 0.0515145057948861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0512093748708176, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0513444316479845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0513444325873402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0513444316479845"
[1] "Starting iterative with newton 0.0513444316479845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0512025816947438, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0513375932534028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0513375941920644, diff to last: 0"
[1] "Final threshold is: 0.000714576449819382"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.109977078056341"
[1] "Newton iter: 1, lambda:0.164831606429475, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.165138613967584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.165138623549695, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165138613967584"
[1] "Starting iterative with newton 0.165138613967584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399334634155314, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039995128138085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399951282851498, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0399951282851498"
[1] "Starting iterative with newton 0.0399951282851498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367293874907039, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367783026661618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036778302752932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0367783026661618"
[1] "Starting iterative with newton 0.0367783026661618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036647561164168, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366961780415798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366961781271531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0366961781271531"
[1] "Starting iterative with newton 0.0366961781271531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366454724364387, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366940817166253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366940818021682, diff to last: 0"
[1] "Final threshold is: 0.000510750981909112"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.516311392775304"
[1] "Newton iter: 1, lambda:0.262795004400532, diff to last: 0.254"
[1] "Newton iter: 2, lambda:0.27302616813483, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.273043585239604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273043585290016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.273043585290016"
[1] "Starting iterative with newton 0.273043585290016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110787045225592, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11209176834882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112091948988372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112091948988375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112091948988372"
[1] "Starting iterative with newton 0.112091948988372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0976401677779865, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0986025625487695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0986026559639994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0986026559640003, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0986026559639994"
[1] "Starting iterative with newton 0.0986026559639994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0965490184084039, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974854732161051, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974855612413121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974855612413129, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0974855612413121"
[1] "Starting iterative with newton 0.0974855612413121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0964587626145217, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.097393088812004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0973931764024523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.097393176402453, diff to last: 0"
[1] "Final threshold is: 0.00135563170276208"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.36477493354127"
[1] "Newton iter: 1, lambda:0.402563444016643, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.402917175973489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.40291720675693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402917206756931, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.40291720675693"
[1] "Starting iterative with newton 0.40291720675693"
[1] "Starting newton at: 0.255390618768947"
[1] "Newton iter: 1, lambda:0.153955904427137, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.155305265980495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.15530550573262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155305505732627, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.155305505732627"
[1] "Starting iterative with newton 0.155305505732627"
[1] "Starting newton at: 0.264165647789101"
[1] "Newton iter: 1, lambda:0.131691153492782, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.13380805882373, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133808601227399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133808601227434, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133808601227399"
[1] "Starting iterative with newton 0.133808601227399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129887700602559, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131915637355153, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131916131327737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131916131327767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.131916131327737"
[1] "Starting iterative with newton 0.131916131327737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129727252839458, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131748800657988, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131749291191033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131749291191062, diff to last: 0"
[1] "Final threshold is: 0.00183384013698213"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.328701694629821"
[1] "Newton iter: 1, lambda:0.394747864064624, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.395794894196082, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.395795154254935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395795154254951, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.395795154254935"
[1] "Starting iterative with newton 0.395795154254935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141233938618005, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143705738391689, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.143706494421039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14370649442111, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143706494421039"
[1] "Starting iterative with newton 0.143706494421039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120165228362781, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121809174751442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121809482246528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121809482246539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121809482246528"
[1] "Starting iterative with newton 0.121809482246528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118301887850602, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119883016490989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119883298768552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119883298768561, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.119883298768552"
[1] "Starting iterative with newton 0.119883298768552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118137757670945, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119713428989067, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119713709132027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119713709132036, diff to last: 0"
[1] "Final threshold is: 0.00166631488312901"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.05839102851034"
[1] "Starting iterative with newton 3.05839102851034"
[1] "Starting newton at: 0.573605107793775"
[1] "Newton iter: 1, lambda:0.589477777362294, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.589571146915949, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589571150132069, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589571150132069"
[1] "Starting iterative with newton 0.589571150132069"
[1] "Starting newton at: 0.32502307872582"
[1] "Newton iter: 1, lambda:0.280909996762967, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.281346741932187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281346784910273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.281346784910274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.281346784910273"
[1] "Starting iterative with newton 0.281346784910273"
[1] "Starting newton at: 0.299693389704216"
[1] "Newton iter: 1, lambda:0.236523686028203, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.23734013644832, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237340273382183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237340273382187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237340273382187"
[1] "Starting iterative with newton 0.237340273382187"
[1] "Starting newton at: 0.318102353923577"
[1] "Newton iter: 1, lambda:0.229380498838469, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.230965834365618, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230966343385136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230966343385189, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230966343385189"
[1] "Starting iterative with newton 0.230966343385189"
[1] "Starting newton at: 0.315264619046163"
[1] "Newton iter: 1, lambda:0.22852843974124, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.230040756008164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230041218252122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230041218252165, diff to last: 0"
[1] "Final threshold is: 0.00320198169855352"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.33832901288356"
[1] "Starting iterative with newton 2.33832901288356"
[1] "Starting newton at: 0.502977037285096"
[1] "Newton iter: 1, lambda:0.640982322285693, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.649325375413577, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.649354807697862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.649354808063169, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.649354807697862"
[1] "Starting iterative with newton 0.649354807697862"
[1] "Starting newton at: 0.26303739088058"
[1] "Newton iter: 1, lambda:0.362926884173253, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.365874899033875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.36587744420435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365877444206246, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36587744420435"
[1] "Starting iterative with newton 0.36587744420435"
[1] "Starting newton at: 0.311692080679813"
[1] "Newton iter: 1, lambda:0.313985844305835, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.313987254331683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313987254332216, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313987254331683"
[1] "Starting iterative with newton 0.313987254331683"
[1] "Starting newton at: 0.287123781755744"
[1] "Newton iter: 1, lambda:0.30432916206426, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.304407216880324, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30440721848478, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.30440721848478"
[1] "Starting iterative with newton 0.30440721848478"
[1] "Starting newton at: 0.292146191534888"
[1] "Newton iter: 1, lambda:0.302606501945208, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.302635245625294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302635245842167, diff to last: 0"
[1] "Final threshold is: 0.00421242995143249"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32342439993809"
[1] "Starting iterative with newton 2.32342439993809"
[1] "Starting newton at: 0.535369860903471"
[1] "Newton iter: 1, lambda:0.621100769912612, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.624111188886286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.624114815680423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624114815685683, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.624114815680423"
[1] "Starting iterative with newton 0.624114815680423"
[1] "Starting newton at: 0.274091538259234"
[1] "Newton iter: 1, lambda:0.358647451827357, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.36070902678569, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360710241968361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360710241968783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.360710241968361"
[1] "Starting iterative with newton 0.360710241968361"
[1] "Starting newton at: 0.277082652817247"
[1] "Newton iter: 1, lambda:0.312897658009859, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.313238592938656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313238623742904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313238623742904, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313238623742904"
[1] "Starting iterative with newton 0.313238623742904"
[1] "Starting newton at: 0.263503504822174"
[1] "Newton iter: 1, lambda:0.304123823595097, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.304556005554212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.3045560543281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304556054328101, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3045560543281"
[1] "Starting iterative with newton 0.3045560543281"
[1] "Starting newton at: 0.270489342221106"
[1] "Newton iter: 1, lambda:0.302692718653498, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.302963441691705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302963460777423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302963460777423, diff to last: 0"
[1] "Final threshold is: 0.00421699843232601"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.24641535121911"
[1] "Starting iterative with newton 1.24641535121911"
[1] "Starting newton at: 0.859443020120435"
[1] "Newton iter: 1, lambda:0.767158034681197, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.771516146651193, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.771526277501368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771526277556019, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771526277556019"
[1] "Starting iterative with newton 0.771526277556019"
[1] "Starting newton at: 0.581228148069826"
[1] "Newton iter: 1, lambda:0.651797263675284, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.65424692191387, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.654249817817002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654249817821046, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.654249817817002"
[1] "Starting iterative with newton 0.654249817817002"
[1] "Starting newton at: 0.581247397896471"
[1] "Newton iter: 1, lambda:0.621993980503846, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.62278200329838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.62278229483801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622782294838049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.622782294838049"
[1] "Starting iterative with newton 0.622782294838049"
[1] "Starting newton at: 0.585831345452815"
[1] "Newton iter: 1, lambda:0.613784107318063, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.614150920317715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.614150983010789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61415098301079, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.614150983010789"
[1] "Starting iterative with newton 0.614150983010789"
[1] "Starting newton at: 0.583524612256048"
[1] "Newton iter: 1, lambda:0.611405595942056, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.611769752894809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61176981455598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611769814555981, diff to last: 0"
[1] "Final threshold is: 0.0085153250570446"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.01530910660701"
[1] "Starting iterative with newton 1.01530910660701"
[1] "Starting newton at: 0.772829467621368"
[1] "Newton iter: 1, lambda:0.852395584902229, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.856387251758276, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.856396989928655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.856396989986509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.856396989928655"
[1] "Starting iterative with newton 0.856396989928655"
[1] "Starting newton at: 0.76360517889816"
[1] "Newton iter: 1, lambda:0.807455097662062, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.808609262370461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.808610048460208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808610048460572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.808610048460572"
[1] "Starting iterative with newton 0.808610048460572"
[1] "Starting newton at: 0.756746389554854"
[1] "Newton iter: 1, lambda:0.793034218874949, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.793813712078125, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.793814066783328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793814066783401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.793814066783401"
[1] "Starting iterative with newton 0.793814066783401"
[1] "Starting newton at: 0.75460624389544"
[1] "Newton iter: 1, lambda:0.788513628338809, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.789191253977195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.789191521124833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789191521124874, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.789191521124874"
[1] "Starting iterative with newton 0.789191521124874"
[1] "Starting newton at: 0.756062663321739"
[1] "Newton iter: 1, lambda:0.787173836849648, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.78774309555771, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.787743283886144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.787743283886165, diff to last: 0"
[1] "Final threshold is: 0.010964728831322"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.05705167170193"
[1] "Starting iterative with newton 1.05705167170193"
[1] "Starting newton at: 0.835480412746263"
[1] "Newton iter: 1, lambda:0.817551294148195, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.817734047841053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.817734066980504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.817734066980504, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.817734066980504"
[1] "Starting iterative with newton 0.817734066980504"
[1] "Starting newton at: 0.796399832151623"
[1] "Newton iter: 1, lambda:0.751133218349635, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.752231317693201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.752231976055815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.752231976056052, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.752231976055815"
[1] "Starting iterative with newton 0.752231976055815"
[1] "Starting newton at: 0.79171714936202"
[1] "Newton iter: 1, lambda:0.731555851998143, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.733457603483798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.733459550873718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733459550875758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.733459550875758"
[1] "Starting iterative with newton 0.733459550875758"
[1] "Starting newton at: 0.791558750286295"
[1] "Newton iter: 1, lambda:0.725741915721333, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.7280038201553, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.728006563945215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.728006563949249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.728006563945215"
[1] "Starting iterative with newton 0.728006563945215"
[1] "Starting newton at: 0.791776229729623"
[1] "Newton iter: 1, lambda:0.72402087896654, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.726413328311609, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.726416394385737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726416394390768, diff to last: 0"
[1] "Final threshold is: 0.0101111097307905"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.1060891298422"
[1] "Newton iter: 1, lambda:1.02090935676453, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.02612375621528, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.02614443697614, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02614443730047, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02614443697614"
[1] "Starting iterative with newton 1.02614443697614"
[1] "Starting newton at: 1.25909064793778"
[1] "Newton iter: 1, lambda:1.15050450233199, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.15947933832627, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.15954615907055, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15954616275278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15954615907055"
[1] "Starting iterative with newton 1.15954615907055"
[1] "Starting newton at: 1.31564365145776"
[1] "Newton iter: 1, lambda:1.19592894240792, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.2070287243684, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.20713429026548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20713429974127, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20713429026548"
[1] "Starting iterative with newton 1.20713429026548"
[1] "Starting newton at: 1.34236739238732"
[1] "Newton iter: 1, lambda:1.21017493555854, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.22368829478693, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.22384673603186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22384675760814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22384675760815, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22384675760814"
[1] "Starting iterative with newton 1.22384675760814"
[1] "Starting newton at: 1.34887449365859"
[1] "Newton iter: 1, lambda:1.21579632909866, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.22952399877987, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.22968815245123, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22968817569832, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22968817569832, diff to last: 0"
[1] "Final threshold is: 0.0171162327492005"
threshold is:
[{'ad': 0.0004893806392672714, 'da': 0.00018283157837838872, 'dd': 0.0003988845010739571}, {'ad': 0.0007145764498193816, 'da': 0.0005107509819091118, 'dd': 0.0013556317027620833}, {'ad': 0.001833840136982133, 'da': 0.001666314883129008, 'dd': 0.00320198169855352}, {'ad': 0.004212429951432492, 'da': 0.004216998432326007, 'dd': 0.008515325057044599}, {'ad': 0.01096472883132199, 'da': 0.010111109730790484, 'dd': 0.017116232749200454}]
Number of points in noise estimation: 128
Estimated noise: 0.013919165108244173
0.013919165108244173
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.7032101228795"
[1] "Starting iterative with newton 37.7032101228795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.0783717880124"
[1] "Starting iterative with newton 33.0783717880124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.0103609560467"
[1] "Starting iterative with newton 29.0103609560467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5023465258062"
[1] "Starting iterative with newton 15.5023465258062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5345573994125"
[1] "Starting iterative with newton 14.5345573994125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.20615057418263"
[1] "Starting iterative with newton 9.20615057418263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.57377482434033"
[1] "Starting iterative with newton 5.57377482434033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76137554776"
[1] "Starting iterative with newton 5.76137554776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.05839102851034"
[1] "Starting iterative with newton 3.05839102851034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.33832901288356"
[1] "Starting iterative with newton 2.33832901288356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32342439993809"
[1] "Starting iterative with newton 2.32342439993809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24641535121911"
[1] "Starting iterative with newton 1.24641535121911"
[1] "Starting newton at: 1.45336738618822"
[1] "Newton iter: 1, lambda:1.34385987853356, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.33285756925762, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.33273237747681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33273236114175, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33273236114175, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33273236114175"
[1] "Starting iterative with newton 1.33273236114175"
[1] "Starting newton at: 1.5563822825321"
[1] "Newton iter: 1, lambda:1.42979905690831, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.41800147100853, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.41787946671674, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41787945351895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41787945351895, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41787945351895"
[1] "Starting iterative with newton 1.41787945351895"
[1] "Starting newton at: 1.64672188427345"
[1] "Newton iter: 1, lambda:1.51052464647954, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.49953587421641, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.49944616349676, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49944615743591, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49944616349676"
[1] "Starting iterative with newton 1.49944616349676"
[1] "Starting newton at: 1.72160202896532"
[1] "Newton iter: 1, lambda:1.57100283789101, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.55993868206643, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.55985878458139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55985878034747, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55985878458139"
[1] "Starting iterative with newton 1.55985878458139"
[1] "Starting newton at: 1.78298153136419"
[1] "Newton iter: 1, lambda:1.61366940679057, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.6018939761663, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.60181162074427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60181161663864, diff to last: 0"
[1] "Final threshold is: 0.0222958803642967"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01530910660701"
[1] "Starting iterative with newton 1.01530910660701"
[1] "Starting newton at: 1.18750788116851"
[1] "Newton iter: 1, lambda:1.28336486427407, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.27280999247979, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.2726844507453, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27268443286857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27268443286857, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27268443286857"
[1] "Starting iterative with newton 1.27268443286857"
[1] "Starting newton at: 1.44694416675925"
[1] "Newton iter: 1, lambda:1.54302573140838, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.53634623514071, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.53631775971627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53631775919309, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53631775919309"
[1] "Starting iterative with newton 1.53631775919309"
[1] "Starting newton at: 1.72165719970528"
[1] "Newton iter: 1, lambda:1.73629797406416, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.73621538154576, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73621537902278, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73621537902278"
[1] "Starting iterative with newton 1.73621537902278"
[1] "Starting newton at: 1.91633660924082"
[1] "Newton iter: 1, lambda:1.85689576209603, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.85626372544744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85626363002186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85626363002185, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85626363002185"
[1] "Starting iterative with newton 1.85626363002185"
[1] "Starting newton at: 2.04789120585822"
[1] "Newton iter: 1, lambda:1.92733039036232, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.9264561788504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92645604624396, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92645604624396, diff to last: 0"
[1] "Final threshold is: 0.0268146597814449"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.05705167170193"
[1] "Starting iterative with newton 1.05705167170193"
[1] "Starting newton at: 1.2481178802248"
[1] "Newton iter: 1, lambda:1.31028222176842, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.3060369718087, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.30601767042992, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30601767002981, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30601767002981"
[1] "Starting iterative with newton 1.30601767002981"
[1] "Starting newton at: 1.49574358046197"
[1] "Newton iter: 1, lambda:1.54134279144858, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.53989656004151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53989519448592, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5398951944847, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53989519448592"
[1] "Starting iterative with newton 1.53989519448592"
[1] "Starting newton at: 1.73423133987861"
[1] "Newton iter: 1, lambda:1.71026751176733, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.7100402496408, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71004022791011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71004022791011, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71004022791011"
[1] "Starting iterative with newton 1.71004022791011"
[1] "Starting newton at: 1.9174500105112"
[1] "Newton iter: 1, lambda:1.8185612322572, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.81658857057033, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.8165874009165, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81658740091609, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8165874009165"
[1] "Starting iterative with newton 1.8165874009165"
[1] "Starting newton at: 2.02767998620778"
[1] "Newton iter: 1, lambda:1.87811589177326, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.8758377857175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87583652482708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87583652482669, diff to last: 0"
[1] "Final threshold is: 0.0261100783051377"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.84376401630678"
[1] "Newton iter: 1, lambda:1.69074552010453, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.68302649349854, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.68299770754273, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68299770713633, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68299770754273"
[1] "Starting iterative with newton 1.68299770754273"
[1] "Starting newton at: 2.20864649650682"
[1] "Newton iter: 1, lambda:2.15817196033565, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.15866174762105, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15866178425321, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15866178425321, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15866178425321"
[1] "Starting iterative with newton 2.15866178425321"
[1] "Starting newton at: 2.33648168481128"
[1] "Newton iter: 1, lambda:2.33882110296762, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.3388224753, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33882247530048, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3388224753"
[1] "Starting iterative with newton 2.3388224753"
[1] "Starting newton at: 2.51624863015834"
[1] "Newton iter: 1, lambda:2.3946057060069, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.39953055192383, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.39953719978398, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39953719979622, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39953719979622"
[1] "Starting iterative with newton 2.39953719979622"
[1] "Starting newton at: 2.57637735720362"
[1] "Newton iter: 1, lambda:2.41030288400536, diff to last: 0.166"
[1] "Newton iter: 2, lambda:2.41999344067797, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.42001966830246, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42001966849823, diff to last: 0"
[1] "Final threshold is: 0.0336846533283002"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.022295880364296722}, {'ad': 0.026814659781444882, 'da': 0.026110078305137657, 'dd': 0.03368465332830025}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.54604767989501. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006709726528455176
0.006709726528455176
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.2143958603348"
[1] "Starting iterative with newton 78.2143958603348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.6202807933571"
[1] "Starting iterative with newton 68.6202807933571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.1812908893537"
[1] "Starting iterative with newton 60.1812908893537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.1592422497125"
[1] "Starting iterative with newton 32.1592422497125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.1515871563031"
[1] "Starting iterative with newton 30.1515871563031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.0979363033605"
[1] "Starting iterative with newton 19.0979363033605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.5626608218905"
[1] "Starting iterative with newton 11.5626608218905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9518339771048"
[1] "Starting iterative with newton 11.9518339771048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.34455808457656"
[1] "Starting iterative with newton 6.34455808457656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8508068800857"
[1] "Starting iterative with newton 4.8508068800857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.81988762166544"
[1] "Starting iterative with newton 4.81988762166544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58565844576431"
[1] "Starting iterative with newton 2.58565844576431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.1062341409644"
[1] "Starting iterative with newton 2.1062341409644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19282808084166"
[1] "Starting iterative with newton 2.19282808084166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39921264405975"
[1] "Starting iterative with newton 1.39921264405975"
[1] "Starting newton at: 1.63170622291358"
[1] "Newton iter: 1, lambda:1.38711363213827, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.34782264326333, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34630703317931, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34630469979175, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34630469978621, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34630469978621"
[1] "Starting iterative with newton 1.34630469978621"
[1] "Starting newton at: 1.57883813220756"
[1] "Newton iter: 1, lambda:1.33453546497097, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.28964514738097, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.28744153034873, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28743604283341, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28743604279934, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28743604279934"
[1] "Starting iterative with newton 1.28743604279934"
[1] "Starting newton at: 1.51330383473212"
[1] "Newton iter: 1, lambda:1.27006403623384, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.21790903862911, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.21451787390052, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.21450309453425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2145030942532, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2145030942532"
[1] "Starting iterative with newton 1.2145030942532"
[1] "Starting newton at: 1.44171290614337"
[1] "Newton iter: 1, lambda:1.19145001528867, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.12611680894206, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.11984380596994, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.11978427190328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11978426653827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.11978426653827"
[1] "Starting iterative with newton 1.11978426653827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.54604767989501. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006709726528455176
0.006709726528455176
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0519843014639658, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0520649227641329, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0520649229578978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0520649227641329"
[1] "Starting iterative with newton 0.0520649227641329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0156005005761198, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0156049400690815, diff to last: 0"
[1] "Newton iter: 3, lambda:0.015604940069441, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0156049400690815"
[1] "Starting iterative with newton 0.0156049400690815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150247350096595, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150287772668252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150287772671178, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0150287772671178"
[1] "Starting iterative with newton 0.0150287772671178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150156960226111, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150197322210962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150197322213879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0150197322213879"
[1] "Starting iterative with newton 0.0150197322213879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150155541368728, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150195902402978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150195902405894, diff to last: 0"
[1] "Final threshold is: 0.000100777343083809"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130705810655008, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130720798599642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130720798599839, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0130720798599642"
[1] "Starting iterative with newton 0.0130720798599642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124497134997428, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124506811410853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124506811410911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124506811410911"
[1] "Starting iterative with newton 0.0124506811410911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124493041369403, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124502717462537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124502717462595, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0124502717462595"
[1] "Starting iterative with newton 0.0124502717462595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124493038656606, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124502714749527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124502714749585, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.35379168019586e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517048151479701, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.051810451772569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0518104522133961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.051810451772569"
[1] "Starting iterative with newton 0.051810451772569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109777802137665, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010979053145848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109790531458651, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.010979053145848"
[1] "Starting iterative with newton 0.010979053145848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0106178708858677, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0106190404571422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0106190404571564, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0106190404571564"
[1] "Starting iterative with newton 0.0106190404571564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0106146930421757, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0106158617312019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.010615861731216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.010615861731216"
[1] "Starting iterative with newton 0.010615861731216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0106146649831757, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0106158336644143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0106158336644285, diff to last: 0"
[1] "Final threshold is: 7.12293407597884e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0900824851528941, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.09056498440963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0905649982163389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905649982163389, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0905649982163389"
[1] "Starting iterative with newton 0.0905649982163389"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248362918294942, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248509738113792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0248509738165101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0248509738165101"
[1] "Starting iterative with newton 0.0248509738165101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237120313592674, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.02372501626908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023725016272974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.023725016272974"
[1] "Starting iterative with newton 0.023725016272974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236928098124089, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237057669465704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237057669504457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0237057669465704"
[1] "Starting iterative with newton 0.0237057669465704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236924811875166, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237054378471792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237054378510542, diff to last: 0"
[1] "Final threshold is: 0.000159057005217864"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0611876646939511, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0613362010673089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0613362019422817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0613362019422817"
[1] "Starting iterative with newton 0.0613362019422817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209099795187042, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209168905895445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209168905902995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0209168905895445"
[1] "Starting iterative with newton 0.0209168905895445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205173496870691, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205239275145962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205239275152723, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0205239275145962"
[1] "Starting iterative with newton 0.0205239275145962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205134777035653, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205200523342424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205200523349178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0205200523342424"
[1] "Starting iterative with newton 0.0205200523342424"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205134395151074, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.020520014114263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205200141149384, diff to last: 0"
[1] "Final threshold is: 0.000137683683066745"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.229100152558759"
[1] "Newton iter: 1, lambda:0.175900803537402, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.176198085234924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176198094571514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.176198094571514"
[1] "Starting iterative with newton 0.176198094571514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406546260321454, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0407268881962566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0407268884246226, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0407268884246226"
[1] "Starting iterative with newton 0.0407268884246226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0365117006719924, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0365653558129226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0365653559288234, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0365653558129226"
[1] "Starting iterative with newton 0.0365653558129226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036387916410208, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364410707471558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364410708606094, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0364410707471558"
[1] "Starting iterative with newton 0.0364410707471558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363842223306112, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364373617705458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036437361883927, diff to last: 0"
[1] "Final threshold is: 0.00024448473289875"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.186183844139143"
[1] "Newton iter: 1, lambda:0.221909295574282, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.22208276430047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222082768376618, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.22208276430047"
[1] "Starting iterative with newton 0.22208276430047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0736798577123569, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0740202139727331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.074020221231459, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.074020221231459"
[1] "Starting iterative with newton 0.074020221231459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668517996623992, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671214333814421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671214377657707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671214333814421"
[1] "Starting iterative with newton 0.0671214333814421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0665278794871239, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0667944154244497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0667944197007595, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0667944197007595"
[1] "Starting iterative with newton 0.0667944197007595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0665125128216805, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0667789023569567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0667789066281979, diff to last: 0"
[1] "Final threshold is: 0.000448068201344451"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.370107136886878"
[1] "Newton iter: 1, lambda:0.203156709152558, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.206681705160239, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.206683309379086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206683309379419, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.206683309379419"
[1] "Starting iterative with newton 0.206683309379419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0602340963913277, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.060447641804303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0604476444879601, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.060447641804303"
[1] "Starting iterative with newton 0.060447641804303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536279852315222, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537877831179712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537877845367793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0537877831179712"
[1] "Starting iterative with newton 0.0537877831179712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053329184663045, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0534867727552633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0534867741313183, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0534867727552633"
[1] "Starting iterative with newton 0.0534867727552633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0533156847742563, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0534731734686943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0534731748428432, diff to last: 0"
[1] "Final threshold is: 0.000358790370583584"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.354055615856646"
[1] "Newton iter: 1, lambda:0.357703047584898, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.357705949815729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.357705949817566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.357705949815729"
[1] "Starting iterative with newton 0.357705949815729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12592622804129, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127649738640916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127650061124237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127650061124248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.127650061124237"
[1] "Starting iterative with newton 0.127650061124237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109470323506078, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110676738474201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110676884907156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110676884907158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110676884907158"
[1] "Starting iterative with newton 0.110676884907158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108239195227319, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109411726405782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109411863924317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109411863924319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109411863924319"
[1] "Starting iterative with newton 0.109411863924319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108147319245215, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109317347486986, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109317484359365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109317484359367, diff to last: 0"
[1] "Final threshold is: 0.000733490424830014"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.308400310190055"
[1] "Newton iter: 1, lambda:0.47482391572947, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.483245080689212, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.483265999661571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4832659997904, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.483265999661571"
[1] "Starting iterative with newton 0.483265999661571"
[1] "Starting newton at: 0.322152721466035"
[1] "Newton iter: 1, lambda:0.167489557265898, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.170868241922983, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.170869866513672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170869866514047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.170869866513672"
[1] "Starting iterative with newton 0.170869866513672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139125731340756, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141613234159791, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141614028636309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14161402863639, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14161402863639"
[1] "Starting iterative with newton 0.14161402863639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136463420104146, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138832174448936, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138832887592144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138832887592209, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.138832887592144"
[1] "Starting iterative with newton 0.138832887592144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136209780909695, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138567423098481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138568128880113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138568128880176, diff to last: 0"
[1] "Final threshold is: 0.00092975425034529"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.640163567368814"
[1] "Newton iter: 1, lambda:0.47130745103707, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.479099840256884, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.479117274003516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479117274090615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.479117274003516"
[1] "Starting iterative with newton 0.479117274003516"
[1] "Starting newton at: 0.335575005482859"
[1] "Newton iter: 1, lambda:0.167220547701427, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.17121471588007, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.171216982672292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171216982673022, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.171216982672292"
[1] "Starting iterative with newton 0.171216982672292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139787156755198, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142302507326, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142303320967644, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142303320967729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142303320967644"
[1] "Starting iterative with newton 0.142303320967644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137133501366062, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139530432560035, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13953116419219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139531164192258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139531164192258"
[1] "Starting iterative with newton 0.139531164192258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136878354910783, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139264101669472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139264825806148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139264825806214, diff to last: 0"
[1] "Final threshold is: 0.000934428896192197"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.58565844576431"
[1] "Starting iterative with newton 2.58565844576431"
[1] "Starting newton at: 0.562516878430664"
[1] "Newton iter: 1, lambda:0.611640507190176, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.612584988580997, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612585332696948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612585332696993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.612585332696948"
[1] "Starting iterative with newton 0.612585332696948"
[1] "Starting newton at: 0.2706762880838"
[1] "Newton iter: 1, lambda:0.327726472373314, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.328582981460131, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32858317354327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32858317354328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.32858317354327"
[1] "Starting iterative with newton 0.32858317354327"
[1] "Starting newton at: 0.294092848753016"
[1] "Newton iter: 1, lambda:0.281742782614206, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.281779433047566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281779433370637, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281779433047566"
[1] "Starting iterative with newton 0.281779433047566"
[1] "Starting newton at: 0.307236427682451"
[1] "Newton iter: 1, lambda:0.273657399430246, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.273923915075384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273923931906121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273923931906121, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273923931906121"
[1] "Starting iterative with newton 0.273923931906121"
[1] "Starting newton at: 0.310263538333828"
[1] "Newton iter: 1, lambda:0.27226147007889, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.272601847389276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272601874772188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272601874772188, diff to last: 0"
[1] "Final threshold is: 0.00182908403086557"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.1062341409644"
[1] "Starting iterative with newton 2.1062341409644"
[1] "Starting newton at: 0.534670475211792"
[1] "Newton iter: 1, lambda:0.649881983160115, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.655754012744411, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.655768796210963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655768796304486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.655768796210963"
[1] "Starting iterative with newton 0.655768796210963"
[1] "Starting newton at: 0.543547077841433"
[1] "Newton iter: 1, lambda:0.396612202763834, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.403265313689699, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.40327933003337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403279330095521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.40327933003337"
[1] "Starting iterative with newton 0.40327933003337"
[1] "Starting newton at: 0.264921478791382"
[1] "Newton iter: 1, lambda:0.351312320697428, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.353526465174474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.353527908795214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353527908795827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.353527908795214"
[1] "Starting iterative with newton 0.353527908795214"
[1] "Starting newton at: 0.26977498536125"
[1] "Newton iter: 1, lambda:0.341983268581086, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.343504770185629, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343505441615688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343505441615819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343505441615819"
[1] "Starting iterative with newton 0.343505441615819"
[1] "Starting newton at: 0.268845998644704"
[1] "Newton iter: 1, lambda:0.340004505832192, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.341477316927662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341477944134845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341477944134959, diff to last: 0"
[1] "Final threshold is: 0.0022912236206439"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.19282808084166"
[1] "Starting iterative with newton 2.19282808084166"
[1] "Starting newton at: 0.551534642835473"
[1] "Newton iter: 1, lambda:0.633255504278238, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.636054266485145, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.636057474186304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636057474190514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636057474186304"
[1] "Starting iterative with newton 0.636057474186304"
[1] "Starting newton at: 0.271882856962743"
[1] "Newton iter: 1, lambda:0.380217176307437, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.383788517501662, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.383792355458289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383792355462719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383792355458289"
[1] "Starting iterative with newton 0.383792355458289"
[1] "Starting newton at: 0.274656185105805"
[1] "Newton iter: 1, lambda:0.335197220245024, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.336230735550758, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33623103514443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336231035144455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.33623103514443"
[1] "Starting iterative with newton 0.33623103514443"
[1] "Starting newton at: 0.271613589287453"
[1] "Newton iter: 1, lambda:0.326240245875191, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.32706924197076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327069432013963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327069432013973, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.327069432013973"
[1] "Starting iterative with newton 0.327069432013973"
[1] "Starting newton at: 0.274335375124361"
[1] "Newton iter: 1, lambda:0.324598001936108, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.325297635115413, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325297770099762, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325297770099767, diff to last: 0"
[1] "Final threshold is: 0.00218265907768569"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.39921264405975"
[1] "Starting iterative with newton 1.39921264405975"
[1] "Starting newton at: 0.626059805788716"
[1] "Newton iter: 1, lambda:0.750465293492036, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.758798296273503, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.758834249730037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758834250397155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.758834249730037"
[1] "Starting iterative with newton 0.758834249730037"
[1] "Starting newton at: 0.64010218724614"
[1] "Newton iter: 1, lambda:0.603611725371557, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.604211209071953, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.604211372645779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604211372645791, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.604211372645791"
[1] "Starting iterative with newton 0.604211372645791"
[1] "Starting newton at: 0.652797904672727"
[1] "Newton iter: 1, lambda:0.559146324922915, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.562890816274578, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.562896968954013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562896968970609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.562896968970609"
[1] "Starting iterative with newton 0.562896968970609"
[1] "Starting newton at: 0.653601318220884"
[1] "Newton iter: 1, lambda:0.546793071565472, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.551596713797161, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.551606735289775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551606735333342, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.551606735333342"
[1] "Starting iterative with newton 0.551606735333342"
[1] "Starting newton at: 0.656084330782794"
[1] "Newton iter: 1, lambda:0.543144491530083, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.548490880199146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.54850325935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548503259416283, diff to last: 0"
[1] "Final threshold is: 0.00368030687064957"
threshold is:
[{'ad': 0.00010077734308380936, 'da': 8.353791680195855e-05, 'dd': 7.122934075978843e-05}, {'ad': 0.00015905700521786365, 'da': 0.00013768368306674533, 'dd': 0.0002444847328987496}, {'ad': 0.00044806820134445064, 'da': 0.00035879037058358395, 'dd': 0.0007334904248300136}, {'ad': 0.0009297542503452895, 'da': 0.000934428896192197, 'dd': 0.0018290840308655683}, {'ad': 0.0022912236206439032, 'da': 0.002182659077685687, 'dd': 0.0036803068706495667}]
Number of points in noise estimation: 128
Estimated noise: 0.013919165108244173
0.013919165108244173
threshold is:
[{'ad': 0.004731673791157576, 'da': 0.0004406642661467091, 'dd': 0.004688742349287511}, {'ad': 0.0008772006992581182, 'da': 0.0015475175668134156, 'dd': 0.0009050619421759193}, {'ad': 0.0015242599817234526, 'da': 0.0005527469303063665, 'dd': 0.002932199122204748}, {'ad': 0.003987177200206693, 'da': 0.003558398560047027, 'dd': 0.007226355918148212}, {'ad': 0.009575551383315561, 'da': 0.009019997367641102, 'dd': 0.014104143472045671}]
['stjerten256', 0.05, 0, 0.0003924712116821624, 0.0002895978478179487, 0.00030759861937822673, 0.0007275404815416133, 0.0002816750407141028, 0.00038447761776017476, 0.0003539541073263918, 0.00039247121168216206, 34.06192193864234, 35.38204669975796, 35.12015618148121, 31.38142836814884, 35.5025163423672, 34.15128937439093, 34.51053043700048, 34.06192193864234]
stjerten256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.013915423173528405
0.013915423173528405
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536828781052296, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.053818106321009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0538181071790408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.053818106321009"
[1] "Starting iterative with newton 0.053818106321009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0238185618103672, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238290941019907, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238290941040498, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0238290941019907"
[1] "Starting iterative with newton 0.0238290941019907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233985268885816, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234086543713732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234086543732702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0234086543713732"
[1] "Starting iterative with newton 0.0234086543713732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233925737363159, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234026955550625, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234026955569573, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0234026955550625"
[1] "Starting iterative with newton 0.0234026955550625"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233924893508824, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234026110893561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234026110912509, diff to last: 0"
[1] "Final threshold is: 0.000325657236700265"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0542030874685019, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0543005945801985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0543005948954174, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0543005948954174"
[1] "Starting iterative with newton 0.0543005948954174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148261319268631, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148304443426359, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148304443430008, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0148304443426359"
[1] "Starting iterative with newton 0.0148304443426359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141078328347713, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141116689673853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141116689676689, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141116689673853"
[1] "Starting iterative with newton 0.0141116689673853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140948976471838, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0140987254660954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0140987254663777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0140987254663777"
[1] "Starting iterative with newton 0.0140987254663777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140946647629038, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0140984924322217, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014098492432504, diff to last: 0"
[1] "Final threshold is: 0.000196186488307081"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0997883938897934, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100390204287278, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100390226091843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100390226091843, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.100390226091843"
[1] "Starting iterative with newton 0.100390226091843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0530160953081532, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531340565343289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531340571177838, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0531340571177838"
[1] "Starting iterative with newton 0.0531340571177838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514782220641148, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515891793101949, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515891798252533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0515891793101949"
[1] "Starting iterative with newton 0.0515891793101949"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514271739693004, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.05153790161163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515379021245155, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.05153790161163"
[1] "Starting iterative with newton 0.05153790161163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514254787793052, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515361988002176, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515361993130311, diff to last: 0"
[1] "Final threshold is: 0.000717148022196131"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143831047319339, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.145799079492521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.145799446701239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145799446701252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.145799446701239"
[1] "Starting iterative with newton 0.145799446701239"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557683914053328, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559228297197502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0559228309037494, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0559228309037494"
[1] "Starting iterative with newton 0.0559228309037494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524288427096855, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525617862244835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525617870790664, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0525617862244835"
[1] "Starting iterative with newton 0.0525617862244835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052302959694981, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0524351320420043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524351328858511, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0524351320420043"
[1] "Starting iterative with newton 0.0524351320420043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0522982148575097, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0524303581914958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524303590349401, diff to last: 0"
[1] "Final threshold is: 0.000729590621374335"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147050843179004, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149159892254879, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.149160323863211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149160323863229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149160323863211"
[1] "Starting iterative with newton 0.149160323863211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422488561493959, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423309053134145, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423309056228217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0423309056228217"
[1] "Starting iterative with newton 0.0423309056228217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0382300751920111, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0382943498150561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0382943499967267, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0382943498150561"
[1] "Starting iterative with newton 0.0382943498150561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380810199227447, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0381446798154197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381446799933124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0381446798154197"
[1] "Starting iterative with newton 0.0381446798154197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380754966953455, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.038139133871589, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381391340493429, diff to last: 0"
[1] "Final threshold is: 0.000530722187295011"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.398298425551089"
[1] "Newton iter: 1, lambda:0.273590933892634, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.276068260047983, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.276069256875455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.276069256875617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.276069256875617"
[1] "Starting iterative with newton 0.276069256875617"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118797510877578, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120194838318784, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120195031316184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120195031316188, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120195031316184"
[1] "Starting iterative with newton 0.120195031316184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108411437629407, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109527126466853, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109527244484875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109527244484876, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109527244484876"
[1] "Starting iterative with newton 0.109527244484876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107688123218765, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108785702511121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108785816392821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108785816392822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.108785816392822"
[1] "Starting iterative with newton 0.108785816392822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107637799659666, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108734125984268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108734239582773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108734239582775, diff to last: 0"
[1] "Final threshold is: 0.00151308295724611"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.231163216926598"
[1] "Newton iter: 1, lambda:0.401441008127025, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.408695836415693, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.40870867416308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.408708674203221, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.40870867416308"
[1] "Starting iterative with newton 0.40870867416308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149588448048566, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152602529685959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152603751459463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152603751459664, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152603751459463"
[1] "Starting iterative with newton 0.152603751459463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126221073841787, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128180979664372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128181451969006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128181451969034, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.128181451969006"
[1] "Starting iterative with newton 0.128181451969006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123987323407092, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125861012225752, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12586143993957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125861439939593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12586143993957"
[1] "Starting iterative with newton 0.12586143993957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123775112292485, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125640736721553, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125641160388629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125641160388651, diff to last: 0"
[1] "Final threshold is: 0.00174834991482093"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.294943549169096"
[1] "Newton iter: 1, lambda:0.38058795827197, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.382328194279388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382328903717488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382328903717606, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.382328903717606"
[1] "Starting iterative with newton 0.382328903717606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126248699868531, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128059032135787, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128059404127826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128059404127842, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128059404127826"
[1] "Starting iterative with newton 0.128059404127826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106779424381661, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107957625261942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107957768684785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107957768684787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107957768684785"
[1] "Starting iterative with newton 0.107957768684785"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10523817593971, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106373666429286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106373798605678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10637379860568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106373798605678"
[1] "Starting iterative with newton 0.106373798605678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105116705952198, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106248873749113, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106249005071886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106249005071888, diff to last: 0"
[1] "Final threshold is: 0.00147849986734166"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.99906695911512"
[1] "Starting iterative with newton 2.99906695911512"
[1] "Starting newton at: 0.464652236174997"
[1] "Newton iter: 1, lambda:0.588146591653779, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.593944953806229, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.593957344615115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.593957344671599, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593957344671599"
[1] "Starting iterative with newton 0.593957344671599"
[1] "Starting newton at: 0.261568884987952"
[1] "Newton iter: 1, lambda:0.286609416797446, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.286753081886998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286753086607364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.286753081886998"
[1] "Starting iterative with newton 0.286753081886998"
[1] "Starting newton at: 0.26604178415008"
[1] "Newton iter: 1, lambda:0.241958694315211, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.242079476181472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242079479223633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242079476181472"
[1] "Starting iterative with newton 0.242079476181472"
[1] "Starting newton at: 0.293588690576246"
[1] "Newton iter: 1, lambda:0.234652552712074, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.235364366333393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235364470530766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235364470530768, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235364470530766"
[1] "Starting iterative with newton 0.235364470530766"
[1] "Starting newton at: 0.300230902813591"
[1] "Newton iter: 1, lambda:0.233438245360491, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.234350098130915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.234350268762548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234350268762554, diff to last: 0"
[1] "Final threshold is: 0.00326108316066096"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.30343930956538"
[1] "Starting iterative with newton 2.30343930956538"
[1] "Starting newton at: 0.791365357812529"
[1] "Newton iter: 1, lambda:0.639149038490939, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.648281392427796, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.648316292562426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648316293070604, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648316292562426"
[1] "Starting iterative with newton 0.648316292562426"
[1] "Starting newton at: 0.246035276100314"
[1] "Newton iter: 1, lambda:0.368876556174471, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.373384229905395, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.37339023622139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373390236232048, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.373390236232048"
[1] "Starting iterative with newton 0.373390236232048"
[1] "Starting newton at: 0.28835076106394"
[1] "Newton iter: 1, lambda:0.322918064471352, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.3232437116103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.323243740431024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323243740431024, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.323243740431024"
[1] "Starting iterative with newton 0.323243740431024"
[1] "Starting newton at: 0.27734168920447"
[1] "Newton iter: 1, lambda:0.313589904596172, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.313942252240255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313942285442447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313942285442447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313942285442447"
[1] "Starting iterative with newton 0.313942285442447"
[1] "Starting newton at: 0.282434882042598"
[1] "Newton iter: 1, lambda:0.311977788320313, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.312211016836548, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312211031340093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312211031340093, diff to last: 0"
[1] "Final threshold is: 0.00434454862054113"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.36290061572406"
[1] "Starting iterative with newton 2.36290061572406"
[1] "Starting newton at: 0.58054978194453"
[1] "Newton iter: 1, lambda:0.622993137314654, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.623724064101154, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623724278197276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623724278197295, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623724278197276"
[1] "Starting iterative with newton 0.623724278197276"
[1] "Starting newton at: 0.271608250440113"
[1] "Newton iter: 1, lambda:0.3575483636265, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.359652063602375, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359653313312733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359653313313174, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.359653313312733"
[1] "Starting iterative with newton 0.359653313312733"
[1] "Starting newton at: 0.275480478099264"
[1] "Newton iter: 1, lambda:0.311865103065766, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.312214042015502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312214074009291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312214074009291, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312214074009291"
[1] "Starting iterative with newton 0.312214074009291"
[1] "Starting newton at: 0.267471122991311"
[1] "Newton iter: 1, lambda:0.303164049475125, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.303495125919675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303495154323666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303495154323666, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303495154323666"
[1] "Starting iterative with newton 0.303495154323666"
[1] "Starting newton at: 0.270297286460416"
[1] "Newton iter: 1, lambda:0.301632046087588, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.30188645702303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301886473751817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301886473751817, diff to last: 0"
[1] "Final threshold is: 0.00420087803262081"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27824290943324"
[1] "Starting iterative with newton 1.27824290943324"
[1] "Starting newton at: 0.890782622249184"
[1] "Newton iter: 1, lambda:0.76713413441502, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.774905230599726, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.77493776667868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774937767247272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.774937767247272"
[1] "Starting iterative with newton 0.774937767247272"
[1] "Starting newton at: 0.61976348914882"
[1] "Newton iter: 1, lambda:0.647220216015839, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.647587102375784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.647587167363239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.647587167363241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.647587167363241"
[1] "Starting iterative with newton 0.647587167363241"
[1] "Starting newton at: 0.621260267017239"
[1] "Newton iter: 1, lambda:0.612995019620942, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.613026918839939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.613026919316209, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.613026919316209"
[1] "Starting iterative with newton 0.613026919316209"
[1] "Starting newton at: 0.627249595738095"
[1] "Newton iter: 1, lambda:0.603201781764199, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.603468280900977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.603468313856416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603468313856417, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.603468313856416"
[1] "Starting iterative with newton 0.603468313856416"
[1] "Starting newton at: 0.630152809128046"
[1] "Newton iter: 1, lambda:0.600404119363619, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.600810299040759, diff to last: 0"
[1] "Newton iter: 3, lambda:0.600810375412114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600810375412117, diff to last: 0"
[1] "Final threshold is: 0.00836053062090603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.02160013104756"
[1] "Starting iterative with newton 1.02160013104756"
[1] "Starting newton at: 0.779506635483055"
[1] "Newton iter: 1, lambda:0.850532278792325, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.8536795979662, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.853685605600069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853685605621927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853685605600069"
[1] "Starting iterative with newton 0.853685605600069"
[1] "Starting newton at: 0.756701456971619"
[1] "Newton iter: 1, lambda:0.802462956165221, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.803710166013062, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.803711076266147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.803711076266632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.803711076266147"
[1] "Starting iterative with newton 0.803711076266147"
[1] "Starting newton at: 0.752639191843405"
[1] "Newton iter: 1, lambda:0.787607399885951, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.788324577106941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.788324874764848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788324874764899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.788324874764848"
[1] "Starting iterative with newton 0.788324874764848"
[1] "Starting newton at: 0.751540991409897"
[1] "Newton iter: 1, lambda:0.782962000688013, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.783538264397136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783538455913998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.78353845591402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.783538455913998"
[1] "Starting iterative with newton 0.783538455913998"
[1] "Starting newton at: 0.750499174269311"
[1] "Newton iter: 1, lambda:0.781484838889399, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.782044540905108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.782044721378989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782044721379008, diff to last: 0"
[1] "Final threshold is: 0.0108824832386127"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.06278255667673"
[1] "Starting iterative with newton 1.06278255667673"
[1] "Starting newton at: 0.808079689203949"
[1] "Newton iter: 1, lambda:0.82687584490363, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.82708302024116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.827083045211768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.827083045211769, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.827083045211768"
[1] "Starting iterative with newton 0.827083045211768"
[1] "Starting newton at: 0.791505569592013"
[1] "Newton iter: 1, lambda:0.760284397392393, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.760817741387247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.760817899029575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760817899029588, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.760817899029575"
[1] "Starting iterative with newton 0.760817899029575"
[1] "Starting newton at: 0.78571709581076"
[1] "Newton iter: 1, lambda:0.740216563041208, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.741326993646951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.741327667279022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74132766727927, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741327667279022"
[1] "Starting iterative with newton 0.741327667279022"
[1] "Starting newton at: 0.785570301965829"
[1] "Newton iter: 1, lambda:0.734106481374323, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.735517677642413, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.735518760998876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735518760999514, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.735518760998876"
[1] "Starting iterative with newton 0.735518760998876"
[1] "Starting newton at: 0.785285976939204"
[1] "Newton iter: 1, lambda:0.732285533495171, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.73377945449862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.733780667043915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733780667044714, diff to last: 0"
[1] "Final threshold is: 0.01021086849847"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.14346285786442"
[1] "Newton iter: 1, lambda:0.993896552013758, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.00899744223412, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.00916857532778, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0091685971237, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0091685971237, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0091685971237"
[1] "Starting iterative with newton 1.0091685971237"
[1] "Starting newton at: 1.25940387978096"
[1] "Newton iter: 1, lambda:1.11933050758003, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.13353955515834, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.13370312555922, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13370314703982, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13370314703982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13370314703982"
[1] "Starting iterative with newton 1.13370314703982"
[1] "Starting newton at: 1.30098894216243"
[1] "Newton iter: 1, lambda:1.16287840578527, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.17702825168129, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.17719493466477, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17719495757686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17719495757686, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17719495757686"
[1] "Starting iterative with newton 1.17719495757686"
[1] "Starting newton at: 1.3059185073889"
[1] "Newton iter: 1, lambda:1.18001612262293, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.19198807263, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.1921083394244, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1921083514627, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1921083514627, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.1921083514627"
[1] "Starting iterative with newton 1.1921083514627"
[1] "Starting newton at: 1.3079872420331"
[1] "Newton iter: 1, lambda:1.18573057487471, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.19708406607592, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.19719252780265, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19719253762443, diff to last: 0"
[1] "Final threshold is: 0.0166594407812343"
threshold is:
[{'ad': 0.00032565723670026543, 'da': 0.0001961864883070807, 'dd': 0.0007171480221961311}, {'ad': 0.0007295906213743355, 'da': 0.0005307221872950112, 'dd': 0.001513082957246114}, {'ad': 0.0017483499148209286, 'da': 0.001478499867341664, 'dd': 0.003261083160660964}, {'ad': 0.004344548620541129, 'da': 0.004200878032620805, 'dd': 0.008360530620906033}, {'ad': 0.01088248323861275, 'da': 0.01021086849847003, 'dd': 0.016659440781234325}]
Number of points in noise estimation: 128
Estimated noise: 0.013915423173528405
0.013915423173528405
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.7354031159595"
[1] "Starting iterative with newton 37.7354031159595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.4973779951073"
[1] "Starting iterative with newton 33.4973779951073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.2166905177461"
[1] "Starting iterative with newton 29.2166905177461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1115814394733"
[1] "Starting iterative with newton 15.1115814394733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.7712239032545"
[1] "Starting iterative with newton 14.7712239032545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.74774029673056"
[1] "Starting iterative with newton 8.74774029673056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.51863499099877"
[1] "Starting iterative with newton 5.51863499099877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.88426430637098"
[1] "Starting iterative with newton 5.88426430637098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.99906695911512"
[1] "Starting iterative with newton 2.99906695911512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30343930956538"
[1] "Starting iterative with newton 2.30343930956538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36290061572406"
[1] "Starting iterative with newton 2.36290061572406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27824290943324"
[1] "Starting iterative with newton 1.27824290943324"
[1] "Starting newton at: 1.50435792524993"
[1] "Newton iter: 1, lambda:1.33831245275794, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.3148102965538, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.31422657383541, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31422620762599, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31422620762585, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31422620762599"
[1] "Starting iterative with newton 1.31422620762599"
[1] "Starting newton at: 1.53160846898081"
[1] "Newton iter: 1, lambda:1.37115405446283, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.35066242671045, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.35024718210481, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35024700873235, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35024700873232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35024700873232"
[1] "Starting iterative with newton 1.35024700873232"
[1] "Starting newton at: 1.56680672309494"
[1] "Newton iter: 1, lambda:1.40623786977837, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.38738580192138, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.3870581572671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38705805657484, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38705805657483, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38705805657484"
[1] "Starting iterative with newton 1.38705805657484"
[1] "Starting newton at: 1.6079530214103"
[1] "Newton iter: 1, lambda:1.43518841532265, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.41532915301346, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41498552306104, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41498541809925, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41498541809924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41498541809924"
[1] "Starting iterative with newton 1.41498541809924"
[1] "Starting newton at: 1.6483522873197"
[1] "Newton iter: 1, lambda:1.46622345906081, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.44623973666739, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.44591291208419, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44591282271502, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44591282271501, diff to last: 0"
[1] "Final threshold is: 0.0201204888001104"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02160013104756"
[1] "Starting iterative with newton 1.02160013104756"
[1] "Starting newton at: 1.1939445611717"
[1] "Newton iter: 1, lambda:1.28338272546025, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.27421901029509, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.27412481606564, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27412480605617, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27412480605617, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27412480605617"
[1] "Starting iterative with newton 1.27412480605617"
[1] "Starting newton at: 1.44639719591885"
[1] "Newton iter: 1, lambda:1.54512252128757, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.53808982207485, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.53805845345143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53805845282013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53805845282013"
[1] "Starting iterative with newton 1.53805845282013"
[1] "Starting newton at: 1.72415074076619"
[1] "Newton iter: 1, lambda:1.73684830393996, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.73678652248343, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73678652107165, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73678652107165"
[1] "Starting iterative with newton 1.73678652107165"
[1] "Starting newton at: 1.9217355947465"
[1] "Newton iter: 1, lambda:1.85946938558649, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.85878519504306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85878508338658, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85878508338658, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85878508338658"
[1] "Starting iterative with newton 1.85878508338658"
[1] "Starting newton at: 2.04895302092984"
[1] "Newton iter: 1, lambda:1.92997678489836, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.92907023532024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92907009208566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92907009208565, diff to last: 0"
[1] "Final threshold is: 0.0268438266627693"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06278255667673"
[1] "Starting iterative with newton 1.06278255667673"
[1] "Starting newton at: 1.25803567365044"
[1] "Newton iter: 1, lambda:1.28866012951061, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.28760615047114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28760492005552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28760492005384, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28760492005384"
[1] "Starting iterative with newton 1.28760492005384"
[1] "Starting newton at: 1.46466173993279"
[1] "Newton iter: 1, lambda:1.50604960331033, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.50477426262908, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.5047731130233, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50477311302237, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50477311302237"
[1] "Starting iterative with newton 1.50477311302237"
[1] "Starting newton at: 1.69036511378836"
[1] "Newton iter: 1, lambda:1.68208043816982, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.68204977926892, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68204977884094, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68204977884094"
[1] "Starting iterative with newton 1.68204977884094"
[1] "Starting newton at: 1.87916846492118"
[1] "Newton iter: 1, lambda:1.80296712498794, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.80157665890265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80157604686631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80157604686619, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80157604686631"
[1] "Starting iterative with newton 1.80157604686631"
[1] "Starting newton at: 2.01198912101129"
[1] "Newton iter: 1, lambda:1.87681888900304, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.87470817369352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87470708681063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87470708681034, diff to last: 0"
[1] "Final threshold is: 0.0260873424393826"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.53516093319676"
[1] "Newton iter: 1, lambda:1.67027468158267, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.6591198381802, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.65905800484047, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65905800289893, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65905800289893"
[1] "Starting iterative with newton 1.65905800289893"
[1] "Starting newton at: 2.19412098712422"
[1] "Newton iter: 1, lambda:2.13211731477691, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.13281544491214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13281550937275, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13281550937275, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13281550937275"
[1] "Starting iterative with newton 2.13281550937275"
[1] "Starting newton at: 2.2816742837063"
[1] "Newton iter: 1, lambda:2.3146258248085, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.31485783649503, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31485784918471, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31485784918471, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.31485784918471"
[1] "Starting iterative with newton 2.31485784918471"
[1] "Starting newton at: 2.47948509966768"
[1] "Newton iter: 1, lambda:2.38838458974608, diff to last: 0.091"
[1] "Newton iter: 2, lambda:2.39095827573692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39096002932633, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39096002932715, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39096002932633"
[1] "Starting iterative with newton 2.39096002932633"
[1] "Starting newton at: 2.53973782842449"
[1] "Newton iter: 1, lambda:2.41128363721238, diff to last: 0.128"
[1] "Newton iter: 2, lambda:2.41672227435978, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41673032964472, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41673032966258, diff to last: 0"
[1] "Final threshold is: 0.0336298252335556"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.020120488800110383}, {'ad': 0.02684382666276928, 'da': 0.026087342439382568, 'dd': 0.03362982523355562}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.550742918203211. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006804898211834242
0.006804898211834242
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.1656072781607"
[1] "Starting iterative with newton 77.1656072781607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.499215637777"
[1] "Starting iterative with newton 68.499215637777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.7455832002613"
[1] "Starting iterative with newton 59.7455832002613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.9018656863681"
[1] "Starting iterative with newton 30.9018656863681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.20586421811"
[1] "Starting iterative with newton 30.20586421811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.8883657406421"
[1] "Starting iterative with newton 17.8883657406421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2851271024801"
[1] "Starting iterative with newton 11.2851271024801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.0328071543585"
[1] "Starting iterative with newton 12.0328071543585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.13283028822629"
[1] "Starting iterative with newton 6.13283028822629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.7103324325115"
[1] "Starting iterative with newton 4.7103324325115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8319256161112"
[1] "Starting iterative with newton 4.8319256161112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.61389523393491"
[1] "Starting iterative with newton 2.61389523393491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.08908314204263"
[1] "Starting iterative with newton 2.08908314204263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.17329760963681"
[1] "Starting iterative with newton 2.17329760963681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37927269563905"
[1] "Starting iterative with newton 1.37927269563905"
[1] "Starting newton at: 1.60150657063662"
[1] "Newton iter: 1, lambda:1.3959995452028, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.36633630084448, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.36549181291757, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36549111069145, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36549111069097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36549111069097"
[1] "Starting iterative with newton 1.36549111069097"
[1] "Starting newton at: 1.58845828736266"
[1] "Newton iter: 1, lambda:1.38350192272941, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.35303372657737, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.35212021392256, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35211937170305, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35211937170233, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35211937170233"
[1] "Starting iterative with newton 1.35211937170233"
[1] "Starting newton at: 1.57515316593305"
[1] "Newton iter: 1, lambda:1.37084883608475, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.33957935704796, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.33859261008301, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33859160276314, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33859160276209, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33859160276314"
[1] "Starting iterative with newton 1.33859160276314"
[1] "Starting newton at: 1.56276620809028"
[1] "Newton iter: 1, lambda:1.35830175443716, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.32601980709019, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.3249413605248, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32494012701389, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32494012701227, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32494012701227"
[1] "Starting iterative with newton 1.32494012701227"
[1] "Starting newton at: 1.55344886355846"
[1] "Newton iter: 1, lambda:1.34795602957425, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.31458282711098, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31340584295617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31340434275657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31340434275413, diff to last: 0"
[1] "Final threshold is: 0.00893758286342292"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008937582863422921}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.550742918203211. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006804898211834242
0.006804898211834242
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318178413313033, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.031838110256837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031838110265059, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.031838110256837"
[1] "Starting iterative with newton 0.031838110256837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0143092610177881, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014312016174036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0143120161741382, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.014312016174036"
[1] "Starting iterative with newton 0.014312016174036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141002832947698, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141029506886942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141029506887896, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141029506886942"
[1] "Starting iterative with newton 0.0141029506886942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014097787677646, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141004540313002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141004540313956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141004540313002"
[1] "Starting iterative with newton 0.0141004540313002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140977578746545, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141004242158868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141004242159821, diff to last: 0"
[1] "Final threshold is: 9.59519515327922e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308046313031017, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0308235028961558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.030823502903236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0308235028961558"
[1] "Starting iterative with newton 0.0308235028961558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00153458106372296, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00153459237620801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00153459237620801, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00153459237620801"
[1] "Starting iterative with newton 0.00153459237620801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0014347918766391, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00143480130954661, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0014347918766391"
[1] "Starting iterative with newton 0.0014347918766391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00143446119950864, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00143447062653614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00143446119950864"
[1] "Starting iterative with newton 0.00143446119950864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00143446010395335, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00143446953096137, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.76135499633972e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732147975613862, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0734200818544398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0734200834646468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0734200818544398"
[1] "Starting iterative with newton 0.0734200818544398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280048209206056, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280258261854903, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028025826197308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0280258261854903"
[1] "Starting iterative with newton 0.0280258261854903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027051025172718, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270702615349916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270702615447194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0270702615349916"
[1] "Starting iterative with newton 0.0270702615349916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0270309052710595, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270501054808081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270501054904956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0270501054808081"
[1] "Starting iterative with newton 0.0270501054808081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0270304808594309, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270496803070809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270496803167676, diff to last: 0"
[1] "Final threshold is: 0.000184070321152343"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0839152364541284, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842915549243428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0842915624781447, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0842915549243428"
[1] "Starting iterative with newton 0.0842915549243428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271519312479482, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271715278401843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271715278503922, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0271715278401843"
[1] "Starting iterative with newton 0.0271715278401843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0259897419976953, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260072856546256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260072856626195, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0260072856626195"
[1] "Starting iterative with newton 0.0260072856626195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0259660379331754, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259835412367432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0259835412446965, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0259835412446965"
[1] "Starting iterative with newton 0.0259835412446965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0259655544936599, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259830569748505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025983056982803, diff to last: 0"
[1] "Final threshold is: 0.000176812057946147"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131426819169451"
[1] "Newton iter: 1, lambda:0.0783623909740765, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0784853530986405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0784853537603095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0784853537603095"
[1] "Starting iterative with newton 0.0784853537603095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140928166460787, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0140957473356455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0140957473357722, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0140957473356455"
[1] "Starting iterative with newton 0.0140957473356455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133823056879842, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0133848449707133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133848449708047, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0133848449707133"
[1] "Starting iterative with newton 0.0133848449707133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133744956270542, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0133770308486133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133770308487044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0133770308486133"
[1] "Starting iterative with newton 0.0133770308486133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133744097845966, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0133769449615465, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133769449616375, diff to last: 0"
[1] "Final threshold is: 9.10287488486325e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1612273620587, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.163905957106985, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.163906691389361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163906691389416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163906691389361"
[1] "Starting iterative with newton 0.163906691389361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606743707214444, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0608795316438905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0608795339888611, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0608795316438905"
[1] "Starting iterative with newton 0.0608795316438905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566159123157558, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567880122877475, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567880138777004, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0567880138777004"
[1] "Starting iterative with newton 0.0567880138777004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0564545160050817, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0566253749287079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566253764934272, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0566253749287079"
[1] "Starting iterative with newton 0.0566253749287079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0564481004058372, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0566189101117377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566189116754609, diff to last: 0"
[1] "Final threshold is: 0.000385285930816345"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.434564122177761"
[1] "Newton iter: 1, lambda:0.218569618998917, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.224983916436066, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.224989738428358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224989738433152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224989738433152"
[1] "Starting iterative with newton 0.224989738433152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0625635094476532, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0628008904965761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.062800893914145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0628008904965761"
[1] "Starting iterative with newton 0.0628008904965761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0554803550148129, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0556540419442493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055654043646735, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0556540419442493"
[1] "Starting iterative with newton 0.0556540419442493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551704736313204, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553416655128625, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553416671613962, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553416671613962"
[1] "Starting iterative with newton 0.0553416671613962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551569345441255, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553280179496539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553280195958638, diff to last: 0"
[1] "Final threshold is: 0.000376501541612224"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.185254602309371, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.189435677209629, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189437790881821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189437790882361, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.189437790882361"
[1] "Starting iterative with newton 0.189437790882361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0543011782763063, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0544519506156973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0544519517781153, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0544519517781153"
[1] "Starting iterative with newton 0.0544519517781153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0493644600872803, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.049482108457994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0494821091262846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.049482108457994"
[1] "Starting iterative with newton 0.049482108457994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049182455433544, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492989882411147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492989888953909, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0492989888953909"
[1] "Starting iterative with newton 0.0492989888953909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0491757488095965, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492922406489125, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492922413026772, diff to last: 0"
[1] "Final threshold is: 0.00033542868469789"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.367771787796696"
[1] "Newton iter: 1, lambda:0.365552796075884, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.365553906506987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.365553906507265, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.365553906506987"
[1] "Starting iterative with newton 0.365553906506987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127267429989288, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129136908349982, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129137311205202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129137311205221, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.129137311205202"
[1] "Starting iterative with newton 0.129137311205202"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107752975534043, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.10899008282354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108990245805152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108990245805155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108990245805155"
[1] "Starting iterative with newton 0.108990245805155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106076567616316, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107266727605918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107266877359439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107266877359441, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107266877359439"
[1] "Starting iterative with newton 0.107266877359439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105933132510896, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107119327296116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10711947596032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107119475960323, diff to last: 0"
[1] "Final threshold is: 0.000728937130415004"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.671675390074334"
[1] "Newton iter: 1, lambda:0.485306510916003, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.495238380918314, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.495268211840235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495268212108697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.495268211840235"
[1] "Starting iterative with newton 0.495268211840235"
[1] "Starting newton at: 0.32562012249452"
[1] "Newton iter: 1, lambda:0.177579642188101, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.180843442381865, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.180845042121283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180845042121667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.180845042121283"
[1] "Starting iterative with newton 0.180845042121283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146474657074056, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149394180375154, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149395338840613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149395338840796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.149395338840796"
[1] "Starting iterative with newton 0.149395338840796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143424658758669, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.146193723612726, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146194754672301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146194754672444, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146194754672301"
[1] "Starting iterative with newton 0.146194754672301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143113429022913, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145867433569621, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145868452327886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145868452328026, diff to last: 0"
[1] "Final threshold is: 0.000992619970409063"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.320795739168626"
[1] "Newton iter: 1, lambda:0.470540718678223, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.477117682158846, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.477130016649172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477130016692487, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.477130016649172"
[1] "Starting iterative with newton 0.477130016649172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166267703743718, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.170279229912441, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.170281560720379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170281560721166, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.170281560720379"
[1] "Starting iterative with newton 0.170281560720379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138134364080066, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140619446277844, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140620250105129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140620250105213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.140620250105213"
[1] "Starting iterative with newton 0.140620250105213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135385648244917, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137746523665874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137747241227639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137747241227705, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.137747241227639"
[1] "Starting iterative with newton 0.137747241227639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135119124191887, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137468177732407, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137468887366284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137468887366348, diff to last: 0"
[1] "Final threshold is: 0.000935461785821667"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.61389523393491"
[1] "Starting iterative with newton 2.61389523393491"
[1] "Starting newton at: 0.562486338836499"
[1] "Newton iter: 1, lambda:0.611884609933911, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.612849424598732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612849787464401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612849787464453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.612849787464401"
[1] "Starting iterative with newton 0.612849787464401"
[1] "Starting newton at: 0.281450115766917"
[1] "Newton iter: 1, lambda:0.327461541513001, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.32801268008945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328012758830963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328012758830965, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.328012758830963"
[1] "Starting iterative with newton 0.328012758830963"
[1] "Starting newton at: 0.273788763477459"
[1] "Newton iter: 1, lambda:0.281407890301713, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.281421765557079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28142176560307, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281421765557079"
[1] "Starting iterative with newton 0.281421765557079"
[1] "Starting newton at: 0.27327181364817"
[1] "Newton iter: 1, lambda:0.273606271816207, diff to last: 0"
[1] "Newton iter: 2, lambda:0.27360629816142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27360629816142, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.27360629816142"
[1] "Starting iterative with newton 0.27360629816142"
[1] "Starting newton at: 0.275277100069483"
[1] "Newton iter: 1, lambda:0.27228746751867, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.27228956696543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272289566966466, diff to last: 0"
[1] "Final threshold is: 0.00185290278735122"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.08908314204263"
[1] "Starting iterative with newton 2.08908314204263"
[1] "Starting newton at: 0.523910066436966"
[1] "Newton iter: 1, lambda:0.650584105465056, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.657743335828687, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.657765448273114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657765448483571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.657765448273114"
[1] "Starting iterative with newton 0.657765448273114"
[1] "Starting newton at: 0.538321656038223"
[1] "Newton iter: 1, lambda:0.398863587625184, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.404909701616692, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.404921361053532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404921361096854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.404921361053532"
[1] "Starting iterative with newton 0.404921361053532"
[1] "Starting newton at: 0.271022908964986"
[1] "Newton iter: 1, lambda:0.352709070821439, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.354700108382827, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.35470128290227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354701282902679, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.354701282902679"
[1] "Starting iterative with newton 0.354701282902679"
[1] "Starting newton at: 0.274561954641179"
[1] "Newton iter: 1, lambda:0.343155032122323, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.344535486998124, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.344536042886738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344536042886828, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.344536042886738"
[1] "Starting iterative with newton 0.344536042886738"
[1] "Starting newton at: 0.271541891297439"
[1] "Newton iter: 1, lambda:0.341056875318674, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.342470158391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34247073918645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342470739186548, diff to last: 0"
[1] "Final threshold is: 0.00233047852069543"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.17329760963681"
[1] "Starting iterative with newton 2.17329760963681"
[1] "Starting newton at: 0.550414571263503"
[1] "Newton iter: 1, lambda:0.640284873101089, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.643744395292816, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.643749393119213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.643749393129632, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.643749393119213"
[1] "Starting iterative with newton 0.643749393119213"
[1] "Starting newton at: 0.260709760110746"
[1] "Newton iter: 1, lambda:0.383156498366133, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.387783777710976, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.387790307432501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387790307445496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387790307432501"
[1] "Starting iterative with newton 0.387790307432501"
[1] "Starting newton at: 0.275858419092557"
[1] "Newton iter: 1, lambda:0.337959721420251, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.339058403971781, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339058746014371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339058746014404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.339058746014371"
[1] "Starting iterative with newton 0.339058746014371"
[1] "Starting newton at: 0.271999239340091"
[1] "Newton iter: 1, lambda:0.328688910599739, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.329590330029444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32959055688252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329590556882534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.32959055688252"
[1] "Starting iterative with newton 0.32959055688252"
[1] "Starting newton at: 0.276018559112191"
[1] "Newton iter: 1, lambda:0.327016519535989, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.327743555505948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327743702645397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327743702645403, diff to last: 0"
[1] "Final threshold is: 0.00223026253607159"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.37927269563905"
[1] "Starting iterative with newton 1.37927269563905"
[1] "Starting newton at: 0.645482828209227"
[1] "Newton iter: 1, lambda:0.744896668750032, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.750105900478832, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.750119749820861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750119749918555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.750119749820861"
[1] "Starting iterative with newton 0.750119749820861"
[1] "Starting newton at: 0.635628547690895"
[1] "Newton iter: 1, lambda:0.602929078963159, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.603405388442853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.60340549048725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603405490487254, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.60340549048725"
[1] "Starting iterative with newton 0.60340549048725"
[1] "Starting newton at: 0.626296317844069"
[1] "Newton iter: 1, lambda:0.56368715221123, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.56536165117007, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565362870239608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565362870240254, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.565362870239608"
[1] "Starting iterative with newton 0.565362870239608"
[1] "Starting newton at: 0.625727079295486"
[1] "Newton iter: 1, lambda:0.553003455512391, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.5552362300135, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.555238377685963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.555238377687949, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.555238377685963"
[1] "Starting iterative with newton 0.555238377685963"
[1] "Starting newton at: 0.625709938304249"
[1] "Newton iter: 1, lambda:0.550118607047379, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.552523233244078, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.552525718109851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552525718112503, diff to last: 0"
[1] "Final threshold is: 0.00375988127115816"
threshold is:
[{'ad': 9.595195153279215e-05, 'da': 9.761354996339725e-06, 'dd': 0.00018407032115234305}, {'ad': 0.0001768120579461474, 'da': 9.102874884863251e-05, 'dd': 0.0003852859308163447}, {'ad': 0.00037650154161222366, 'da': 0.0003354286846978904, 'dd': 0.000728937130415004}, {'ad': 0.0009926199704090627, 'da': 0.000935461785821667, 'dd': 0.001852902787351223}, {'ad': 0.002330478520695427, 'da': 0.0022302625360715927, 'dd': 0.0037598812711581568}]
Number of points in noise estimation: 128
Estimated noise: 0.013915423173528405
0.013915423173528405
threshold is:
[{'ad': 0.004136067089791418, 'da': 0.01493290595962285, 'dd': 0.0029326840688385647}, {'ad': 0.0007278040064417901, 'da': 0.0007045899460433117, 'dd': 0.0015433071977709288}, {'ad': 0.0015250261686365896, 'da': 0.0012434632116628402, 'dd': 0.0031349143479238173}, {'ad': 0.004331268374488939, 'da': 0.003610509352276411, 'dd': 0.007465970362778303}, {'ad': 0.009028151116800137, 'da': 0.009083008649527002, 'dd': 0.013262915118814838}]
['stjerten256', 0.05, 1, 0.0003979488329572049, 0.00029470965687474523, 0.0003122900295961629, 0.0007185863327528722, 0.0002848157026890039, 0.00039010699925394866, 0.0003581080534401772, 0.0003965515887757082, 34.00172764591816, 35.30605633207755, 35.054418811572205, 31.435210471737527, 35.45436070501508, 34.08816257557734, 34.459859120925344, 34.01700305791016]
stjerten256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.013927458761319577
0.013927458761319577
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0813438781941935, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816549961123434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0816550006538509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0816549961123434"
[1] "Starting iterative with newton 0.0816549961123434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149556685116684, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014961515283265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149615152841586, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0149615152841586"
[1] "Starting iterative with newton 0.0149615152841586"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134658507575313, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134703416774356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134703416779352, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0134703416779352"
[1] "Starting iterative with newton 0.0134703416779352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134336849365434, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134381488187495, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134381488192424, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0134381488187495"
[1] "Starting iterative with newton 0.0134381488187495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134329910639552, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134374543639425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134374543644352, diff to last: 0"
[1] "Final threshold is: 0.000187149591510922"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471337259951564, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472017978824384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472017980243436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0472017978824384"
[1] "Starting iterative with newton 0.0472017978824384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0105233826453221, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0105247576961882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0105247576962117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0105247576962117"
[1] "Starting iterative with newton 0.0105247576962117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01013002018702, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101312677039736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101312677039925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0101312677039736"
[1] "Starting iterative with newton 0.0101312677039736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101258288742117, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101270750754998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101270750755187, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0101270750754998"
[1] "Starting iterative with newton 0.0101270750754998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101257842192286, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101270304065043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101270304065231, diff to last: 0"
[1] "Final threshold is: 0.000141043798361218"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847888228562719, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0851128922354805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0851128969552415, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0851128922354805"
[1] "Starting iterative with newton 0.0851128922354805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276700758098792, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276894592614933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276894592710064, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0276894592614933"
[1] "Starting iterative with newton 0.0276894592614933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0266149565493337, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266324058015277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266324058090288, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0266324058015277"
[1] "Starting iterative with newton 0.0266324058015277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0265954014692349, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266128164771224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266128164845904, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0266128164771224"
[1] "Starting iterative with newton 0.0266128164771224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0265950390319344, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266124534056624, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266124534131298, diff to last: 0"
[1] "Final threshold is: 0.000370643847344902"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153990803618617, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156336844986228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156337386883066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156337386883095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156337386883066"
[1] "Starting iterative with newton 0.156337386883066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0579116389911087, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0580915233788072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0580915251138697, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0580915251138697"
[1] "Starting iterative with newton 0.0580915251138697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539224077009162, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540734280456483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540734292299909, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0540734280456483"
[1] "Starting iterative with newton 0.0540734280456483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0537588036357085, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0539087047245784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539087058898477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0539087058898477"
[1] "Starting iterative with newton 0.0539087058898477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0537520962302108, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0539019515386928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539019527031856, diff to last: 0"
[1] "Final threshold is: 0.000750717223428215"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131078599550215"
[1] "Newton iter: 1, lambda:0.170087491350945, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.170253522540712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.170253525540397, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.170253522540712"
[1] "Starting iterative with newton 0.170253522540712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454856951704181, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455832006895258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455832011375955, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0455832006895258"
[1] "Starting iterative with newton 0.0455832006895258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406916694387002, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0407657106611782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0407657109063284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0407657109063284"
[1] "Starting iterative with newton 0.0407657109063284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405083988111875, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0405816196712666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0405816199105085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0405816199105085"
[1] "Starting iterative with newton 0.0405816199105085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405013990930318, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0405745887293661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0405745889683847, diff to last: 0"
[1] "Final threshold is: 0.000565100911285748"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.256956443153062, diff to last: 0.257"
[1] "Newton iter: 2, lambda:0.267854083172218, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.267873363966223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267873364026497, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267873363966223"
[1] "Starting iterative with newton 0.267873363966223"
[1] "Starting newton at: 0.129926656058891"
[1] "Newton iter: 1, lambda:0.114725570050038, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.114747324341486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.114747324386055, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114747324386055"
[1] "Starting iterative with newton 0.114747324386055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103904483615058, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104878646406453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104878731959292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104878731959293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104878731959293"
[1] "Starting iterative with newton 0.104878731959293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103266772237513, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104226280165182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104226362929143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104226362929144, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104226362929143"
[1] "Starting iterative with newton 0.104226362929143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103224524081199, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104183066817388, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104183149399499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1041831493995, diff to last: 0"
[1] "Final threshold is: 0.00145100651688593"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.2917551941717"
[1] "Newton iter: 1, lambda:0.394196385495232, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.396769277578157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.39677087479963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396770874800245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.39677087479963"
[1] "Starting iterative with newton 0.39677087479963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143201119515418, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145766353718083, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145767175783509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145767175783593, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145767175783509"
[1] "Starting iterative with newton 0.145767175783509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122663944555158, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.1243897962244, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124390137678198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124390137678211, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124390137678198"
[1] "Starting iterative with newton 0.124390137678198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120894568393579, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122558106842842, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122558421664008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122558421664019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.122558421664019"
[1] "Starting iterative with newton 0.122558421664019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120742805637689, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122401069301589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122401381923335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122401381923346, diff to last: 0"
[1] "Final threshold is: 0.00170474019906577"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.245554309106228"
[1] "Newton iter: 1, lambda:0.377809108128338, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.381961210135912, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.381965226799857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381965226803614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.381965226799857"
[1] "Starting iterative with newton 0.381965226799857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138897631375021, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141198889848872, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141199520334524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141199520334571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141199520334524"
[1] "Starting iterative with newton 0.141199520334524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119628914385948, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121214541960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121214820240179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121214820240188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121214820240188"
[1] "Starting iterative with newton 0.121214820240188"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117999851127662, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119532602109758, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119532860472524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119532860472531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.119532860472524"
[1] "Starting iterative with newton 0.119532860472524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117862615210991, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119390962668742, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.11939121940934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119391219409347, diff to last: 0"
[1] "Final threshold is: 0.00166281628478724"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.96876185767988"
[1] "Starting iterative with newton 2.96876185767988"
[1] "Starting newton at: 0.527590342384914"
[1] "Newton iter: 1, lambda:0.58688794173345, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.588183829821966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588184438570154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588184438570288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588184438570154"
[1] "Starting iterative with newton 0.588184438570154"
[1] "Starting newton at: 0.292690567747258"
[1] "Newton iter: 1, lambda:0.283452048761419, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.283471755065319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283471755155049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283471755155049"
[1] "Starting iterative with newton 0.283471755155049"
[1] "Starting newton at: 0.332363360342331"
[1] "Newton iter: 1, lambda:0.235306583894629, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.237274672843798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.237275487276867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237275487277007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237275487276867"
[1] "Starting iterative with newton 0.237275487276867"
[1] "Starting newton at: 0.363842161908045"
[1] "Newton iter: 1, lambda:0.226325390477043, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.230204887552459, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.230208003679853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230208003681863, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230208003679853"
[1] "Starting iterative with newton 0.230208003679853"
[1] "Starting newton at: 0.367875666667582"
[1] "Newton iter: 1, lambda:0.224943633122912, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.229123131796844, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.229126739847613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229126739850302, diff to last: 0"
[1] "Final threshold is: 0.00319115322034323"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.36203441896283"
[1] "Starting iterative with newton 2.36203441896283"
[1] "Starting newton at: 0.525463924062247"
[1] "Newton iter: 1, lambda:0.642472323532953, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.648449597097821, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.648464712247909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648464712344378, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648464712247909"
[1] "Starting iterative with newton 0.648464712247909"
[1] "Starting newton at: 0.283293718862957"
[1] "Newton iter: 1, lambda:0.3628739382634, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.36472696886348, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.36472796594093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364727965941219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36472796594093"
[1] "Starting iterative with newton 0.36472796594093"
[1] "Starting newton at: 0.26941120906302"
[1] "Newton iter: 1, lambda:0.312017022350146, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.312502704508369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312502767418311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312502767418312, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312502767418311"
[1] "Starting iterative with newton 0.312502767418311"
[1] "Starting newton at: 0.27581938822701"
[1] "Newton iter: 1, lambda:0.302526795463092, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.302714244187453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302714253403163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.302714244187453"
[1] "Starting iterative with newton 0.302714244187453"
[1] "Starting newton at: 0.281705693248387"
[1] "Newton iter: 1, lambda:0.300777938988063, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.30087317616174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300873178533111, diff to last: 0"
[1] "Final threshold is: 0.00419039875337987"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.37927255861777"
[1] "Starting iterative with newton 2.37927255861777"
[1] "Starting newton at: 0.501925289968259"
[1] "Newton iter: 1, lambda:0.627728936388357, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.634404124760833, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.63442231322319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.634422313357945, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63442231322319"
[1] "Starting iterative with newton 0.63442231322319"
[1] "Starting newton at: 0.266258156907991"
[1] "Newton iter: 1, lambda:0.359910986999637, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.362425221620739, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.362427017886877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362427017887794, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.362427017886877"
[1] "Starting iterative with newton 0.362427017886877"
[1] "Starting newton at: 0.25362488511271"
[1] "Newton iter: 1, lambda:0.31381990473737, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.314775998073519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.314776238186658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314776238186673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314776238186658"
[1] "Starting iterative with newton 0.314776238186658"
[1] "Starting newton at: 0.259674137208716"
[1] "Newton iter: 1, lambda:0.30567924864648, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.306229019846028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306229098091958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30622909809196, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.306229098091958"
[1] "Starting iterative with newton 0.306229098091958"
[1] "Starting newton at: 0.255428675494076"
[1] "Newton iter: 1, lambda:0.304076281670055, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.304689488023228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304689585112556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304689585112558, diff to last: 0"
[1] "Final threshold is: 0.00424355163165869"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.25091439273716"
[1] "Starting iterative with newton 1.25091439273716"
[1] "Starting newton at: 0.900772416154557"
[1] "Newton iter: 1, lambda:0.761430648972867, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.771098498144613, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.771148225102292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771148226412903, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771148225102292"
[1] "Starting iterative with newton 0.771148225102292"
[1] "Starting newton at: 0.587321409899485"
[1] "Newton iter: 1, lambda:0.65094681489797, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.652930101553769, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.652931994953922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652931994955647, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652931994953922"
[1] "Starting iterative with newton 0.652931994953922"
[1] "Starting newton at: 0.581909350581991"
[1] "Newton iter: 1, lambda:0.620440166050485, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.621143013955992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.621143245401189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621143245401215, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.621143245401189"
[1] "Starting iterative with newton 0.621143245401189"
[1] "Starting newton at: 0.581723007845885"
[1] "Newton iter: 1, lambda:0.611974518122234, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.612403558334288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612403643933519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612403643933522, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.612403643933519"
[1] "Starting iterative with newton 0.612403643933519"
[1] "Starting newton at: 0.583458765660848"
[1] "Newton iter: 1, lambda:0.609665059849661, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.609986014184176, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609986061987087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609986061987088, diff to last: 0"
[1] "Final threshold is: 0.00849555572330488"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.04342492617302"
[1] "Starting iterative with newton 1.04342492617302"
[1] "Starting newton at: 0.751652238149932"
[1] "Newton iter: 1, lambda:0.851407098528194, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.857708689158171, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.857732909818939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85773291017573, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.85773291017573"
[1] "Starting iterative with newton 0.85773291017573"
[1] "Starting newton at: 0.765003161064554"
[1] "Newton iter: 1, lambda:0.80131011038414, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.802092841909745, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.802093200570351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802093200570427, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.802093200570351"
[1] "Starting iterative with newton 0.802093200570351"
[1] "Starting newton at: 0.768174177264787"
[1] "Newton iter: 1, lambda:0.784654643983135, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.784812701169459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.784812715613218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.784812715613218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.784812715613218"
[1] "Starting iterative with newton 0.784812715613218"
[1] "Starting newton at: 0.763947613018392"
[1] "Newton iter: 1, lambda:0.779251746822198, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.779387451378498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.779387461984795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779387461984795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.779387461984795"
[1] "Starting iterative with newton 0.779387461984795"
[1] "Starting newton at: 0.7649218884849"
[1] "Newton iter: 1, lambda:0.77758565829905, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.777678367401033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.777678372345097, diff to last: 0"
[1] "Final threshold is: 0.0108310834604065"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.07811208771004"
[1] "Starting iterative with newton 1.07811208771004"
[1] "Starting newton at: 0.823450997792281"
[1] "Newton iter: 1, lambda:0.819936605595874, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.819943678651617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.81994367868031, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.819943678651617"
[1] "Starting iterative with newton 0.819943678651617"
[1] "Starting newton at: 0.803771051763612"
[1] "Newton iter: 1, lambda:0.747416998949459, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.749106442876135, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.749107997348449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749107997349764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.749107997348449"
[1] "Starting iterative with newton 0.749107997348449"
[1] "Starting newton at: 0.805977934348719"
[1] "Newton iter: 1, lambda:0.725282227200789, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.728661622478991, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.728667751479754, diff to last: 0"
[1] "Newton iter: 4, lambda:0.728667751499889, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.728667751499889"
[1] "Starting iterative with newton 0.728667751499889"
[1] "Starting newton at: 0.806381921147612"
[1] "Newton iter: 1, lambda:0.718717083947062, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.722676972768228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.722685352074233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.722685352111699, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.722685352074233"
[1] "Starting iterative with newton 0.722685352074233"
[1] "Starting newton at: 0.806234816654504"
[1] "Newton iter: 1, lambda:0.716805522223088, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.720918282132523, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.720927309375437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720927309418864, diff to last: 0"
[1] "Final threshold is: 0.0100406853718403"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.12120443831183"
[1] "Newton iter: 1, lambda:1.01564732595253, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.02353260133805, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02357990191051, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0235799036049, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02357990191051"
[1] "Starting iterative with newton 1.02357990191051"
[1] "Starting newton at: 1.25930906094557"
[1] "Newton iter: 1, lambda:1.14655061463151, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.15615520075514, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.15623143605755, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1562314408302, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15623143605755"
[1] "Starting iterative with newton 1.15623143605755"
[1] "Starting newton at: 1.29847659556003"
[1] "Newton iter: 1, lambda:1.19526624954579, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.20358546292204, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.20364432156861, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20364432449787, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20364432449787"
[1] "Starting iterative with newton 1.20364432449787"
[1] "Starting newton at: 1.2936745178018"
[1] "Newton iter: 1, lambda:1.21534563245923, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.22028110642497, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.22030198868302, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22030198905554, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22030198905554"
[1] "Starting iterative with newton 1.22030198905554"
[1] "Starting newton at: 1.29491626718753"
[1] "Newton iter: 1, lambda:1.22176848101296, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.22610499251106, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22612116538876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22612116561301, diff to last: 0"
[1] "Final threshold is: 0.017076751967333"
threshold is:
[{'ad': 0.00018714959151092242, 'da': 0.00014104379836121767, 'dd': 0.00037064384734490223}, {'ad': 0.0007507172234282153, 'da': 0.0005651009112857485, 'dd': 0.001451006516885932}, {'ad': 0.0017047401990657716, 'da': 0.001662816284787238, 'dd': 0.0031911532203432345}, {'ad': 0.004190398753379871, 'da': 0.004243551631658693, 'dd': 0.008495555723304885}, {'ad': 0.010831083460406472, 'da': 0.0100406853718403, 'dd': 0.017076751967332996}]
Number of points in noise estimation: 128
Estimated noise: 0.013927458761319577
0.013927458761319577
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.6333198788468"
[1] "Starting iterative with newton 37.6333198788468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.7479124120104"
[1] "Starting iterative with newton 32.7479124120104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.369591015805"
[1] "Starting iterative with newton 29.369591015805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5261922305312"
[1] "Starting iterative with newton 15.5261922305312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.7260606281282"
[1] "Starting iterative with newton 14.7260606281282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.73467721969634"
[1] "Starting iterative with newton 8.73467721969634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.7578150348518"
[1] "Starting iterative with newton 5.7578150348518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.89965472847814"
[1] "Starting iterative with newton 5.89965472847814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.96876185767988"
[1] "Starting iterative with newton 2.96876185767988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36203441896283"
[1] "Starting iterative with newton 2.36203441896283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.37927255861777"
[1] "Starting iterative with newton 2.37927255861777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.25091439273716"
[1] "Starting iterative with newton 1.25091439273716"
[1] "Starting newton at: 1.45771595499624"
[1] "Newton iter: 1, lambda:1.34571839840836, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.33437499358703, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.33424298832585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33424297030106, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33424297030106, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33424297030106"
[1] "Starting iterative with newton 1.33424297030106"
[1] "Starting newton at: 1.53644966549235"
[1] "Newton iter: 1, lambda:1.42224076241062, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.41235751107371, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.41227126130893, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41227125467741, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41227125467741"
[1] "Starting iterative with newton 1.41227125467741"
[1] "Starting newton at: 1.62853839327577"
[1] "Newton iter: 1, lambda:1.50581451747668, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.49664240741174, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.49657981474921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49657981180082, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49657981180082"
[1] "Starting iterative with newton 1.49657981180082"
[1] "Starting newton at: 1.72582809531338"
[1] "Newton iter: 1, lambda:1.57763295341659, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.56719628826959, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.56712682458504, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56712682145917, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56712682145917"
[1] "Starting iterative with newton 1.56712682145917"
[1] "Starting newton at: 1.79401464944889"
[1] "Newton iter: 1, lambda:1.63037622683482, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.61993824313518, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.61987659838613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61987659619723, diff to last: 0"
[1] "Final threshold is: 0.0225607644919637"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04342492617302"
[1] "Starting iterative with newton 1.04342492617302"
[1] "Starting newton at: 1.21184161681729"
[1] "Newton iter: 1, lambda:1.26497638266089, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.26166999017002, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.26165740958865, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26165740940618, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26165740940618"
[1] "Starting iterative with newton 1.26165740940618"
[1] "Starting newton at: 1.44355969889988"
[1] "Newton iter: 1, lambda:1.50956712805597, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.50630822684699, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.50630091646368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50630091642671, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50630091642671"
[1] "Starting iterative with newton 1.50630091642671"
[1] "Starting newton at: 1.67454688492667"
[1] "Newton iter: 1, lambda:1.69828272098892, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.69803324398243, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69803321797403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69803321797403, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69803321797403"
[1] "Starting iterative with newton 1.69803321797403"
[1] "Starting newton at: 1.8832892624685"
[1] "Newton iter: 1, lambda:1.83332407750205, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.8327877800254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83278770361215, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83278770361215, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83278770361215"
[1] "Starting iterative with newton 1.83278770361215"
[1] "Starting newton at: 2.02487943413412"
[1] "Newton iter: 1, lambda:1.91522906281013, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.9142177204568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91421752826298, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91421752826298, diff to last: 0"
[1] "Final threshold is: 0.0266601856850778"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07811208771004"
[1] "Starting iterative with newton 1.07811208771004"
[1] "Starting newton at: 1.26271480131663"
[1] "Newton iter: 1, lambda:1.29982596914568, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.29830277960023, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.29830025898241, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29830025897551, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29830025897551"
[1] "Starting iterative with newton 1.29830025897551"
[1] "Starting newton at: 1.49385310099984"
[1] "Newton iter: 1, lambda:1.52007324274348, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.51958455158755, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51958438774842, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5195843877484, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5195843877484"
[1] "Starting iterative with newton 1.5195843877484"
[1] "Starting newton at: 1.7129858119103"
[1] "Newton iter: 1, lambda:1.68798480918843, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.68771910055471, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68771906870536, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68771906870536, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68771906870536"
[1] "Starting iterative with newton 1.68771906870536"
[1] "Starting newton at: 1.88548638240309"
[1] "Newton iter: 1, lambda:1.79857646473229, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.79677794926236, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.7967768966535, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79677689665314, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79677689665314"
[1] "Starting iterative with newton 1.79677689665314"
[1] "Starting newton at: 2.00186083752374"
[1] "Newton iter: 1, lambda:1.86752162205544, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.86516790178477, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.86516647431292, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86516647431239, diff to last: 0"
[1] "Final threshold is: 0.025977029153989"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.51388640532548"
[1] "Newton iter: 1, lambda:1.69533924392606, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.67513331753598, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.67494304281391, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67494302522168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67494302522168, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67494302522168"
[1] "Starting iterative with newton 1.67494302522168"
[1] "Starting newton at: 2.20188728819818"
[1] "Newton iter: 1, lambda:2.15260404466105, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.15307410760756, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15307414182008, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15307414182008, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15307414182008"
[1] "Starting iterative with newton 2.15307414182008"
[1] "Starting newton at: 2.30596559292597"
[1] "Newton iter: 1, lambda:2.33432902425863, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.33451871924433, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33451872838921, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33451872838921"
[1] "Starting iterative with newton 2.33451872838921"
[1] "Starting newton at: 2.48260417896779"
[1] "Newton iter: 1, lambda:2.4027537847932, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.40479054999183, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.40479171284008, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40479171284046, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40479171284008"
[1] "Starting iterative with newton 2.40479171284008"
[1] "Starting newton at: 2.55208318062202"
[1] "Newton iter: 1, lambda:2.42805852765043, diff to last: 0.124"
[1] "Newton iter: 2, lambda:2.4333166468568, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.43332462592166, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4333246259402, diff to last: 0"
[1] "Final threshold is: 0.0338900283804273"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.02256076449196368}, {'ad': 0.026660185685077796, 'da': 0.025977029153988963, 'dd': 0.033890028380427255}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545270302687036. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006794570951756125
0.006794570951756125
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.1404867777147"
[1] "Starting iterative with newton 77.1404867777147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.1264164987045"
[1] "Starting iterative with newton 67.1264164987045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.2015595412577"
[1] "Starting iterative with newton 60.2015595412577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.8254682372777"
[1] "Starting iterative with newton 31.8254682372777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.1853646935482"
[1] "Starting iterative with newton 30.1853646935482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.904273519922"
[1] "Starting iterative with newton 17.904273519922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.8023245356615"
[1] "Starting iterative with newton 11.8023245356615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.0930664379428"
[1] "Starting iterative with newton 12.0930664379428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.08534499655617"
[1] "Starting iterative with newton 6.08534499655617"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.84167980531864"
[1] "Starting iterative with newton 4.84167980531864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.87701441008923"
[1] "Starting iterative with newton 4.87701441008923"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.56411460598333"
[1] "Starting iterative with newton 2.56411460598333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.13880430905673"
[1] "Starting iterative with newton 2.13880430905673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20990578334911"
[1] "Starting iterative with newton 2.20990578334911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38256385097586"
[1] "Starting iterative with newton 1.38256385097586"
[1] "Starting newton at: 1.59292573864771"
[1] "Newton iter: 1, lambda:1.38682124715178, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.35645284160732, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.35555353438177, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35555272522629, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35555272522563, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35555272522629"
[1] "Starting iterative with newton 1.35555272522629"
[1] "Starting newton at: 1.56639167298958"
[1] "Newton iter: 1, lambda:1.35930833471392, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.32656922064224, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.3254645646259, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32546327484792, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32546327484616, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32546327484616"
[1] "Starting iterative with newton 1.32546327484616"
[1] "Starting newton at: 1.53799904356236"
[1] "Newton iter: 1, lambda:1.32965442827152, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.29414792639142, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.2927690714687, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29276694014414, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29276694013905, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29276694013905"
[1] "Starting iterative with newton 1.29276694013905"
[1] "Starting newton at: 1.50752603114344"
[1] "Newton iter: 1, lambda:1.29615541069944, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.25681815393265, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.25500749569522, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.25500356591616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25500356589764, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.25500356591616"
[1] "Starting iterative with newton 1.25500356591616"
[1] "Starting newton at: 1.47054768113949"
[1] "Newton iter: 1, lambda:1.2546478860245, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.20983725288798, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.20728132061485, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20727280933226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2072728092378, diff to last: 0"
[1] "Final threshold is: 0.00820290076049219"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008202900760492186}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545270302687036. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006794570951756125
0.006794570951756125
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391098220585178, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0391542109477021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0391542110048582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0391542109477021"
[1] "Starting iterative with newton 0.0391542109477021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000431324002907607, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000431324362519445, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000431324002907607"
[1] "Starting iterative with newton 0.000431324002907607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000386622915371857, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000386623180132962, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000386622915371857"
[1] "Starting iterative with newton 0.000386622915371857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000386573779148692, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000386574043815571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.000386573779148692"
[1] "Starting iterative with newton 0.000386573779148692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000386573725140335, diff to last: 0"
[1] "Newton iter: 2, lambda:0.00038657398980711, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.62660260355067e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152928105579419, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152960381842438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152960381843876, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0152960381843876"
[1] "Starting iterative with newton 0.0152960381843876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00281325764712206, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00281330193924163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00281330193924164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00281330193924163"
[1] "Starting iterative with newton 0.00281330193924163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00275308983172988, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00275313179307127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00275313179307128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00275313179307127"
[1] "Starting iterative with newton 0.00275313179307127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00275280190704731, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00275284385740471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00275284385740472, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00275284385740471"
[1] "Starting iterative with newton 0.00275284385740471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00275280052927319, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00275284247957803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00275284247957804, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.87043835465012e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369871750304668, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0370279216648232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370279217142619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0370279216648232"
[1] "Starting iterative with newton 0.0370279216648232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161628648070165, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161668045350634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161668045352975, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0161668045352975"
[1] "Starting iterative with newton 0.0161668045352975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158510988648732, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158548911392463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158548911394633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0158548911392463"
[1] "Starting iterative with newton 0.0158548911392463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01584643161972, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158502216961034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158502216963202, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0158502216961034"
[1] "Starting iterative with newton 0.0158502216961034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158463617484439, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158501517919243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158501517921411, diff to last: 0"
[1] "Final threshold is: 0.000107694980946334"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.114622874967706"
[1] "Newton iter: 1, lambda:0.0915287028920727, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0915589818361829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0915589818882882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0915589818361829"
[1] "Starting iterative with newton 0.0915589818361829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0266268985993437, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266456675979087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266456676072344, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0266456675979087"
[1] "Starting iterative with newton 0.0266456675979087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253289629739508, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.025345474841791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253454748488081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.025345474841791"
[1] "Starting iterative with newton 0.025345474841791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253030034974167, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253194721078341, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253194721148105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0253194721078341"
[1] "Starting iterative with newton 0.0253194721078341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253024843434541, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253189520895297, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253189520965053, diff to last: 0"
[1] "Final threshold is: 0.000172031416396423"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0769188543015576, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0772167396040101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0772167440655479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0772167440655479"
[1] "Starting iterative with newton 0.0772167440655479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152106136535051, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152151904389649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152151904393792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0152151904393792"
[1] "Starting iterative with newton 0.0152151904393792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141766584803382, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014180488698413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141804886986926, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141804886986926"
[1] "Starting iterative with newton 0.0141804886986926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141597148120986, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141635334339334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141635334342111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141635334342111"
[1] "Starting iterative with newton 0.0141635334342111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141594372495521, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014163255681593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141632556818707, diff to last: 0"
[1] "Final threshold is: 9.62332456383334e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154320709096638, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156645625294569, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156646149947637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156646149947663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156646149947637"
[1] "Starting iterative with newton 0.156646149947637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0600145725197396, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0602088960713229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0602088981074822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0602088960713229"
[1] "Starting iterative with newton 0.0602088960713229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0558940678865109, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0560587466683321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0560587480971813, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0560587466683321"
[1] "Starting iterative with newton 0.0560587466683321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557155516085163, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558790064287604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558790078349619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0558790064287604"
[1] "Starting iterative with newton 0.0558790064287604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.055707818751337, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558712206642992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055871222069526, diff to last: 0"
[1] "Final threshold is: 0.000379620982512717"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.416036208939046"
[1] "Newton iter: 1, lambda:0.203533705642374, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.209351768674157, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.209356243790101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209356243792747, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.209356243792747"
[1] "Starting iterative with newton 0.209356243792747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0653586027784196, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.065614047882132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656140517833573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0656140517833573"
[1] "Starting iterative with newton 0.0656140517833573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0591855081807154, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0593842455758074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0593842478164334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0593842455758074"
[1] "Starting iterative with newton 0.0593842455758074"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0589176622009542, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0591141427679853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0591141449528822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0591141449528822"
[1] "Starting iterative with newton 0.0591141449528822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0589060480415554, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0591024311254839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0591024333079911, diff to last: 0"
[1] "Final threshold is: 0.00040157566170338"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.197299022640458, diff to last: 0.197"
[1] "Newton iter: 2, lambda:0.202119662399506, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.202122512364552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202122512365547, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.202122512365547"
[1] "Starting iterative with newton 0.202122512365547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0628143682732281, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0630463107752935, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0630463139371577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0630463139371577"
[1] "Starting iterative with newton 0.0630463139371577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.056800283516398, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0569804375247795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0569804393369357, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0569804375247795"
[1] "Starting iterative with newton 0.0569804375247795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565385366556298, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567166191739802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567166209405929, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0567166191739802"
[1] "Starting iterative with newton 0.0567166191739802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565271530104417, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567051457781442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.056705147542798, diff to last: 0"
[1] "Final threshold is: 0.000385287136319275"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.438007871793166"
[1] "Newton iter: 1, lambda:0.367738309798178, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.368851262124049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.368851545077486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368851545077505, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.368851545077505"
[1] "Starting iterative with newton 0.368851545077505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121416878810124, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.1230402597069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123040549729324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123040549729333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123040549729324"
[1] "Starting iterative with newton 0.123040549729324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103678229084521, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.10475209285581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104752208060612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104752208060613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104752208060612"
[1] "Starting iterative with newton 0.104752208060612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102360099352371, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.10339893130551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103399038306346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103399038306347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103399038306346"
[1] "Starting iterative with newton 0.103399038306346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102262540432468, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103298810430184, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103298916844322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103298916844323, diff to last: 0"
[1] "Final threshold is: 0.000701871819738303"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.441122549837224"
[1] "Newton iter: 1, lambda:0.482707890383938, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.483220947897609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483221025260801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483221025260802, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.483221025260801"
[1] "Starting iterative with newton 0.483221025260801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164362750182216, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168255149792615, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168257328844033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168257328844716, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.168257328844033"
[1] "Starting iterative with newton 0.168257328844033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135311153476944, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137671598602627, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137672316539687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137672316539753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137672316539687"
[1] "Starting iterative with newton 0.137672316539687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132458624279357, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134694767650802, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13469540466852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134695404668572, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134695404668572"
[1] "Starting iterative with newton 0.134695404668572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132180740436625, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134405007497716, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134405637063895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134405637063945, diff to last: 0"
[1] "Final threshold is: 0.000913228637346617"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.344295009344171"
[1] "Newton iter: 1, lambda:0.472320219410102, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.477187135611358, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.477193996377896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477193996391514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.477193996377896"
[1] "Starting iterative with newton 0.477193996377896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171884129549493, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176221489178926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.17622424351339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176224243514501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17622424351339"
[1] "Starting iterative with newton 0.17622424351339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143842811210528, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146603055670705, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146604070814567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146604070814704, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146604070814704"
[1] "Starting iterative with newton 0.146604070814704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141014626109338, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143640923512165, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143641833463749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143641833463858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143641833463749"
[1] "Starting iterative with newton 0.143641833463749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140731116196644, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143344224370842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14334512430772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143345124307826, diff to last: 0"
[1] "Final threshold is: 0.000973968617697828"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.56411460598333"
[1] "Starting iterative with newton 2.56411460598333"
[1] "Starting newton at: 0.522733214851364"
[1] "Newton iter: 1, lambda:0.611370599386122, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.614492784099693, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.614496565289775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614496565295316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.614496565295316"
[1] "Starting iterative with newton 0.614496565295316"
[1] "Starting newton at: 0.303000155891994"
[1] "Newton iter: 1, lambda:0.329376168028597, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.329560291039002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.329560299988675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.329560299988675"
[1] "Starting iterative with newton 0.329560299988675"
[1] "Starting newton at: 0.294874004379075"
[1] "Newton iter: 1, lambda:0.281577340765001, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.281620141691437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281620142135355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281620142135355"
[1] "Starting iterative with newton 0.281620142135355"
[1] "Starting newton at: 0.29135864101412"
[1] "Newton iter: 1, lambda:0.273357516960282, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.27343473604769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273434737470416, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.27343473604769"
[1] "Starting iterative with newton 0.27343473604769"
[1] "Starting newton at: 0.28976858580043"
[1] "Newton iter: 1, lambda:0.271958622708523, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.272034010584703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272034011937124, diff to last: 0"
[1] "Final threshold is: 0.00184835438620854"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.13880430905673"
[1] "Starting iterative with newton 2.13880430905673"
[1] "Starting newton at: 0.517312772117245"
[1] "Newton iter: 1, lambda:0.652492229087664, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.660703276495683, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.660732509588445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.660732509957976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.660732509957976"
[1] "Starting iterative with newton 0.660732509957976"
[1] "Starting newton at: 0.259775256030822"
[1] "Newton iter: 1, lambda:0.394697086997085, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.40051840301773, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.400529100105812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400529100141904, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.400529100105812"
[1] "Starting iterative with newton 0.400529100105812"
[1] "Starting newton at: 0.279824076512999"
[1] "Newton iter: 1, lambda:0.348177656024773, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.349551552625792, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349552104390438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349552104390527, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.349552104390438"
[1] "Starting iterative with newton 0.349552104390438"
[1] "Starting newton at: 0.279247906030158"
[1] "Newton iter: 1, lambda:0.338371447684091, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.339382096868973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33938239072318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339382390723205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.33938239072318"
[1] "Starting iterative with newton 0.33938239072318"
[1] "Starting newton at: 0.278039788371868"
[1] "Newton iter: 1, lambda:0.33636576764417, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.33734605908595, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.337346334665385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337346334665407, diff to last: 0"
[1] "Final threshold is: 0.00229212360619883"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.20990578334911"
[1] "Starting iterative with newton 2.20990578334911"
[1] "Starting newton at: 0.544246594913647"
[1] "Newton iter: 1, lambda:0.637060499959754, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.640719440675109, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.640724981028387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640724981041075, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640724981028387"
[1] "Starting iterative with newton 0.640724981028387"
[1] "Starting newton at: 0.267131625228722"
[1] "Newton iter: 1, lambda:0.379503018883251, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.383349418059356, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.383353874271013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383353874276991, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383353874271013"
[1] "Starting iterative with newton 0.383353874271013"
[1] "Starting newton at: 0.279654544639176"
[1] "Newton iter: 1, lambda:0.333690255412289, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.334512151339094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.334512340582631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334512340582641, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.334512340582631"
[1] "Starting iterative with newton 0.334512340582631"
[1] "Starting newton at: 0.282004465691584"
[1] "Newton iter: 1, lambda:0.324531608908245, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.325032721307951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325032790633833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325032790633834, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.325032790633833"
[1] "Starting iterative with newton 0.325032790633833"
[1] "Starting newton at: 0.281107074134861"
[1] "Newton iter: 1, lambda:0.322707379550933, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.323185454373736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.323185517290606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323185517290608, diff to last: 0"
[1] "Final threshold is: 0.00219590692781104"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38256385097586"
[1] "Starting iterative with newton 1.38256385097586"
[1] "Starting newton at: 0.901392909182413"
[1] "Newton iter: 1, lambda:0.74724463204361, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.758677300000059, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.758744955350859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758744957709703, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.758744957709703"
[1] "Starting iterative with newton 0.758744957709703"
[1] "Starting newton at: 0.62831971155433"
[1] "Newton iter: 1, lambda:0.609947663320186, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.610100722600682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61010073328188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61010073328188, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.61010073328188"
[1] "Starting iterative with newton 0.61010073328188"
[1] "Starting newton at: 0.637219776673837"
[1] "Newton iter: 1, lambda:0.568351608632156, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.570400803801311, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.570402654724358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570402654725868, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.570402654724358"
[1] "Starting iterative with newton 0.570402654724358"
[1] "Starting newton at: 0.641863105675262"
[1] "Newton iter: 1, lambda:0.556407460493152, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.55951844390255, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.559522670037442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559522670045235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.559522670037442"
[1] "Starting iterative with newton 0.559522670037442"
[1] "Starting newton at: 0.645977459114449"
[1] "Newton iter: 1, lambda:0.552837011947533, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.556514755672246, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556520646902792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556520646917895, diff to last: 0"
[1] "Final threshold is: 0.00378131902149824"
threshold is:
[{'ad': 2.6266026035506737e-06, 'da': 1.870438354650116e-05, 'dd': 0.00010769498094633405}, {'ad': 0.00017203141639642326, 'da': 9.62332456383334e-05, 'dd': 0.0003796209825127174}, {'ad': 0.0004015756617033798, 'da': 0.0003852871363192751, 'dd': 0.0007018718197383026}, {'ad': 0.0009132286373466173, 'da': 0.0009739686176978284, 'dd': 0.0018483543862085412}, {'ad': 0.0022921236061988278, 'da': 0.002195906927811039, 'dd': 0.0037813190214982372}]
Number of points in noise estimation: 128
Estimated noise: 0.013927458761319577
0.013927458761319577
threshold is:
[{'ad': 0.01844902761831335, 'da': 0.01182837200419544, 'dd': 0.005923474778563795}, {'ad': 0.0004442745829669192, 'da': 0.001983353456972814, 'dd': 0.0016265505162254695}, {'ad': 0.0014478987979287261, 'da': 0.0016566975847257248, 'dd': 0.0032428569811622406}, {'ad': 0.003760197078361671, 'da': 0.004419511810400742, 'dd': 0.008085968222901297}, {'ad': 0.00941174229055286, 'da': 0.009758729032809506, 'dd': 0.014058611999618595}]
['stjerten256', 0.05, 2, 0.0004033237752727166, 0.0002973854420144665, 0.00031681639091834396, 0.0007281641898534579, 0.0002897959575551676, 0.00039413271771065106, 0.0003636041965440613, 0.00040216815725341884, 33.94346176292888, 35.266802954224524, 34.99192357697302, 31.377706829020067, 35.37907676917739, 34.04357512022454, 34.39371113003944, 33.955923188128565]
stjerten256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.013777881549660028
0.013777881549660028
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0656626599682129, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0658987466770346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0658987497273638, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0658987497273638"
[1] "Starting iterative with newton 0.0658987497273638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283464572255509, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283640829982737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0283640830050864, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0283640830050864"
[1] "Starting iterative with newton 0.0283640830050864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276100970639078, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276268780574107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276268780636078, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0276268780574107"
[1] "Starting iterative with newton 0.0276268780574107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275954683241356, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276122326113115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276122326174967, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0276122326174967"
[1] "Starting iterative with newton 0.0276122326174967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027595177645292, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276119416005379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276119416067229, diff to last: 0"
[1] "Final threshold is: 0.000380434060813557"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0553295764808223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0554546745119282, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0554546751508974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0554546745119282"
[1] "Starting iterative with newton 0.0554546745119282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0114040351838233, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0114052971357527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0114052971357681, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0114052971357681"
[1] "Starting iterative with newton 0.0114052971357681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110603996449405, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110615696089021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110615696089152, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110615696089021"
[1] "Starting iterative with newton 0.0110615696089021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110576942545646, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110588635191098, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110588635191229, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110588635191098"
[1] "Starting iterative with newton 0.0110588635191098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110576729542285, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110588422132685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110588422132816, diff to last: 0"
[1] "Final threshold is: 0.000152367418090793"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.100928431094966"
[1] "Newton iter: 1, lambda:0.0778500989756069, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0778736974421562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0778736974668566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0778736974421562"
[1] "Starting iterative with newton 0.0778736974421562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248836088796252, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248936637259474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0248936637275892, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0248936637275892"
[1] "Starting iterative with newton 0.0248936637275892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0244622606554179, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0244718289407817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0244718289422456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0244718289407817"
[1] "Starting iterative with newton 0.0244718289407817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0244587131803891, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0244682776509608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0244682776524235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0244682776509608"
[1] "Starting iterative with newton 0.0244682776509608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0244586833025345, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0244682477409944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024468247742457, diff to last: 0"
[1] "Final threshold is: 0.00033712061912331"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157938575204547, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160452629479322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.160453262435072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160453262435112, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.160453262435072"
[1] "Starting iterative with newton 0.160453262435072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0547179923232509, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0548722888448999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0548722900716078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0548722888448999"
[1] "Starting iterative with newton 0.0548722888448999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509830323810583, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511112951915683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511112960033253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0511112951915683"
[1] "Starting iterative with newton 0.0511112951915683"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508509493507671, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0509783447217158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0509783455212541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0509783447217158"
[1] "Starting iterative with newton 0.0509783447217158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508462808962469, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0509736456754498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0509736464745591, diff to last: 0"
[1] "Final threshold is: 0.000702308852270688"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164293642465777, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.167054467527291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.167055240971963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167055240972024, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.167055240971963"
[1] "Starting iterative with newton 0.167055240971963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0424318913120098, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0425197915630129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425197919402906, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0425197919402906"
[1] "Starting iterative with newton 0.0425197919402906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376506063317963, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377150810819356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.037715081271045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0377150810819356"
[1] "Starting iterative with newton 0.0377150810819356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374711831028315, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375348635180844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375348637020392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0375348635180844"
[1] "Starting iterative with newton 0.0375348635180844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374644601308696, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375281109000813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375281110838453, diff to last: 0"
[1] "Final threshold is: 0.000517057866763825"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246319644294835"
[1] "Newton iter: 1, lambda:0.284301323360066, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.284533544185508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28453355281676, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.28453355281676"
[1] "Starting iterative with newton 0.28453355281676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122659716613783, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124260634263374, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124260906365079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124260906365087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.124260906365079"
[1] "Starting iterative with newton 0.124260906365079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11044516136899, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111689942350637, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111690100232848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11169010023285, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111690100232848"
[1] "Starting iterative with newton 0.111690100232848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109480950250208, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110699732720748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110699883545554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110699883545556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110699883545556"
[1] "Starting iterative with newton 0.110699883545556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109404987199333, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110621734322068, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110621884601616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110621884601619, diff to last: 0"
[1] "Final threshold is: 0.00152413522284123"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.309251483421957"
[1] "Newton iter: 1, lambda:0.398388794112853, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.40034550483809, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.400346433814312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400346433814521, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.400346433814312"
[1] "Starting iterative with newton 0.400346433814312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147789979933001, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150534071982809, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1505350164359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150535016436012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1505350164359"
[1] "Starting iterative with newton 0.1505350164359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127395346346142, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129279184979563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129279596522563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129279596522583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129279596522563"
[1] "Starting iterative with newton 0.129279596522563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125604663939171, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127423343399716, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127423724352999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127423724353016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127423724352999"
[1] "Starting iterative with newton 0.127423724352999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125447920575541, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.127260969986822, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127261348358642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127261348358659, diff to last: 0"
[1] "Final threshold is: 0.0017533917835354"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.332778339648014"
[1] "Newton iter: 1, lambda:0.388814316914913, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.389566498832074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389566633058353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389566633058357, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.389566633058357"
[1] "Starting iterative with newton 0.389566633058357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130756275899935, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132729702476917, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132730151601628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132730151601651, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.132730151601651"
[1] "Starting iterative with newton 0.132730151601651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11081380222886, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112107895708181, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112108072140555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112108072140558, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.112108072140555"
[1] "Starting iterative with newton 0.112108072140555"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109191658324614, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110438653481147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110438816073467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11043881607347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11043881607347"
[1] "Starting iterative with newton 0.11043881607347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109060253071979, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110303482850294, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110303644363153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110303644363156, diff to last: 0"
[1] "Final threshold is: 0.00151975054653135"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.01192899262025"
[1] "Starting iterative with newton 3.01192899262025"
[1] "Starting newton at: 0.511154876318432"
[1] "Newton iter: 1, lambda:0.584406484267365, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.586377074735604, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586378473026344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586378473027048, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586378473027048"
[1] "Starting iterative with newton 0.586378473027048"
[1] "Starting newton at: 0.322100475138814"
[1] "Newton iter: 1, lambda:0.275424983883151, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.275918742544389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275918798004107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.275918798004108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.275918798004108"
[1] "Starting iterative with newton 0.275918798004108"
[1] "Starting newton at: 0.305586854431629"
[1] "Newton iter: 1, lambda:0.230166132643663, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.231325821497453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.231326096758329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231326096758344, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.231326096758329"
[1] "Starting iterative with newton 0.231326096758329"
[1] "Starting newton at: 0.275138831850986"
[1] "Newton iter: 1, lambda:0.22442339274297, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.224940127071329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.224940180836171, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224940180836172, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.224940180836171"
[1] "Starting iterative with newton 0.224940180836171"
[1] "Starting newton at: 0.26654064612121"
[1] "Newton iter: 1, lambda:0.223656176110518, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.224024934784975, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224024962101294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224024962101294, diff to last: 0"
[1] "Final threshold is: 0.00308658939199871"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.34823211191607"
[1] "Starting iterative with newton 2.34823211191607"
[1] "Starting newton at: 0.5088496324269"
[1] "Newton iter: 1, lambda:0.636483730954296, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.643488140334278, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.643508535646035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.643508535818565, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.643508535646035"
[1] "Starting iterative with newton 0.643508535646035"
[1] "Starting newton at: 0.283954371420539"
[1] "Newton iter: 1, lambda:0.361077141535899, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.362812980654441, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.362813853637817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362813853638038, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.362813853637817"
[1] "Starting iterative with newton 0.362813853637817"
[1] "Starting newton at: 0.280103804613137"
[1] "Newton iter: 1, lambda:0.312011939039045, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.312282868791163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312282888277548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312282888277548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312282888277548"
[1] "Starting iterative with newton 0.312282888277548"
[1] "Starting newton at: 0.264583376769413"
[1] "Newton iter: 1, lambda:0.302696076398667, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.303076286303068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303076324043513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303076324043514, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303076324043513"
[1] "Starting iterative with newton 0.303076324043513"
[1] "Starting newton at: 0.264257525603505"
[1] "Newton iter: 1, lambda:0.301041207061224, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.301394232660749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301394265097282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301394265097282, diff to last: 0"
[1] "Final threshold is: 0.00415257448425718"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.39237338203189"
[1] "Starting iterative with newton 2.39237338203189"
[1] "Starting newton at: 0.521968274665789"
[1] "Newton iter: 1, lambda:0.621725007903919, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.625827404918287, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.625834159936314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625834159954605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625834159936314"
[1] "Starting iterative with newton 0.625834159936314"
[1] "Starting newton at: 0.268477615086273"
[1] "Newton iter: 1, lambda:0.352835124567154, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.35484522744702, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354846359742024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354846359742383, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354846359742024"
[1] "Starting iterative with newton 0.354846359742024"
[1] "Starting newton at: 0.269474921611013"
[1] "Newton iter: 1, lambda:0.307108945078784, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.307476756906909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307476791938224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.307476791938224, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.307476791938224"
[1] "Starting iterative with newton 0.307476791938224"
[1] "Starting newton at: 0.276220773588702"
[1] "Newton iter: 1, lambda:0.298892170458228, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.299023547349931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299023551754044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.299023551754044"
[1] "Starting iterative with newton 0.299023551754044"
[1] "Starting newton at: 0.274390181234293"
[1] "Newton iter: 1, lambda:0.297374991077622, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.297509668268858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297509672884774, diff to last: 0"
[1] "Final threshold is: 0.00409905296928697"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27085015430943"
[1] "Starting iterative with newton 1.27085015430943"
[1] "Starting newton at: 0.884699035100278"
[1] "Newton iter: 1, lambda:0.763279362283434, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.770694349887259, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.770723605498575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770723605952674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770723605952674"
[1] "Starting iterative with newton 0.770723605952674"
[1] "Starting newton at: 0.598315820376071"
[1] "Newton iter: 1, lambda:0.647114529871178, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.648269565359449, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.64827020365104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648270203651235, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.64827020365104"
[1] "Starting iterative with newton 0.64827020365104"
[1] "Starting newton at: 0.622467897085583"
[1] "Newton iter: 1, lambda:0.615727639482558, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.615748720221999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615748720428609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615748720221999"
[1] "Starting iterative with newton 0.615748720221999"
[1] "Starting newton at: 0.615969971345934"
[1] "Newton iter: 1, lambda:0.606895169659736, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.606933062689768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606933063352171, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.606933062689768"
[1] "Starting iterative with newton 0.606933062689768"
[1] "Starting newton at: 0.619959051758006"
[1] "Newton iter: 1, lambda:0.604419424924277, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.604530098440415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.604530104079071, diff to last: 0"
[1] "Final threshold is: 0.00832914408951635"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.03925451160909"
[1] "Starting iterative with newton 1.03925451160909"
[1] "Starting newton at: 0.775592005190439"
[1] "Newton iter: 1, lambda:0.846025577503418, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.849096737617503, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.849102415949395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84910241596878, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.849102415949395"
[1] "Starting iterative with newton 0.849102415949395"
[1] "Starting newton at: 0.765378206684628"
[1] "Newton iter: 1, lambda:0.792768933106528, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.793207270391415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.793207381451019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793207381451026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.793207381451019"
[1] "Starting iterative with newton 0.793207381451019"
[1] "Starting newton at: 0.759137778019238"
[1] "Newton iter: 1, lambda:0.775993592705787, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.776156861259783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.776156876478259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776156876478259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.776156861259783"
[1] "Starting iterative with newton 0.776156861259783"
[1] "Starting newton at: 0.762216065109289"
[1] "Newton iter: 1, lambda:0.770854067245488, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.770896644963783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.770896645994783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.770896644963783"
[1] "Starting iterative with newton 0.770896644963783"
[1] "Starting newton at: 0.761695067557593"
[1] "Newton iter: 1, lambda:0.769235771394368, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.769268166449111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.769268167045236, diff to last: 0"
[1] "Final threshold is: 0.0105988856854734"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.08582735600272"
[1] "Starting iterative with newton 1.08582735600272"
[1] "Starting newton at: 0.803095992990749"
[1] "Newton iter: 1, lambda:0.823119538409104, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.823352512466889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.823352543743197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823352543743198, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.823352543743197"
[1] "Starting iterative with newton 0.823352543743197"
[1] "Starting newton at: 0.780529474821712"
[1] "Newton iter: 1, lambda:0.751063549475038, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.751531818223487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.751531937885267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751531937885275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.751531937885275"
[1] "Starting iterative with newton 0.751531937885275"
[1] "Starting newton at: 0.773509787644361"
[1] "Newton iter: 1, lambda:0.729794142196786, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.730803437472822, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.730803984799846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730803984800007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.730803984799846"
[1] "Starting iterative with newton 0.730803984799846"
[1] "Starting newton at: 0.76682255887458"
[1] "Newton iter: 1, lambda:0.723753431286544, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.724729011647792, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.724729520654368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724729520654507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724729520654507"
[1] "Starting iterative with newton 0.724729520654507"
[1] "Starting newton at: 0.76555647939804"
[1] "Newton iter: 1, lambda:0.721941911939518, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.722940836097441, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.722941369033003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.722941369033155, diff to last: 0"
[1] "Final threshold is: 0.00996060054988578"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674481534090522"
[1] "Starting iterative with newton 0.674481534090522"
[1] "Starting newton at: 1.1343860119683"
[1] "Newton iter: 1, lambda:1.00482505593745, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.01647464682678, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01657775299666, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01657776102091, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01657775299666"
[1] "Starting iterative with newton 1.01657775299666"
[1] "Starting newton at: 1.25461408827889"
[1] "Newton iter: 1, lambda:1.13685717661956, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.14726402188476, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14735328174064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14735328826266, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14735328826266"
[1] "Starting iterative with newton 1.14735328826266"
[1] "Starting newton at: 1.29679833707632"
[1] "Newton iter: 1, lambda:1.18473672552395, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.19444486856457, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.19452482636154, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19452483174936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19452483174936"
[1] "Starting iterative with newton 1.19452483174936"
[1] "Starting newton at: 1.29008651317966"
[1] "Newton iter: 1, lambda:1.20553186485059, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.21123656345634, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21126438193124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21126438259009, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21126438259009"
[1] "Starting iterative with newton 1.21126438259009"
[1] "Starting newton at: 1.29160270031215"
[1] "Newton iter: 1, lambda:1.21206568483599, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.21715055049061, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.21717272284338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21717272326343, diff to last: 0"
[1] "Final threshold is: 0.0167700616008132"
threshold is:
[{'ad': 0.00038043406081355707, 'da': 0.00015236741809079325, 'dd': 0.00033712061912330953}, {'ad': 0.0007023088522706881, 'da': 0.0005170578667638251, 'dd': 0.0015241352228412318}, {'ad': 0.0017533917835353965, 'da': 0.0015197505465313526, 'dd': 0.00308658939199871}, {'ad': 0.004152574484257182, 'da': 0.004099052969286973, 'dd': 0.008329144089516355}, {'ad': 0.010598885685473352, 'da': 0.009960600549885778, 'dd': 0.016770061600813204}]
Number of points in noise estimation: 128
Estimated noise: 0.013777881549660028
0.013777881549660028
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.578495727136"
[1] "Starting iterative with newton 38.578495727136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.3611928205702"
[1] "Starting iterative with newton 32.3611928205702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.2139052828505"
[1] "Starting iterative with newton 29.2139052828505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7808431418672"
[1] "Starting iterative with newton 15.7808431418672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1271320134172"
[1] "Starting iterative with newton 15.1271320134172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.19014288410528"
[1] "Starting iterative with newton 9.19014288410528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.65224210798615"
[1] "Starting iterative with newton 5.65224210798615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.79994276495204"
[1] "Starting iterative with newton 5.79994276495204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.01192899262025"
[1] "Starting iterative with newton 3.01192899262025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.34823211191607"
[1] "Starting iterative with newton 2.34823211191607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.39237338203189"
[1] "Starting iterative with newton 2.39237338203189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27085015430943"
[1] "Starting iterative with newton 1.27085015430943"
[1] "Starting newton at: 1.47632286799482"
[1] "Newton iter: 1, lambda:1.34921698728298, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.33492948361376, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.33471996787093, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33471992234599, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33471992234598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33471992234598"
[1] "Starting iterative with newton 1.33471992234598"
[1] "Starting newton at: 1.56264000745207"
[1] "Newton iter: 1, lambda:1.42409138476935, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.41006060464046, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.40988586172467, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40988583425504, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40988583425504, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40988583425504"
[1] "Starting iterative with newton 1.40988583425504"
[1] "Starting newton at: 1.65104083809024"
[1] "Newton iter: 1, lambda:1.49438942274005, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.47984204368858, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.4796790661358, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47967904532521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47967904532521, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4796790661358"
[1] "Starting iterative with newton 1.4796790661358"
[1] "Starting newton at: 1.70572259666645"
[1] "Newton iter: 1, lambda:1.55058966402924, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.5382827271961, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.53817930474708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53817929731857, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53817929731857"
[1] "Starting iterative with newton 1.53817929731857"
[1] "Starting newton at: 1.7630612065002"
[1] "Newton iter: 1, lambda:1.5924574370976, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.57973671781492, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.57963585022835, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57963584376166, diff to last: 0"
[1] "Final threshold is: 0.0217640355469454"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03925451160909"
[1] "Starting iterative with newton 1.03925451160909"
[1] "Starting newton at: 1.20429407846102"
[1] "Newton iter: 1, lambda:1.28253015881183, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.27550781115525, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.27545242749849, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27545242403873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27545242403873"
[1] "Starting iterative with newton 1.27545242403873"
[1] "Starting newton at: 1.45060405965037"
[1] "Newton iter: 1, lambda:1.53027106164856, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.52563297892617, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.52561879364341, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52561879350976, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52561879364341"
[1] "Starting iterative with newton 1.52561879364341"
[1] "Starting newton at: 1.7128556697982"
[1] "Newton iter: 1, lambda:1.71388061442864, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.71388019199894, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71388019199887, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71388019199894"
[1] "Starting iterative with newton 1.71388019199894"
[1] "Starting newton at: 1.90656502057849"
[1] "Newton iter: 1, lambda:1.83332497045428, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.8322844250162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83228413459441, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83228413459439, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83228413459439"
[1] "Starting iterative with newton 1.83228413459439"
[1] "Starting newton at: 2.03109615374047"
[1] "Newton iter: 1, lambda:1.9047485584422, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.90346166168797, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.90346132998859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90346132998857, diff to last: 0"
[1] "Final threshold is: 0.0262256647389411"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08582735600272"
[1] "Starting iterative with newton 1.08582735600272"
[1] "Starting newton at: 1.25305087387561"
[1] "Newton iter: 1, lambda:1.30832015240209, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.30494822310392, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.30493595398089, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30493595381811, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30493595381811"
[1] "Starting iterative with newton 1.30493595381811"
[1] "Starting newton at: 1.48690256338505"
[1] "Newton iter: 1, lambda:1.54140457759697, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.53929553776397, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.53929259851459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53929259850886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53929259850886"
[1] "Starting iterative with newton 1.53929259850886"
[1] "Starting newton at: 1.74144275845337"
[1] "Newton iter: 1, lambda:1.71343624507552, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.71312581959, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71312577866451, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71312577866451, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71312577866451"
[1] "Starting iterative with newton 1.71312577866451"
[1] "Starting newton at: 1.91365989776124"
[1] "Newton iter: 1, lambda:1.8186974627373, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.8167679772987, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81676682949967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81676682949926, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81676682949926"
[1] "Starting iterative with newton 1.81676682949926"
[1] "Starting newton at: 2.03149893075959"
[1] "Newton iter: 1, lambda:1.87995335029228, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.87749512392637, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87749361794638, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87749361794581, diff to last: 0"
[1] "Final threshold is: 0.0258678846783001"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674481534090522"
[1] "Starting iterative with newton 0.674481534090522"
[1] "Starting newton at: 1.52501158207614"
[1] "Newton iter: 1, lambda:1.66365883009359, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.65169580099272, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.65162346133297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65162345862615, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65162345862615"
[1] "Starting iterative with newton 1.65162345862615"
[1] "Starting newton at: 2.18486019199748"
[1] "Newton iter: 1, lambda:2.12214161181153, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.12285968734748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12285975500665, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12285975500665, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.12285975500665"
[1] "Starting iterative with newton 2.12285975500665"
[1] "Starting newton at: 2.27104857862603"
[1] "Newton iter: 1, lambda:2.30574523178408, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.30600659024796, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30600660671985, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30600660671985, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.30600659024796"
[1] "Starting iterative with newton 2.30600659024796"
[1] "Starting newton at: 2.46196384385574"
[1] "Newton iter: 1, lambda:2.38346242681519, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.38540599759003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38540703429908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38540703429938, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38540703429908"
[1] "Starting iterative with newton 2.38540703429908"
[1] "Starting newton at: 2.5277605347329"
[1] "Newton iter: 1, lambda:2.40974655652125, diff to last: 0.118"
[1] "Newton iter: 2, lambda:2.41446320781944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41446952760747, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41446952761892, diff to last: 0"
[1] "Final threshold is: 0.0332662751567971"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.021764035546945427}, {'ad': 0.02622566473894111, 'da': 0.025867884678300077, 'dd': 0.033266275156797094}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546186040957616. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0068230127444873605
0.0068230127444873605
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.9025284573876"
[1] "Starting iterative with newton 77.9025284573876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 65.3477720450931"
[1] "Starting iterative with newton 65.3477720450931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.9923750201558"
[1] "Starting iterative with newton 58.9923750201558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.8666541753246"
[1] "Starting iterative with newton 31.8666541753246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.5465988225398"
[1] "Starting iterative with newton 30.5465988225398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.5578870835257"
[1] "Starting iterative with newton 18.5578870835257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.413714904278"
[1] "Starting iterative with newton 11.413714904278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.7119705624001"
[1] "Starting iterative with newton 11.7119705624001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.08206410428252"
[1] "Starting iterative with newton 6.08206410428252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74184427036689"
[1] "Starting iterative with newton 4.74184427036689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8309798493087"
[1] "Starting iterative with newton 4.8309798493087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.56625973732634"
[1] "Starting iterative with newton 2.56625973732634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09859282066689"
[1] "Starting iterative with newton 2.09859282066689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19263853881458"
[1] "Starting iterative with newton 2.19263853881458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36199755623209"
[1] "Starting iterative with newton 1.36199755623209"
[1] "Starting newton at: 1.58025502629355"
[1] "Newton iter: 1, lambda:1.3814652916825, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.35267213162068, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35185966441376, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35185900161107, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35185900161063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35185900161063"
[1] "Starting iterative with newton 1.35185900161063"
[1] "Starting newton at: 1.56817913734851"
[1] "Newton iter: 1, lambda:1.36975937893349, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.34021220141796, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.33933632474374, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33933553643402, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33933553643339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33933553643339"
[1] "Starting iterative with newton 1.33933553643339"
[1] "Starting newton at: 1.54966582397097"
[1] "Newton iter: 1, lambda:1.35369180121918, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.32358810408948, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3226498389656, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32264890625657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32264890625564, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32264890625657"
[1] "Starting iterative with newton 1.32264890625657"
[1] "Starting newton at: 1.52845165697692"
[1] "Newton iter: 1, lambda:1.33290319220051, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.30137736102295, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.30030504274482, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30030377406756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30030377406578, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30030377406578"
[1] "Starting iterative with newton 1.30030377406578"
[1] "Starting newton at: 1.50416673453363"
[1] "Newton iter: 1, lambda:1.3077078766676, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.27399603489269, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.27270678130999, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27270485432843, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27270485432412, diff to last: 0"
[1] "Final threshold is: 0.0086836814410244"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008683681441024396}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546186040957616. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0068230127444873605
0.0068230127444873605
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374060076125267, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374322672814845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374322672944187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374322672814845"
[1] "Starting iterative with newton 0.0374322672814845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129613881088462, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129642730623704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129642730625134, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0129642730625134"
[1] "Starting iterative with newton 0.0129642730625134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125767955792456, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125794798681956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125794798683179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0125794798681956"
[1] "Starting iterative with newton 0.0125794798681956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125707887095023, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125734699250158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125734699251377, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0125734699250158"
[1] "Starting iterative with newton 0.0125734699250158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125706949007226, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125733760682533, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125733760683752, diff to last: 0"
[1] "Final threshold is: 8.57883051557566e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136283129205079, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136301033939051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.013630103393936, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0136301033939051"
[1] "Starting iterative with newton 0.0136301033939051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00595848810334359, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00595875009410088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00595875009410139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00595875009410088"
[1] "Starting iterative with newton 0.00595875009410088"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00590302828985626, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00590328495592259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00590328495592307, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00590328495592259"
[1] "Starting iterative with newton 0.00590328495592259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00590262792703278, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00590288455482386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00590288455482435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00590288455482386"
[1] "Starting iterative with newton 0.00590288455482386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00590262503685878, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00590288166437357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00590288166437405, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.02754368252216e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253298861540425, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253391900504383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253391900516935, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0253391900516935"
[1] "Starting iterative with newton 0.0253391900516935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206150593756196, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206210330832567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206210330837582, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0206210330832567"
[1] "Starting iterative with newton 0.0206210330832567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205604826866536, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205664309150952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.020566430915593, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0205664309150952"
[1] "Starting iterative with newton 0.0205664309150952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205598493838019, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205657973163574, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205657973168551, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0205657973168551"
[1] "Starting iterative with newton 0.0205657973168551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02055984203479, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205657899639118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205657899644095, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000140320647027617"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0890027738626934, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.089446794642411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0894468056709632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894468056709632, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0894468056709632"
[1] "Starting iterative with newton 0.0894468056709632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028820275208875, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288389623266972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028838962334554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0288389623266972"
[1] "Starting iterative with newton 0.0288389623266972"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280139084203585, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280311813042118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280311813107787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0280311813042118"
[1] "Starting iterative with newton 0.0280311813042118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280028984264049, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028020152894359, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02802015290091, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028020152894359"
[1] "Starting iterative with newton 0.028020152894359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280027480555828, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280200022721813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280200022787321, diff to last: 0"
[1] "Final threshold is: 0.000191180832648354"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0820065795618143, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823931021619039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0823931107359899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0823931107359899"
[1] "Starting iterative with newton 0.0823931107359899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145603425786675, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145638812571279, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145638812573369, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0145638812573369"
[1] "Starting iterative with newton 0.0145638812573369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136332770674238, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136362732561614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0136362732563061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0136362732561614"
[1] "Starting iterative with newton 0.0136362732561614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.013620749670126, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136237388984751, diff to last: 0"
[1] "Newton iter: 3, lambda:0.013623738898619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0136237388984751"
[1] "Starting iterative with newton 0.0136237388984751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136205804221913, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136235695565705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0136235695567145, diff to last: 0"
[1] "Final threshold is: 9.29537887098909e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.253846695316526"
[1] "Newton iter: 1, lambda:0.178192947280139, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.178795283506289, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.17879532199404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17879532199404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.17879532199404"
[1] "Starting iterative with newton 0.17879532199404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566106571881197, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567883591538642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567883609048728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0567883591538642"
[1] "Starting iterative with newton 0.0567883591538642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0519384034782771, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0520797402344322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0520797412811558, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0520797402344322"
[1] "Starting iterative with newton 0.0520797402344322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517608988294424, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519009543432127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519009553687277, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0519009543432127"
[1] "Starting iterative with newton 0.0519009543432127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517541632625553, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.051894170300911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0518941713256282, diff to last: 0"
[1] "Final threshold is: 0.000354074585327713"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.397839490498541"
[1] "Newton iter: 1, lambda:0.209300033057416, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.213907387603103, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.213910200695175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213910200696223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213910200695175"
[1] "Starting iterative with newton 0.213910200695175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0697855496182226, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0701008436833878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070100850116986, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0701008436833878"
[1] "Starting iterative with newton 0.0701008436833878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0626562033519831, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0628985468880075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0628985505127304, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0628985468880075"
[1] "Starting iterative with newton 0.0628985468880075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0622974197557429, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0625363990014968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625364025175243, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0625363990014968"
[1] "Starting iterative with newton 0.0625363990014968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0622793769351503, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0625181877481414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625181912587745, diff to last: 0"
[1] "Final threshold is: 0.000426562415720916"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.383468323724424"
[1] "Newton iter: 1, lambda:0.19103462012886, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.195549772838114, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195552310783308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19555231078411, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195552310783308"
[1] "Starting iterative with newton 0.195552310783308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0578462589407385, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.058031716141234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0580317180471806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.058031716141234"
[1] "Starting iterative with newton 0.058031716141234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520503959846203, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0521930359734187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0521930370445647, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0521930370445647"
[1] "Starting iterative with newton 0.0521930370445647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0518052446665685, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519462227046917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519462237486459, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0519462227046917"
[1] "Starting iterative with newton 0.0519462227046917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517948839149821, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519357919747158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519357930175334, diff to last: 0"
[1] "Final threshold is: 0.00035435857053853"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.341192994937695"
[1] "Newton iter: 1, lambda:0.368652254096247, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.368825856331442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.368825863238297, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.368825863238297"
[1] "Starting iterative with newton 0.368825863238297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127485878765891, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12923936365328, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129239694954465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129239694954477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.129239694954465"
[1] "Starting iterative with newton 0.129239694954465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110768472637458, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111994042645861, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111994192571338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111994192571341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111994192571338"
[1] "Starting iterative with newton 0.111994192571338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109539384208826, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110731087771416, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110731228724026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110731228724028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110731228724026"
[1] "Starting iterative with newton 0.110731228724026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109449245075089, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110638489877186, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110638630190335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110638630190337, diff to last: 0"
[1] "Final threshold is: 0.000754888783821277"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.665359832838334"
[1] "Newton iter: 1, lambda:0.481707398515199, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.491281055861768, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.491308536958316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.491308537184225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.491308536958316"
[1] "Starting iterative with newton 0.491308536958316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172382100757457, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176727280230952, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176730033874184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17673003387529, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17673003387529"
[1] "Starting iterative with newton 0.17673003387529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143681236685287, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146410318805349, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146411302224538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146411302224666, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146411302224666"
[1] "Starting iterative with newton 0.146411302224666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140848018103036, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.14344366459926, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14344454519049, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143444545190591, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.14344454519049"
[1] "Starting iterative with newton 0.14344454519049"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140570127284278, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143152921905227, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143153792924098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143153792924197, diff to last: 0"
[1] "Final threshold is: 0.000976740153543499"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.629049857091387"
[1] "Newton iter: 1, lambda:0.473121016154212, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.479843215387888, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.479856284259595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479856284308911, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.479856284259595"
[1] "Starting iterative with newton 0.479856284259595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169935644885289, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.174130270899926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174132820187838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174132820188779, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174132820187838"
[1] "Starting iterative with newton 0.174132820187838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142009786119144, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.14466216364397, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144663087893789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144663087893902, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.144663087893902"
[1] "Starting iterative with newton 0.144663087893902"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139272403232297, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141797572912292, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141798402211434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141798402211523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.141798402211523"
[1] "Starting iterative with newton 0.141798402211523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139005802148651, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141518799793163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141519620304879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141519620304966, diff to last: 0"
[1] "Final threshold is: 0.000965590172935797"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.56625973732634"
[1] "Starting iterative with newton 2.56625973732634"
[1] "Starting newton at: 0.523427518860777"
[1] "Newton iter: 1, lambda:0.613601895660982, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.616848898248028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.616853005324066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61685300533063, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.61685300533063"
[1] "Starting iterative with newton 0.61685300533063"
[1] "Starting newton at: 0.262215956784885"
[1] "Newton iter: 1, lambda:0.33516533646254, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.33658770780597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.336588245027824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3365882450279, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3365882450279"
[1] "Starting iterative with newton 0.3365882450279"
[1] "Starting newton at: 0.276224732285837"
[1] "Newton iter: 1, lambda:0.289699629541993, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.289744168018195, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28974416850428, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.28974416850428"
[1] "Starting iterative with newton 0.28974416850428"
[1] "Starting newton at: 0.27841692194418"
[1] "Newton iter: 1, lambda:0.281708643485571, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.281711261670679, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281711261672335, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.281711261670679"
[1] "Starting iterative with newton 0.281711261670679"
[1] "Starting newton at: 0.276673042217125"
[1] "Newton iter: 1, lambda:0.28032492389559, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.280328138475654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280328138478144, diff to last: 0"
[1] "Final threshold is: 0.0019126824614578"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.09859282066689"
[1] "Starting iterative with newton 2.09859282066689"
[1] "Starting newton at: 0.511252233868832"
[1] "Newton iter: 1, lambda:0.649913086548604, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.658502957700259, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.658534758003224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658534758437838, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.658534758003224"
[1] "Starting iterative with newton 0.658534758003224"
[1] "Starting newton at: 0.272648128379863"
[1] "Newton iter: 1, lambda:0.400308832387615, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.405576633308156, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.405585485375727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.405585485400705, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.405585485375727"
[1] "Starting iterative with newton 0.405585485375727"
[1] "Starting newton at: 0.256540681047679"
[1] "Newton iter: 1, lambda:0.352812726065651, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.355582269519267, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.355584543251339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.355584543252871, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.355584543251339"
[1] "Starting iterative with newton 0.355584543251339"
[1] "Starting newton at: 0.259611993713345"
[1] "Newton iter: 1, lambda:0.343445713558667, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.345511021415146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.345512266412061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345512266412513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345512266412061"
[1] "Starting iterative with newton 0.345512266412061"
[1] "Starting newton at: 0.259801146066372"
[1] "Newton iter: 1, lambda:0.341518431345217, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.34347416248519, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.34347527536147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343475275361831, diff to last: 0"
[1] "Final threshold is: 0.00234353618120762"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.19263853881458"
[1] "Starting iterative with newton 2.19263853881458"
[1] "Starting newton at: 0.798887719362041"
[1] "Newton iter: 1, lambda:0.638568828201383, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.648634684268679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.648676962464567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.64867696320796, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648676962464567"
[1] "Starting iterative with newton 0.648676962464567"
[1] "Starting newton at: 0.264914709665518"
[1] "Newton iter: 1, lambda:0.383988743230724, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.388400441446599, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.388406426364219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388406426375227, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.388406426364219"
[1] "Starting iterative with newton 0.388406426364219"
[1] "Starting newton at: 0.276224241908884"
[1] "Newton iter: 1, lambda:0.33695689331043, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.338013528367881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.338013846555568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338013846555597, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.338013846555568"
[1] "Starting iterative with newton 0.338013846555568"
[1] "Starting newton at: 0.281739172075927"
[1] "Newton iter: 1, lambda:0.327486207942995, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.328075547752715, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328075645189291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328075645189294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.328075645189291"
[1] "Starting iterative with newton 0.328075645189291"
[1] "Starting newton at: 0.282669523725098"
[1] "Newton iter: 1, lambda:0.325592055006303, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.326109104561841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326109179324956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326109179324958, diff to last: 0"
[1] "Final threshold is: 0.00222504708662849"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36199755623209"
[1] "Starting iterative with newton 1.36199755623209"
[1] "Starting newton at: 0.638585017254029"
[1] "Newton iter: 1, lambda:0.750211672756111, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.756875081506798, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.756897992316305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.756897992586455, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.756897992316305"
[1] "Starting iterative with newton 0.756897992316305"
[1] "Starting newton at: 0.616071363298617"
[1] "Newton iter: 1, lambda:0.612032465828891, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.612039918553805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612039918579211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.612039918579211"
[1] "Starting iterative with newton 0.612039918579211"
[1] "Starting newton at: 0.624553663248353"
[1] "Newton iter: 1, lambda:0.572115950131708, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.57331467601755, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.57331531186583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573315311866008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57331531186583"
[1] "Starting iterative with newton 0.57331531186583"
[1] "Starting newton at: 0.626179428149599"
[1] "Newton iter: 1, lambda:0.560853045711988, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.562689856508246, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.562691335715175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562691335716134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.562691335716134"
[1] "Starting iterative with newton 0.562691335716134"
[1] "Starting newton at: 0.626838529554198"
[1] "Newton iter: 1, lambda:0.557705024254681, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.559754769370326, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.559756606697044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55975660669852, diff to last: 0"
[1] "Final threshold is: 0.003819226461315"
threshold is:
[{'ad': 8.578830515575663e-05, 'da': 4.0275436825221635e-05, 'dd': 0.00014032064702761656}, {'ad': 0.00019118083264835418, 'da': 9.295378870989086e-05, 'dd': 0.000354074585327713}, {'ad': 0.0004265624157209164, 'da': 0.00035435857053853047, 'dd': 0.0007548887838212768}, {'ad': 0.000976740153543499, 'da': 0.0009655901729357972, 'dd': 0.0019126824614578042}, {'ad': 0.0023435361812076186, 'da': 0.0022250470866284904, 'dd': 0.0038192264613149994}]
Number of points in noise estimation: 128
Estimated noise: 0.013777881549660028
0.013777881549660028
threshold is:
[{'ad': 0.0066702979214916525, 'da': 0.008383843373499011, 'dd': 0.0026577391527312227}, {'ad': 0.0011639553298237182, 'da': 0.000976327557642505, 'dd': 0.0011460658525488596}, {'ad': 0.0014838488895977386, 'da': 0.0014094689279347625, 'dd': 0.004421131853886772}, {'ad': 0.003205817348728157, 'da': 0.0031482415681343716, 'dd': 0.008349192785690117}, {'ad': 0.0093159501104369, 'da': 0.008981637319714467, 'dd': 0.013695998628749687}]
['stjerten256', 0.05, 3, 0.00039901377761653614, 0.00029564230722776595, 0.0003147117917095684, 0.0007116334296281607, 0.00028741845194798566, 0.00039055697163425425, 0.00035902467532019744, 0.00039753840310126386, 33.99012108224202, 35.2923341709443, 35.02086984514624, 31.47743658730283, 35.41485354079477, 34.08315605418774, 34.44875701875353, 34.00620911160058]
stjerten256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.0137499031244344
0.0137499031244344
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.084560769990347, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.084972523608138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0849725333509055, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.084972523608138"
[1] "Starting iterative with newton 0.084972523608138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0245867602848543, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246046472472709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246046472567376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0246046472472709"
[1] "Starting iterative with newton 0.0246046472472709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0230022776014205, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230175106572172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230175106638978, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0230175106572172"
[1] "Starting iterative with newton 0.0230175106572172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.022961160678283, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0229763279396582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0229763279462763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0229763279396582"
[1] "Starting iterative with newton 0.0229763279396582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0229600941706732, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0229752597275107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0229752597341271, diff to last: 0"
[1] "Final threshold is: 0.000315907595511991"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047177798802723, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472606712368523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472606714924847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0472606712368523"
[1] "Starting iterative with newton 0.0472606712368523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124744666941853, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124761404602842, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124761404603143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124761404603143"
[1] "Starting iterative with newton 0.0124761404603143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0121925751425542, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121941522702356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012194152270262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0121941522702356"
[1] "Starting iterative with newton 0.0121941522702356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0121902737909418, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121918501512999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121918501513262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0121918501512999"
[1] "Starting iterative with newton 0.0121918501512999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012190255001936, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121918313560308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121918313560571, diff to last: 0"
[1] "Final threshold is: 0.000167636500054865"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106672172954427, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107342412262192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107342438596638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107342438596639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107342438596638"
[1] "Starting iterative with newton 0.107342438596638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262541609472109, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262780113788971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262780113985822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0262780113985822"
[1] "Starting iterative with newton 0.0262780113985822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239279734251606, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239467602913882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0239467603029706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0239467602913882"
[1] "Starting iterative with newton 0.0239467602913882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023862761679796, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238814168484134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023881416859816, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0238814168484134"
[1] "Starting iterative with newton 0.0238814168484134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0238609352219102, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238795867098642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238795867212618, diff to last: 0"
[1] "Final threshold is: 0.00032834200406888"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.258613752663102"
[1] "Newton iter: 1, lambda:0.156364549172914, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.157391283350996, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.157391387671932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157391387671933, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.157391387671932"
[1] "Starting iterative with newton 0.157391387671932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0552223185796536, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553912008186071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553912023976735, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0553912008186071"
[1] "Starting iterative with newton 0.0553912008186071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0507062244309338, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0508434498194609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0508434508243397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0508434498194609"
[1] "Starting iterative with newton 0.0508434498194609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0505058753980454, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0506417819495291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0506417829334777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0506417819495291"
[1] "Starting iterative with newton 0.0506417819495291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504969933660599, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0506328416174637, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0506328426004926, diff to last: 0"
[1] "Final threshold is: 0.000696196667154957"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161098082041455, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.163733799465803, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.163734499901112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163734499901161, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163734499901112"
[1] "Starting iterative with newton 0.163734499901112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0409655756691287, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.041041416636615, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0410414168965874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.041041416636615"
[1] "Starting iterative with newton 0.041041416636615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363767428354305, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364330539890166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364330541239726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0364330539890166"
[1] "Starting iterative with newton 0.0364330539890166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362075670288934, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362632251642337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362632252957695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0362632251642337"
[1] "Starting iterative with newton 0.0362632251642337"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362013374538623, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362569716311626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362569717625738, diff to last: 0"
[1] "Final threshold is: 0.000498529847513852"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.425651097304654"
[1] "Newton iter: 1, lambda:0.273216981140264, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.276899470101499, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.27690167692279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.276901676923582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.27690167692279"
[1] "Starting iterative with newton 0.27690167692279"
[1] "Starting newton at: 0.241174322868816"
[1] "Newton iter: 1, lambda:0.119367918672727, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.120784964230012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120785156938389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120785156938392, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120785156938389"
[1] "Starting iterative with newton 0.120785156938389"
[1] "Starting newton at: 0.204320018765481"
[1] "Newton iter: 1, lambda:0.110301998741426, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.111113598322808, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111113658978728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111113658978729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111113658978728"
[1] "Starting iterative with newton 0.111113658978728"
[1] "Starting newton at: 0.197582806747826"
[1] "Newton iter: 1, lambda:0.109790592537554, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.110496633297283, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11049667908294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11049667908294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11049667908294"
[1] "Starting iterative with newton 0.11049667908294"
[1] "Starting newton at: 0.198199786643614"
[1] "Newton iter: 1, lambda:0.109740516058363, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.110457192356828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110457239524529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110457239524529, diff to last: 0"
[1] "Final threshold is: 0.00151877634285472"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.260230749775235"
[1] "Newton iter: 1, lambda:0.399931011655544, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.404821394650599, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.404827255457669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404827255466078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.404827255457669"
[1] "Starting iterative with newton 0.404827255457669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149087888133822, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151902533820333, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151903535178807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151903535178934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.151903535178807"
[1] "Starting iterative with newton 0.151903535178807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128485092661329, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130414280995725, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130414715490623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130414715490645, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130414715490623"
[1] "Starting iterative with newton 0.130414715490623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126693086852781, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128555615578742, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128556017736415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128556017736434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128556017736415"
[1] "Starting iterative with newton 0.128556017736415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126537790380592, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128394615337444, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128395014792537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128395014792555, diff to last: 0"
[1] "Final threshold is: 0.00176541901505796"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.249296041455273"
[1] "Newton iter: 1, lambda:0.379014988419402, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.382978157837755, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.382981786366609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382981786369648, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.382981786366609"
[1] "Starting iterative with newton 0.382981786366609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131058058042595, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133000949460526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133001376185125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133001376185145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.133001376185145"
[1] "Starting iterative with newton 0.133001376185145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112857448015681, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114175305857216, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114175485508364, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114175485508367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.114175485508367"
[1] "Starting iterative with newton 0.114175485508367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111462197585535, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11273898015401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112739147644282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112739147644285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.112739147644282"
[1] "Starting iterative with newton 0.112739147644282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111355591381146, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11262927263658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112629439228088, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112629439228091, diff to last: 0"
[1] "Final threshold is: 0.00154864387834562"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.06099969636002"
[1] "Starting iterative with newton 3.06099969636002"
[1] "Starting newton at: 0.523236607400646"
[1] "Newton iter: 1, lambda:0.590146793434137, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.591824904728473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.591825940848432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591825940848826, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591825940848432"
[1] "Starting iterative with newton 0.591825940848432"
[1] "Starting newton at: 0.290466791881532"
[1] "Newton iter: 1, lambda:0.274248675046911, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.274307289839215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.274307290605781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.274307289839215"
[1] "Starting iterative with newton 0.274307289839215"
[1] "Starting newton at: 0.376155381965612"
[1] "Newton iter: 1, lambda:0.224099322172966, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.228718198009153, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.228722503816917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228722503820658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228722503816917"
[1] "Starting iterative with newton 0.228722503816917"
[1] "Starting newton at: 0.392686490486369"
[1] "Newton iter: 1, lambda:0.215996319821826, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.222128254553268, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.222135726701247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222135726712339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222135726712339"
[1] "Starting iterative with newton 0.222135726712339"
[1] "Starting newton at: 0.397299534298102"
[1] "Newton iter: 1, lambda:0.214639747358293, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.221175526556889, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.221183996166791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22118399618101, diff to last: 0"
[1] "Final threshold is: 0.00304125851996864"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32963622600864"
[1] "Starting iterative with newton 2.32963622600864"
[1] "Starting newton at: 0.803498168016242"
[1] "Newton iter: 1, lambda:0.633339009533406, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.644625151694823, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.644678226670395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.644678227839924, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.644678226670395"
[1] "Starting iterative with newton 0.644678226670395"
[1] "Starting newton at: 0.283927341143508"
[1] "Newton iter: 1, lambda:0.361200959650904, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.362964280612346, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.36296519202863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362965192028873, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36296519202863"
[1] "Starting iterative with newton 0.36296519202863"
[1] "Starting newton at: 0.31494551994681"
[1] "Newton iter: 1, lambda:0.310376906530578, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.310382504030658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310382504039064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.310382504030658"
[1] "Starting iterative with newton 0.310382504030658"
[1] "Starting newton at: 0.311988244650683"
[1] "Newton iter: 1, lambda:0.300480810847989, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.300515677149718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300515677470085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.300515677149718"
[1] "Starting iterative with newton 0.300515677149718"
[1] "Starting newton at: 0.308136505478059"
[1] "Newton iter: 1, lambda:0.298638855029733, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.298662529433316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298662529580519, diff to last: 0"
[1] "Final threshold is: 0.00410658084660663"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.31930142276898"
[1] "Starting iterative with newton 2.31930142276898"
[1] "Starting newton at: 0.554949144466353"
[1] "Newton iter: 1, lambda:0.624928511907706, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.626938400212385, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.62694002528415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626940025285211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.62694002528415"
[1] "Starting iterative with newton 0.62694002528415"
[1] "Starting newton at: 0.264784117248403"
[1] "Newton iter: 1, lambda:0.362042838228537, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.364787010807004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.364789174510598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364789174511942, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.364789174510598"
[1] "Starting iterative with newton 0.364789174510598"
[1] "Starting newton at: 0.254564017461505"
[1] "Newton iter: 1, lambda:0.316201962613893, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.317221404827422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.317221682327438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.317221682327459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317221682327438"
[1] "Starting iterative with newton 0.317221682327438"
[1] "Starting newton at: 0.27354348757795"
[1] "Newton iter: 1, lambda:0.308084887734637, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.30839980486944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308399830972938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308399830972939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.308399830972938"
[1] "Starting iterative with newton 0.308399830972938"
[1] "Starting newton at: 0.278150313269553"
[1] "Newton iter: 1, lambda:0.306545156152543, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.306757292446814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306757304259966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306757304259966, diff to last: 0"
[1] "Final threshold is: 0.00421788321628718"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.25698898101294"
[1] "Starting iterative with newton 1.25698898101294"
[1] "Starting newton at: 0.893995459296167"
[1] "Newton iter: 1, lambda:0.76302849433942, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.77163479643683, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.771674353369457, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771674354202281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771674353369457"
[1] "Starting iterative with newton 0.771674353369457"
[1] "Starting newton at: 0.605524776653679"
[1] "Newton iter: 1, lambda:0.649577946226451, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.650525952146734, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.650526385675239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65052638567533, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.65052638567533"
[1] "Starting iterative with newton 0.65052638567533"
[1] "Starting newton at: 0.583921540840089"
[1] "Newton iter: 1, lambda:0.617373638100174, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.617902960638435, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.617903091985617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617903091985626, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.617903091985617"
[1] "Starting iterative with newton 0.617903091985617"
[1] "Starting newton at: 0.575223443741087"
[1] "Newton iter: 1, lambda:0.60841676721234, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.608933657847675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608933782104851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608933782104858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.608933782104851"
[1] "Starting iterative with newton 0.608933782104851"
[1] "Starting newton at: 0.576690360086217"
[1] "Newton iter: 1, lambda:0.606050359379967, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.606453451857316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606453527255443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606453527255445, diff to last: 0"
[1] "Final threshold is: 0.00833867724923387"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.02242204591125"
[1] "Starting iterative with newton 1.02242204591125"
[1] "Starting newton at: 0.787703980742278"
[1] "Newton iter: 1, lambda:0.849035106542654, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.851382150501041, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.851385503830894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.851385503837732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.851385503830894"
[1] "Starting iterative with newton 0.851385503830894"
[1] "Starting newton at: 0.778842731531008"
[1] "Newton iter: 1, lambda:0.799675923540327, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.7999323685889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.799932407124551, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799932407124552, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.799932407124551"
[1] "Starting iterative with newton 0.799932407124551"
[1] "Starting newton at: 0.776848875796941"
[1] "Newton iter: 1, lambda:0.783963680587111, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.783993076158449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.783993076658819, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.783993076158449"
[1] "Starting iterative with newton 0.783993076158449"
[1] "Starting newton at: 0.77554692139897"
[1] "Newton iter: 1, lambda:0.779003032192487, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.779009932812978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.77900993284045, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.779009932812978"
[1] "Starting iterative with newton 0.779009932812978"
[1] "Starting newton at: 0.775700942695984"
[1] "Newton iter: 1, lambda:0.777445790759541, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.77744754636943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.777447546371206, diff to last: 0"
[1] "Final threshold is: 0.0106898284469089"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.08630762708017"
[1] "Starting iterative with newton 1.08630762708017"
[1] "Starting newton at: 0.818116446531787"
[1] "Newton iter: 1, lambda:0.818878247090181, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.818878579601204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.818878579601268, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.818878579601204"
[1] "Starting iterative with newton 0.818878579601204"
[1] "Starting newton at: 0.798913180182119"
[1] "Newton iter: 1, lambda:0.744171272831542, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.745760890718526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.745762261733021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74576226173404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.745762261733021"
[1] "Starting iterative with newton 0.745762261733021"
[1] "Starting newton at: 0.800583174294789"
[1] "Newton iter: 1, lambda:0.721471724575406, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.724708728018135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.724714326499216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724714326515943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.724714326515943"
[1] "Starting iterative with newton 0.724714326515943"
[1] "Starting newton at: 0.799879473329295"
[1] "Newton iter: 1, lambda:0.714843276999388, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.718557765271081, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.718565103965073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.718565103993681, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.718565103993681"
[1] "Starting iterative with newton 0.718565103993681"
[1] "Starting newton at: 0.800258601606476"
[1] "Newton iter: 1, lambda:0.712835807463471, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.716752770690179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.716760920588004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.716760920623238, diff to last: 0"
[1] "Final threshold is: 0.00985539322146548"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674446308356654"
[1] "Starting iterative with newton 0.674446308356654"
[1] "Starting newton at: 1.13387994044303"
[1] "Newton iter: 1, lambda:1.00179517172429, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.01381620347999, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01392542420942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0139254331653, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01392542420942"
[1] "Starting iterative with newton 1.01392542420942"
[1] "Starting newton at: 1.22458811702328"
[1] "Newton iter: 1, lambda:1.13705173140152, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.14288848123605, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.14291621876989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14291621939391, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14291621876989"
[1] "Starting iterative with newton 1.14291621876989"
[1] "Starting newton at: 1.2678060345807"
[1] "Newton iter: 1, lambda:1.18310317923658, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.18871866288184, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.18874506191132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1887450624925, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18874506191132"
[1] "Starting iterative with newton 1.18874506191132"
[1] "Starting newton at: 1.28706910001124"
[1] "Newton iter: 1, lambda:1.19850152325761, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.2046755556395, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.20470779318568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20470779406082, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20470779318568"
[1] "Starting iterative with newton 1.20470779318568"
[1] "Starting newton at: 1.29226618248849"
[1] "Newton iter: 1, lambda:1.20405575489792, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.21020030065298, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21023233855752, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21023233942475, diff to last: 0"
[1] "Final threshold is: 0.0166405774132236"
threshold is:
[{'ad': 0.0003159075955119908, 'da': 0.00016763650005486463, 'dd': 0.0003283420040688803}, {'ad': 0.0006961966671549566, 'da': 0.0004985298475138519, 'dd': 0.0015187763428547239}, {'ad': 0.0017654190150579571, 'da': 0.0015486438783456238, 'dd': 0.0030412585199686413}, {'ad': 0.004106580846606633, 'da': 0.004217883216287176, 'dd': 0.008338677249233872}, {'ad': 0.010689828446908878, 'da': 0.009855393221465477, 'dd': 0.016640577413223567}]
Number of points in noise estimation: 128
Estimated noise: 0.0137499031244344
0.0137499031244344
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.3253244425283"
[1] "Starting iterative with newton 38.3253244425283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5741094372588"
[1] "Starting iterative with newton 32.5741094372588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.7678839502428"
[1] "Starting iterative with newton 29.7678839502428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.794896427072"
[1] "Starting iterative with newton 15.794896427072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.9259454372686"
[1] "Starting iterative with newton 14.9259454372686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17338488266236"
[1] "Starting iterative with newton 9.17338488266236"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.4805531412323"
[1] "Starting iterative with newton 5.4805531412323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.96709084165669"
[1] "Starting iterative with newton 5.96709084165669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.06099969636002"
[1] "Starting iterative with newton 3.06099969636002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32963622600864"
[1] "Starting iterative with newton 2.32963622600864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31930142276898"
[1] "Starting iterative with newton 2.31930142276898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.25698898101294"
[1] "Starting iterative with newton 1.25698898101294"
[1] "Starting newton at: 1.49184125966196"
[1] "Newton iter: 1, lambda:1.33933641366117, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.31933270548669, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.31891463461834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31891444929399, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31891444929395, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31891444929395"
[1] "Starting iterative with newton 1.31891444929395"
[1] "Starting newton at: 1.53273660281365"
[1] "Newton iter: 1, lambda:1.38402050855224, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.3668109899494, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.36652818532328, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36652810779887, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36652810779886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36652810779887"
[1] "Starting iterative with newton 1.36652810779887"
[1] "Starting newton at: 1.58296275644034"
[1] "Newton iter: 1, lambda:1.43243107268067, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.41682335046256, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.41661244037908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4166124012444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4166124012444, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4166124012444"
[1] "Starting iterative with newton 1.4166124012444"
[1] "Starting newton at: 1.63523033264148"
[1] "Newton iter: 1, lambda:1.47397840985476, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.45821771277349, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.4580201555798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45802012396506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45802012396506, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.45802012396506"
[1] "Starting iterative with newton 1.45802012396506"
[1] "Starting newton at: 1.67053665439324"
[1] "Newton iter: 1, lambda:1.50806470800805, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.493509430507, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.49335273458102, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49335271607846, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49335271607846, diff to last: 0"
[1] "Final threshold is: 0.0205334551766898"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02242204591125"
[1] "Starting iterative with newton 1.02242204591125"
[1] "Starting newton at: 1.19957136303551"
[1] "Newton iter: 1, lambda:1.27109442817803, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.26511492833661, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26507388497868, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26507388303834, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26507388303834"
[1] "Starting iterative with newton 1.26507388303834"
[1] "Starting newton at: 1.43529120203296"
[1] "Newton iter: 1, lambda:1.50580102087826, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.50201548954296, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.50200546883651, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50200546876591, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50200546876591"
[1] "Starting iterative with newton 1.50200546876591"
[1] "Starting newton at: 1.684811063898"
[1] "Newton iter: 1, lambda:1.69514126620252, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.69509466262992, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69509466170511, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69509466170511"
[1] "Starting iterative with newton 1.69509466170511"
[1] "Starting newton at: 1.87941992898353"
[1] "Newton iter: 1, lambda:1.81923752568961, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.81843331536179, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81843313177014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81843313177013, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81843313177014"
[1] "Starting iterative with newton 1.81843313177014"
[1] "Starting newton at: 2.00920427643343"
[1] "Newton iter: 1, lambda:1.89443209650459, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.89311871371068, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8931183507545, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89311835075448, diff to last: 0"
[1] "Final threshold is: 0.0260301939259631"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08630762708017"
[1] "Starting iterative with newton 1.08630762708017"
[1] "Starting newton at: 1.27903630153678"
[1] "Newton iter: 1, lambda:1.29935213063489, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.29889790715217, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29889768256766, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29889768256761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29889768256761"
[1] "Starting iterative with newton 1.29889768256761"
[1] "Starting newton at: 1.47809029770393"
[1] "Newton iter: 1, lambda:1.50737879626084, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.5067469378387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.5067466545372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50674665453714, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50674665453714"
[1] "Starting iterative with newton 1.50674665453714"
[1] "Starting newton at: 1.70080428900757"
[1] "Newton iter: 1, lambda:1.67672325480018, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.6764660364972, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67646600549587, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67646600549586, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67646600549586"
[1] "Starting iterative with newton 1.67646600549586"
[1] "Starting newton at: 1.87450464379284"
[1] "Newton iter: 1, lambda:1.79044106321268, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.78865700416765, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.78865593071524, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78865593071485, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78865593071524"
[1] "Starting iterative with newton 1.78865593071524"
[1] "Starting newton at: 2.00195832734913"
[1] "Newton iter: 1, lambda:1.86104917926365, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.85841230105582, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.8584104452378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85841044523687, diff to last: 0"
[1] "Final threshold is: 0.0255529635874567"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674446308356654"
[1] "Starting iterative with newton 0.674446308356654"
[1] "Starting newton at: 1.53676014520604"
[1] "Newton iter: 1, lambda:1.65451612785282, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.64601577740467, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.64597882902077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64597882831129, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.64597882831129"
[1] "Starting iterative with newton 1.64597882831129"
[1] "Starting newton at: 2.15639818283177"
[1] "Newton iter: 1, lambda:2.13227642645096, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.13236783763427, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13236783878064, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13236783878064"
[1] "Starting iterative with newton 2.13236783878064"
[1] "Starting newton at: 2.30688063793676"
[1] "Newton iter: 1, lambda:2.328226532181, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.32833332429741, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32833332712905, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32833332712905"
[1] "Starting iterative with newton 2.32833332712905"
[1] "Starting newton at: 2.49491863364056"
[1] "Newton iter: 1, lambda:2.3939511540627, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.3972484238581, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39725140284197, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39725140284442, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39725140284197"
[1] "Starting iterative with newton 2.39725140284197"
[1] "Starting newton at: 2.56234370195763"
[1] "Newton iter: 1, lambda:2.41813578489738, diff to last: 0.144"
[1] "Newton iter: 2, lambda:2.42529630592353, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.42531077015522, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42531077021503, diff to last: 0"
[1] "Final threshold is: 0.0333477881362816"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.020533455176689818}, {'ad': 0.026030193925963074, 'da': 0.025552963587456706, 'dd': 0.03334778813628163}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549794639046168. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00671532506289718
0.00671532506289718
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.4726715924503"
[1] "Starting iterative with newton 78.4726715924503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.6968233007325"
[1] "Starting iterative with newton 66.6968233007325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.9509616737241"
[1] "Starting iterative with newton 60.9509616737241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.3406973897132"
[1] "Starting iterative with newton 32.3406973897132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.5614846460604"
[1] "Starting iterative with newton 30.5614846460604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.782881286962"
[1] "Starting iterative with newton 18.782881286962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2216570388549"
[1] "Starting iterative with newton 11.2216570388549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2178629089448"
[1] "Starting iterative with newton 12.2178629089448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.26752225613264"
[1] "Starting iterative with newton 6.26752225613264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.77002559411058"
[1] "Starting iterative with newton 4.77002559411058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74886466116624"
[1] "Starting iterative with newton 4.74886466116624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57373642460024"
[1] "Starting iterative with newton 2.57373642460024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09345101717245"
[1] "Starting iterative with newton 2.09345101717245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22425936135436"
[1] "Starting iterative with newton 2.22425936135436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38095644152415"
[1] "Starting iterative with newton 1.38095644152415"
[1] "Starting newton at: 1.61026342757705"
[1] "Newton iter: 1, lambda:1.39474880794683, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.36232694483139, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.36130699005056, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36130595254374, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36130595254267, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36130595254267"
[1] "Starting iterative with newton 1.36130595254267"
[1] "Starting newton at: 1.58848689935111"
[1] "Newton iter: 1, lambda:1.37733310632253, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.34456565469726, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.34348792252389, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34348672575231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34348672575083, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34348672575083"
[1] "Starting iterative with newton 1.34348672575083"
[1] "Starting newton at: 1.57258995195911"
[1] "Newton iter: 1, lambda:1.35982703662628, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.32520048035924, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.32395350042955, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32395184055815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3239518405552, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3239518405552"
[1] "Starting iterative with newton 1.3239518405552"
[1] "Starting newton at: 1.55332302615462"
[1] "Newton iter: 1, lambda:1.34015539771712, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.30373125416247, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.30229603556226, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3022937495768, diff to last: 0"
[1] "Newton iter: 5, lambda:1.302293749571, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.302293749571"
[1] "Starting iterative with newton 1.302293749571"
[1] "Starting newton at: 1.52552603048661"
[1] "Newton iter: 1, lambda:1.31411114767944, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.27589021131253, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.27422699839758, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27422377146431, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27422377145215, diff to last: 0"
[1] "Final threshold is: 0.00855682682817198"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008556826828171982}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549794639046168. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00671532506289718
0.00671532506289718
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0457398667955762, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0458052041690027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0458052043022476, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0458052041690027"
[1] "Starting iterative with newton 0.0458052041690027"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00558945808370637, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00558976390907865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00558976390907956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00558976390907865"
[1] "Starting iterative with newton 0.00558976390907865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525315263666277, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525341348149533, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525341348149598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00525341348149533"
[1] "Starting iterative with newton 0.00525341348149533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525039715191295, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0052506576456894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525065764569004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0052506576456894"
[1] "Starting iterative with newton 0.0052506576456894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525037457919327, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525063507009506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0052506350700957, diff to last: 0"
[1] "Final threshold is: 3.52597212823363e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154556307276483, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154585464792874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154585464793912, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0154585464793912"
[1] "Starting iterative with newton 0.0154585464793912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00737398677181447, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00737439807385036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00737439807385164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00737439807385164"
[1] "Starting iterative with newton 0.00737439807385164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00731289527588867, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00731329968782716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0073132996878284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00731329968782716"
[1] "Starting iterative with newton 0.00731329968782716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00731243367243629, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00731283803243896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0073128380324402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0073128380324402"
[1] "Starting iterative with newton 0.0073128380324402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00731243018459803, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00731283454420828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00731283454420952, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.91080610955422e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498518220313742, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.049947301974074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499473023241493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.049947301974074"
[1] "Starting iterative with newton 0.049947301974074"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00675300394370636, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00675342537227539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00675342537227704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00675342537227539"
[1] "Starting iterative with newton 0.00675342537227539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00639083859684581, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00639120671337399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00639120671337521, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00639120671337399"
[1] "Starting iterative with newton 0.00639120671337399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00638784219126068, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0063882098841476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00638820988414882, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0063882098841476"
[1] "Starting iterative with newton 0.0063882098841476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00638781740325984, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00638818509264334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00638818509264456, diff to last: 0"
[1] "Final threshold is: 4.28987394590539e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.116011209435057"
[1] "Newton iter: 1, lambda:0.0946094045989433, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0946359500365865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0946359500774668, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0946359500365865"
[1] "Starting iterative with newton 0.0946359500365865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0212924648639469, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0213029927936834, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0213029927962573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0213029927936834"
[1] "Starting iterative with newton 0.0213029927936834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0199644803701934, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0199733697934039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199733697951664, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0199733697951664"
[1] "Starting iterative with newton 0.0199733697951664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0199406190072794, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.019949480647796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199494806495462, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.019949480647796"
[1] "Starting iterative with newton 0.019949480647796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0199401903686807, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0199490515106396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199490515123896, diff to last: 0"
[1] "Final threshold is: 0.000133964365602176"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0726069444073224, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728644395000768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728644427359102, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0728644427359102"
[1] "Starting iterative with newton 0.0728644427359102"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122695197051364, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122721011145034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122721011146176, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0122721011146176"
[1] "Starting iterative with newton 0.0122721011146176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113493192083238, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113514466645954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113514466646701, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0113514466646701"
[1] "Starting iterative with newton 0.0113514466646701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113356245827776, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113377456626658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.01133774566274, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01133774566274"
[1] "Starting iterative with newton 0.01133774566274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011335420848106, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.011337541833216, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113375418332903, diff to last: 0"
[1] "Final threshold is: 7.61352788242407e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.207588816856405"
[1] "Newton iter: 1, lambda:0.162495304243955, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.162691566963766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.162691570696267, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162691570696267"
[1] "Starting iterative with newton 0.162691570696267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067705338914057, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0679618375263539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.06796184120485, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0679618375263539"
[1] "Starting iterative with newton 0.0679618375263539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638921198707976, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0641160365044718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0641160392528568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0641160392528568"
[1] "Starting iterative with newton 0.0641160392528568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637354387262253, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639580710898319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639580738045089, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0639580738045089"
[1] "Starting iterative with newton 0.0639580738045089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637289991471757, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639515788211715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639515815344703, diff to last: 0"
[1] "Final threshold is: 0.000429455640069657"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.380485878401284"
[1] "Newton iter: 1, lambda:0.210122117990221, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.213844424846901, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.213846239028935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213846239029366, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213846239028935"
[1] "Starting iterative with newton 0.213846239028935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0702374592802688, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0705529112645737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0705529176252482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0705529112645737"
[1] "Starting iterative with newton 0.0705529112645737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0635835090957051, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0638295984981508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0638296021836989, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0638295984981508"
[1] "Starting iterative with newton 0.0638295984981508"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.063270525896981, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0635136131769472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.063513616764507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.063513616764507"
[1] "Starting iterative with newton 0.063513616764507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632558147268405, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634987614620488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634987650450567, diff to last: 0"
[1] "Final threshold is: 0.000426414824309026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.185680053107372, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.189885478489227, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189887619912448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189887619913003, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.189887619912448"
[1] "Starting iterative with newton 0.189887619912448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0621917184404418, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0624101701595101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0624101728538503, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0624101701595101"
[1] "Starting iterative with newton 0.0624101701595101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.056908038672425, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0570834210980311, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570834227634305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0570834210980311"
[1] "Starting iterative with newton 0.0570834210980311"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566866081541139, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568603104832405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568603121139085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0568603104832405"
[1] "Starting iterative with newton 0.0568603104832405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566773321103733, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568509642749056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568509659041318, diff to last: 0"
[1] "Final threshold is: 0.000381772705245146"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.438175205831818"
[1] "Newton iter: 1, lambda:0.353160199080553, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.354721777938951, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354722312989766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354722312989829, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354722312989766"
[1] "Starting iterative with newton 0.354722312989766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120265411560436, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121797586300347, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121797834765334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12179783476534, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121797834765334"
[1] "Starting iterative with newton 0.121797834765334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104136156665565, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105191939540638, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105192048029286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105192048029287, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105192048029286"
[1] "Starting iterative with newton 0.105192048029286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102978068729275, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104004055880296, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104004157695789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10400415769579, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104004157695789"
[1] "Starting iterative with newton 0.104004157695789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102895167225152, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103919043223937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10391914457556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103919144575561, diff to last: 0"
[1] "Final threshold is: 0.00069785083608309"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.665101741535504"
[1] "Newton iter: 1, lambda:0.481098481922908, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.490676371126152, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.49070379709685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4907037973212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4907037973212"
[1] "Starting iterative with newton 0.4907037973212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164813323849788, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.168667469448928, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168669573133882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168669573134509, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.168669573133882"
[1] "Starting iterative with newton 0.168669573133882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136503921782475, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.138867602610259, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138868310874323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138868310874386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138868310874386"
[1] "Starting iterative with newton 0.138868310874386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133842158639089, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136089908392753, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136090541993702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136090541993752, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136090541993702"
[1] "Starting iterative with newton 0.136090541993702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133593667522467, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135830792212458, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135831419201805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135831419201854, diff to last: 0"
[1] "Final threshold is: 0.000912152133695103"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.310152313441284"
[1] "Newton iter: 1, lambda:0.477719482155089, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.486115554367543, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.486135965226193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486135965346566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.486135965346566"
[1] "Starting iterative with newton 0.486135965346566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170292662676973, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.17455427206534, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174556934905835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174556934906875, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174556934906875"
[1] "Starting iterative with newton 0.174556934906875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141308777005625, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143952603501356, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143953528132726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143953528132839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.143953528132726"
[1] "Starting iterative with newton 0.143953528132726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138412887533937, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140921959002668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.140922782841455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140922782841544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.140922782841455"
[1] "Starting iterative with newton 0.140922782841455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138125616293934, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140621569713663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140622384083786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140622384083873, diff to last: 0"
[1] "Final threshold is: 0.000944325020242203"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.57373642460024"
[1] "Starting iterative with newton 2.57373642460024"
[1] "Starting newton at: 0.586945717356932"
[1] "Newton iter: 1, lambda:0.610418774508743, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.610634030328195, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610634048304632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610634048304632, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610634048304632"
[1] "Starting iterative with newton 0.610634048304632"
[1] "Starting newton at: 0.282479536443931"
[1] "Newton iter: 1, lambda:0.329164947708631, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.329739933267466, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.329740020096977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329740020096979, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.329740020096977"
[1] "Starting iterative with newton 0.329740020096977"
[1] "Starting newton at: 0.322946360167812"
[1] "Newton iter: 1, lambda:0.28153636607146, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.281950787545852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281950829198909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28195082919891, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281950829198909"
[1] "Starting iterative with newton 0.281950829198909"
[1] "Starting newton at: 0.327345513830227"
[1] "Newton iter: 1, lambda:0.272961317215789, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.273665011961006, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.273665130305387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27366513030539, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273665130305387"
[1] "Starting iterative with newton 0.273665130305387"
[1] "Starting newton at: 0.322770996193162"
[1] "Newton iter: 1, lambda:0.271603384150372, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.272224898396323, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272224990473753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272224990473755, diff to last: 0"
[1] "Final threshold is: 0.00182807930127534"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.09345101717245"
[1] "Starting iterative with newton 2.09345101717245"
[1] "Starting newton at: 0.567736541474949"
[1] "Newton iter: 1, lambda:0.65039755738472, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.65339362672166, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.653397470588229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65339747059455, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.653397470588229"
[1] "Starting iterative with newton 0.653397470588229"
[1] "Starting newton at: 0.279367314339322"
[1] "Newton iter: 1, lambda:0.398275576356155, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.402804187919432, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.402810674456409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402810674469708, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.402810674456409"
[1] "Starting iterative with newton 0.402810674456409"
[1] "Starting newton at: 0.27313079802405"
[1] "Newton iter: 1, lambda:0.351580095071422, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.353405109198131, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.353406090009492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353406090009776, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.353406090009492"
[1] "Starting iterative with newton 0.353406090009492"
[1] "Starting newton at: 0.272836336615417"
[1] "Newton iter: 1, lambda:0.342082650607408, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.343481920638819, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.343482488617237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34348248861733, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343482488617237"
[1] "Starting iterative with newton 0.343482488617237"
[1] "Starting newton at: 0.274923129691855"
[1] "Newton iter: 1, lambda:0.340240911841154, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.341481678848966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341482124072142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341482124072199, diff to last: 0"
[1] "Final threshold is: 0.00229316346631302"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22425936135436"
[1] "Starting iterative with newton 2.22425936135436"
[1] "Starting newton at: 0.543954257445045"
[1] "Newton iter: 1, lambda:0.637382136150424, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.641083373386521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.641089031248165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.64108903126137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64108903126137"
[1] "Starting iterative with newton 0.64108903126137"
[1] "Starting newton at: 0.268398335381931"
[1] "Newton iter: 1, lambda:0.378237754809392, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.381899911329915, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.381903938004156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381903938009022, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.381903938004156"
[1] "Starting iterative with newton 0.381903938004156"
[1] "Starting newton at: 0.276124705413566"
[1] "Newton iter: 1, lambda:0.332335614884662, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.33322092062904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.333221139175138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333221139175151, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333221139175138"
[1] "Starting iterative with newton 0.333221139175138"
[1] "Starting newton at: 0.280467215222598"
[1] "Newton iter: 1, lambda:0.323373444985245, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.323881058058354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32388112885273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323881128852731, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.32388112885273"
[1] "Starting iterative with newton 0.32388112885273"
[1] "Starting newton at: 0.281545041911855"
[1] "Newton iter: 1, lambda:0.32164018407083, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.322082079358621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322082132854993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322082132854994, diff to last: 0"
[1] "Final threshold is: 0.00216288621907252"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38095644152415"
[1] "Starting iterative with newton 1.38095644152415"
[1] "Starting newton at: 0.674522803439556"
[1] "Newton iter: 1, lambda:0.746425181439225, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.749141298196655, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.749145080437213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74914508044454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.74914508044454"
[1] "Starting iterative with newton 0.74914508044454"
[1] "Starting newton at: 0.636088565417716"
[1] "Newton iter: 1, lambda:0.599471951010656, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.600068465699441, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.60006862571434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600068625714351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.600068625714351"
[1] "Starting iterative with newton 0.600068625714351"
[1] "Starting newton at: 0.636213977972077"
[1] "Newton iter: 1, lambda:0.558689064626135, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.561240744550601, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.561243570045412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561243570048874, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.561243570045412"
[1] "Starting iterative with newton 0.561243570045412"
[1] "Starting newton at: 0.63303548449479"
[1] "Newton iter: 1, lambda:0.547828835531287, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.550876024675315, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.550880015133023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550880015139861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.550880015133023"
[1] "Starting iterative with newton 0.550880015133023"
[1] "Starting newton at: 0.633736159190289"
[1] "Newton iter: 1, lambda:0.544781930233694, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.548091166901785, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.548095861009934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548095861019372, diff to last: 0"
[1] "Final threshold is: 0.0036806418723736"
threshold is:
[{'ad': 3.525972128233627e-05, 'da': 4.910806109554216e-05, 'dd': 4.289873945905395e-05}, {'ad': 0.00013396436560217647, 'da': 7.613527882424069e-05, 'dd': 0.00042945564006965746}, {'ad': 0.0004264148243090259, 'da': 0.00038177270524514565, 'dd': 0.0006978508360830903}, {'ad': 0.0009121521336951033, 'da': 0.0009443250202422029, 'dd': 0.0018280793012753393}, {'ad': 0.0022931634663130177, 'da': 0.0021628862190725172, 'dd': 0.0036806418723735954}]
Number of points in noise estimation: 128
Estimated noise: 0.0137499031244344
0.0137499031244344
threshold is:
[{'ad': 0.009511321818873153, 'da': 0.006986100001686389, 'dd': 0.008131010356448698}, {'ad': 0.001813665660272079, 'da': 0.006895222187424999, 'dd': 0.0031164556356702566}, {'ad': 0.00155272050168076, 'da': 0.0008178698597233643, 'dd': 0.003028359301627089}, {'ad': 0.00340653545642311, 'da': 0.0033399875621448996, 'dd': 0.007075840595382978}, {'ad': 0.009371499265744071, 'da': 0.009196155163638796, 'dd': 0.01430045639196036}]
['stjerten256', 0.05, 4, 0.0003943855417480427, 0.00029101450275272533, 0.00031098466574905814, 0.0007136485656220406, 0.00028417143453561723, 0.00038529593518338783, 0.0003557739071813607, 0.0003930445174650703, 34.040790147605904, 35.36085367342148, 35.0726102494343, 31.46515602768745, 35.464195803390986, 34.14205572707053, 34.488259066812425, 34.055582572721825]
stjerten256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.019193617821800363
0.019193617821800363
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106177682221398, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106928699099534, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106928736577185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106928736577185, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106928736577185"
[1] "Starting iterative with newton 0.106928736577185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0411496029871192, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0412138085935184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0412138087498019, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0412138087498019"
[1] "Starting iterative with newton 0.0412138087498019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391603786484768, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392174358324184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392174359535273, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0392174358324184"
[1] "Starting iterative with newton 0.0392174358324184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0390996124779364, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0391564593035262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0391564594236732, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0391564594236732"
[1] "Starting iterative with newton 0.0391564594236732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0390977562053092, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0391545966122437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0391545967323615, diff to last: 0"
[1] "Final threshold is: 0.000751518363342165"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0757980211415843"
[1] "Newton iter: 1, lambda:0.0995190707772161, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0995557772507407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0995557773385611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0995557772507407"
[1] "Starting iterative with newton 0.0995557772507407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168699996637154, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168751326089422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168751326094175, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0168751326089422"
[1] "Starting iterative with newton 0.0168751326089422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161362860520616, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.016140637659432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161406376597486, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.016140637659432"
[1] "Starting iterative with newton 0.016140637659432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161298162275448, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161341614471394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161341614474547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0161341614471394"
[1] "Starting iterative with newton 0.0161341614471394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161297591843066, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161341043476196, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016134104347935, diff to last: 0"
[1] "Final threshold is: 0.000309671832745258"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115536358008064, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.116478278671445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116478341082434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116478341082434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.116478341082434"
[1] "Starting iterative with newton 0.116478341082434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442373869699171, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.04432239933439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443223996482952, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0443223996482952"
[1] "Starting iterative with newton 0.0443223996482952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0416802380736375, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.041753898379596, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0417538986096298, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.041753898379596"
[1] "Starting iterative with newton 0.041753898379596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415892282415786, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416625018986004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416625021260231, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0416625021260231"
[1] "Starting iterative with newton 0.0416625021260231"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415859899415883, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416592498626215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416592500899518, diff to last: 0"
[1] "Final threshold is: 0.000799591720606047"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.315434412486694"
[1] "Newton iter: 1, lambda:0.209224398109329, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.210661452161329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210661718544176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210661718544185, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210661718544176"
[1] "Starting iterative with newton 0.210661718544176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733114458342755, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736548924769781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736549000124257, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0736549000124257"
[1] "Starting iterative with newton 0.0736549000124257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067599691210871, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0678773944554062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0678773991412321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0678773991412321"
[1] "Starting iterative with newton 0.0678773991412321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673564516618684, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676315695254316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676315741145872, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676315695254316"
[1] "Starting iterative with newton 0.0676315695254316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673460935303329, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067621101692905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676211062779841, diff to last: 0"
[1] "Final threshold is: 0.00129789358258272"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.411789127469944"
[1] "Newton iter: 1, lambda:0.201725102490002, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.207047791145342, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.207051298217708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20705129821923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.20705129821923"
[1] "Starting iterative with newton 0.20705129821923"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0623882689181486, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626334606994742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626334644872951, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0626334606994742"
[1] "Starting iterative with newton 0.0626334606994742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0555063105030975, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0556877047958044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0556877067335073, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0556877047958044"
[1] "Starting iterative with newton 0.0556877047958044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551775014266315, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.055356158295778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553561601692051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.055356158295778"
[1] "Starting iterative with newton 0.055356158295778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551618135886017, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553403405275628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055340342397969, diff to last: 0"
[1] "Final threshold is: 0.00106218138211419"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.489360737216005"
[1] "Newton iter: 1, lambda:0.338527935152432, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.343011621815201, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.34301571158697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34301571159037, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34301571158697"
[1] "Starting iterative with newton 0.34301571158697"
[1] "Starting newton at: 0.244789998238947"
[1] "Newton iter: 1, lambda:0.145602957990571, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.146807096352529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146807274802439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146807274802443, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146807274802439"
[1] "Starting iterative with newton 0.146807274802439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126790660503338, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128684115414786, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128684536803118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128684536803139, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.128684536803139"
[1] "Starting iterative with newton 0.128684536803139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125142858874044, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126978587211727, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126978981440549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126978981440567, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.126978981440549"
[1] "Starting iterative with newton 0.126978981440549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124987601973408, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126817942763705, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126818334506775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126818334506793, diff to last: 0"
[1] "Final threshold is: 0.00243410264532028"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.524254614948709"
[1] "Newton iter: 1, lambda:0.509172411050869, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.509241415828072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.509241417278493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509241415828072"
[1] "Starting iterative with newton 0.509241415828072"
[1] "Starting newton at: 0.366741358613934"
[1] "Newton iter: 1, lambda:0.206704923720513, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.211052115015935, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.211055361906738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211055361908549, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211055361908549"
[1] "Starting iterative with newton 0.211055361908549"
[1] "Starting newton at: 0.275485109573442"
[1] "Newton iter: 1, lambda:0.176284632679502, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.177822504549805, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177822875780027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177822875780049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177822875780049"
[1] "Starting iterative with newton 0.177822875780049"
[1] "Starting newton at: 0.302669122397241"
[1] "Newton iter: 1, lambda:0.171373890249022, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.174035046844064, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174036146587794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174036146587982, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174036146587794"
[1] "Starting iterative with newton 0.174036146587794"
[1] "Starting newton at: 0.306455851589496"
[1] "Newton iter: 1, lambda:0.170764181567859, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.17360242402498, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.173603673466463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173603673466705, diff to last: 0"
[1] "Final threshold is: 0.00333208256097591"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.35471340910338"
[1] "Newton iter: 1, lambda:0.494940064630027, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.501173466388363, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.501185448571939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.501185448616147, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.501185448571939"
[1] "Starting iterative with newton 0.501185448571939"
[1] "Starting newton at: 0.296315638984745"
[1] "Newton iter: 1, lambda:0.196173804671818, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.197834436385289, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.197834895664529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197834895664564, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.197834895664564"
[1] "Starting iterative with newton 0.197834895664564"
[1] "Starting newton at: 0.299270161050125"
[1] "Newton iter: 1, lambda:0.161291511282942, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.164144226388372, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164145451950298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164145451950524, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164145451950524"
[1] "Starting iterative with newton 0.164145451950524"
[1] "Starting newton at: 0.319539871942561"
[1] "Newton iter: 1, lambda:0.156447385921216, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.160381953219714, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160384256608928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160384256609717, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160384256608928"
[1] "Starting iterative with newton 0.160384256608928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156327225808864, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159961969502405, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159963932531418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15996393253199, diff to last: 0"
[1] "Final threshold is: 0.00307028658628029"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.37609186632791"
[1] "Starting iterative with newton 2.37609186632791"
[1] "Starting newton at: 0.491238239153842"
[1] "Newton iter: 1, lambda:0.633898741478499, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.6426268357457, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.642658299604703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642658300012408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642658300012408"
[1] "Starting iterative with newton 0.642658300012408"
[1] "Starting newton at: 0.477655432646963"
[1] "Newton iter: 1, lambda:0.362968322412843, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.366680159635038, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.366684113598026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36668411360251, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.366684113598026"
[1] "Starting iterative with newton 0.366684113598026"
[1] "Starting newton at: 0.287152468170175"
[1] "Newton iter: 1, lambda:0.317737217084773, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.317985446590878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317985462901236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.317985462901237, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317985462901236"
[1] "Starting iterative with newton 0.317985462901236"
[1] "Starting newton at: 0.234241818145003"
[1] "Newton iter: 1, lambda:0.307772187284519, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.309189345241056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.309189869058273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309189869058345, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.309189869058345"
[1] "Starting iterative with newton 0.309189869058345"
[1] "Starting newton at: 0.2323999361212"
[1] "Newton iter: 1, lambda:0.306169683027729, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.307592159765162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.307592686095126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.307592686095198, diff to last: 0"
[1] "Final threshold is: 0.00590381646169224"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.8240077975603"
[1] "Starting iterative with newton 1.8240077975603"
[1] "Starting newton at: 0.724076804794061"
[1] "Newton iter: 1, lambda:0.703747309818698, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.703942495306097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.703942513433152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.703942513433153, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.703942513433152"
[1] "Starting iterative with newton 0.703942513433152"
[1] "Starting newton at: 0.518270878254021"
[1] "Newton iter: 1, lambda:0.468185295398184, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.469101466584237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469101776163428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469101776163463, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.469101776163463"
[1] "Starting iterative with newton 0.469101776163463"
[1] "Starting newton at: 0.515183677751803"
[1] "Newton iter: 1, lambda:0.412404012735301, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.41597380508839, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.415978189016192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4159781890228, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415978189016192"
[1] "Starting iterative with newton 0.415978189016192"
[1] "Starting newton at: 0.51548708166329"
[1] "Newton iter: 1, lambda:0.399330027933153, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.403806232198873, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.403813010671395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403813010686931, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.403813010671395"
[1] "Starting iterative with newton 0.403813010671395"
[1] "Starting newton at: 0.517640983080696"
[1] "Newton iter: 1, lambda:0.396135884149904, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.401010831514405, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.40101884045155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401018840473153, diff to last: 0"
[1] "Final threshold is: 0.00769700236296858"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.84149437192454"
[1] "Starting iterative with newton 1.84149437192454"
[1] "Starting newton at: 0.731459816281338"
[1] "Newton iter: 1, lambda:0.681289500708197, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.68239761978388, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.682398170514167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682398170514303, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.682398170514167"
[1] "Starting iterative with newton 0.682398170514167"
[1] "Starting newton at: 0.486379540373322"
[1] "Newton iter: 1, lambda:0.45971001709143, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.459962201587933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.459962224252809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459962224252809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.459962224252809"
[1] "Starting iterative with newton 0.459962224252809"
[1] "Starting newton at: 0.496036574232664"
[1] "Newton iter: 1, lambda:0.40849178891689, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.411026908071936, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.411029066864914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411029066866479, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.411029066866479"
[1] "Starting iterative with newton 0.411029066866479"
[1] "Starting newton at: 0.506111170160673"
[1] "Newton iter: 1, lambda:0.396076155329038, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.400011209978663, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.400016339754372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400016339763085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.400016339763085"
[1] "Starting iterative with newton 0.400016339763085"
[1] "Starting newton at: 0.506043711565813"
[1] "Newton iter: 1, lambda:0.393412316540013, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.397520813617252, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.397526387747128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397526387757383, diff to last: 0"
[1] "Final threshold is: 0.0076299695604992"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06674135166607"
[1] "Starting iterative with newton 1.06674135166607"
[1] "Starting newton at: 0.759891353148078"
[1] "Newton iter: 1, lambda:0.830959221563327, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.834001433980178, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.834006859153686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834006859170916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.834006859153686"
[1] "Starting iterative with newton 0.834006859153686"
[1] "Starting newton at: 0.730157023698428"
[1] "Newton iter: 1, lambda:0.768099270190328, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.768913353483728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.768913723085139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768913723085215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.768913723085139"
[1] "Starting iterative with newton 0.768913723085139"
[1] "Starting newton at: 0.725737138295914"
[1] "Newton iter: 1, lambda:0.749429057801798, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.74974029141707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.749740344667343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749740344667345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.749740344667343"
[1] "Starting iterative with newton 0.749740344667343"
[1] "Starting newton at: 0.72860171625052"
[1] "Newton iter: 1, lambda:0.743874738569733, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.744003135413476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744003144437305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.744003144437305"
[1] "Starting iterative with newton 0.744003144437305"
[1] "Starting newton at: 0.724854304753337"
[1] "Newton iter: 1, lambda:0.742114473889396, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.742278361094183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.742278375777574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742278375777574, diff to last: 0"
[1] "Final threshold is: 0.0142470074620615"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.883415789209967"
[1] "Starting iterative with newton 0.883415789209967"
[1] "Starting newton at: 0.980911514497291"
[1] "Newton iter: 1, lambda:0.898857353435101, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.903043295011818, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.903054698538484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.903054698622943, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.903054698622943"
[1] "Starting iterative with newton 0.903054698622943"
[1] "Starting newton at: 0.984981525628181"
[1] "Newton iter: 1, lambda:0.905407983355891, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.909365032913319, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.909375264486663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909375264554934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.909375264486663"
[1] "Starting iterative with newton 0.909375264486663"
[1] "Starting newton at: 0.988083885302781"
[1] "Newton iter: 1, lambda:0.907310819406929, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.911390156420347, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.911401045207429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.911401045284855, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.911401045207429"
[1] "Starting iterative with newton 0.911401045207429"
[1] "Starting newton at: 0.990232473932613"
[1] "Newton iter: 1, lambda:0.907790447881756, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.912037649347338, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.912049458695869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912049458786978, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.912049458695869"
[1] "Starting iterative with newton 0.912049458695869"
[1] "Starting newton at: 0.992055088261914"
[1] "Newton iter: 1, lambda:0.907813481386747, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.912244061276183, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.912256915311639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912256915419595, diff to last: 0"
[1] "Final threshold is: 0.0175095105898582"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915680184810074"
[1] "Starting iterative with newton 0.915680184810074"
[1] "Starting newton at: 0.770410469214968"
[1] "Newton iter: 1, lambda:0.862514780340729, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.867991558019577, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.86801025223357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.868010252450832, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86801025223357"
[1] "Starting iterative with newton 0.86801025223357"
[1] "Starting newton at: 0.755038692481979"
[1] "Newton iter: 1, lambda:0.847962033917507, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.853475535706033, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.853494285068413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853494285284702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.853494285284702"
[1] "Starting iterative with newton 0.853494285284702"
[1] "Starting newton at: 0.750565060200215"
[1] "Newton iter: 1, lambda:0.84351804936069, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.849015966454071, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.849034550091937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.849034550303741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.849034550091937"
[1] "Starting iterative with newton 0.849034550091937"
[1] "Starting newton at: 0.751401889549556"
[1] "Newton iter: 1, lambda:0.842385330879834, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.847643559967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.847660539969927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84766054014658, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.84766054014658"
[1] "Starting iterative with newton 0.84766054014658"
[1] "Starting newton at: 0.750780398699126"
[1] "Newton iter: 1, lambda:0.841942295260832, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.847219751025664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.847236850359447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.847236850538538, diff to last: 0"
[1] "Final threshold is: 0.0162615403103451"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.10362770971831"
[1] "Newton iter: 1, lambda:1.0197381222178, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.02479018813282, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.02480955893535, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02480955921931, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02480955893535"
[1] "Starting iterative with newton 1.02480955893535"
[1] "Starting newton at: 1.28107807343557"
[1] "Newton iter: 1, lambda:1.14258743602626, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.15679792306608, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.15696552395713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15696554705596, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15696554705596, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15696554705596"
[1] "Starting iterative with newton 1.15696554705596"
[1] "Starting newton at: 1.31072305102728"
[1] "Newton iter: 1, lambda:1.19312176859959, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.2038151733464, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.20391276484993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20391277291859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20391277291859"
[1] "Starting iterative with newton 1.20391277291859"
[1] "Starting newton at: 1.34168047715404"
[1] "Newton iter: 1, lambda:1.20603199710735, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.22016629478738, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.22033901575547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22033904129482, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22033904129482, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22033904129482"
[1] "Starting iterative with newton 1.22033904129482"
[1] "Starting newton at: 1.34089777447183"
[1] "Newton iter: 1, lambda:1.21328647413215, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.22592113105473, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.22605950792951, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22605952438105, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22605952438105, diff to last: 0"
[1] "Final threshold is: 0.0235325176219837"
threshold is:
[{'ad': 0.0007515183633421652, 'da': 0.0003096718327452582, 'dd': 0.0007995917206060472}, {'ad': 0.0012978935825827154, 'da': 0.0010621813821141922, 'dd': 0.0024341026453202764}, {'ad': 0.0033320825609759134, 'da': 0.0030702865862802923, 'dd': 0.005903816461692242}, {'ad': 0.007697002362968583, 'da': 0.007629969560499199, 'dd': 0.01424700746206147}, {'ad': 0.017509510589858158, 'da': 0.016261540310345095, 'dd': 0.023532517621983697}]
Number of points in noise estimation: 128
Estimated noise: 0.019193617821800363
0.019193617821800363
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.2751175104517"
[1] "Starting iterative with newton 27.2751175104517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.2240628540744"
[1] "Starting iterative with newton 24.2240628540744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.2098827856912"
[1] "Starting iterative with newton 21.2098827856912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2336599108951"
[1] "Starting iterative with newton 11.2336599108951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.4986665847582"
[1] "Starting iterative with newton 10.4986665847582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.71678370270373"
[1] "Starting iterative with newton 6.71678370270373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.15277924401704"
[1] "Starting iterative with newton 4.15277924401704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.28307742431499"
[1] "Starting iterative with newton 4.28307742431499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.37609186632791"
[1] "Starting iterative with newton 2.37609186632791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8240077975603"
[1] "Starting iterative with newton 1.8240077975603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.84149437192454"
[1] "Starting iterative with newton 1.84149437192454"
[1] "Starting newton at: 2.13516193992756"
[1] "Newton iter: 1, lambda:1.60455076310225, diff to last: 0.531"
[1] "Newton iter: 2, lambda:1.55959050393142, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.55817530288096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55817382217873, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5581738221771, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5581738221771"
[1] "Starting iterative with newton 1.5581738221771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06674135166607"
[1] "Starting iterative with newton 1.06674135166607"
[1] "Starting newton at: 1.23131454085591"
[1] "Newton iter: 1, lambda:1.30637999847513, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.30011751195046, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.30007498909152, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30007498712313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30007498909152"
[1] "Starting iterative with newton 1.30007498909152"
[1] "Starting newton at: 1.48881252030027"
[1] "Newton iter: 1, lambda:1.55560480788057, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.55249764737497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.55249150273893, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55249150271478, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55249150271478"
[1] "Starting iterative with newton 1.55249150271478"
[1] "Starting newton at: 1.73872301516506"
[1] "Newton iter: 1, lambda:1.73504177586528, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.73503646016575, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73503646015456, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73503646015456"
[1] "Starting iterative with newton 1.73503646015456"
[1] "Starting newton at: 1.94177594413557"
[1] "Newton iter: 1, lambda:1.84949539096408, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.84791715910426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84791647505648, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84791647505635, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84791647505635"
[1] "Starting iterative with newton 1.84791647505635"
[1] "Starting newton at: 2.07188122411086"
[1] "Newton iter: 1, lambda:1.91747507439108, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.9157132910958, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.91571263046617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91571263046608, diff to last: 0"
[1] "Final threshold is: 0.0367694560855617"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.883415789209967"
[1] "Starting iterative with newton 0.883415789209967"
[1] "Starting newton at: 1.40969525617134"
[1] "Newton iter: 1, lambda:1.34803422248073, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.34452258511143, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.34451044092161, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34451044077596, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34451044077596"
[1] "Starting iterative with newton 1.34451044077596"
[1] "Starting newton at: 1.69305365972333"
[1] "Newton iter: 1, lambda:1.74689120160554, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.74578744452315, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74578705071846, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74578705071841, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.74578705071841"
[1] "Starting iterative with newton 1.74578705071841"
[1] "Starting newton at: 1.92396114804056"
[1] "Newton iter: 1, lambda:1.97113286367653, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.97083597694229, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97083596922908, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97083596922908"
[1] "Starting iterative with newton 1.97083596922908"
[1] "Starting newton at: 2.14366004406978"
[1] "Newton iter: 1, lambda:2.07756854090445, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.07778488855632, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07778488827492, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07778488855632"
[1] "Starting iterative with newton 2.07778488855632"
[1] "Starting newton at: 2.24853702669416"
[1] "Newton iter: 1, lambda:2.12951430987654, diff to last: 0.119"
[1] "Newton iter: 2, lambda:2.13118652614084, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.1311866033048, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1311866033048, diff to last: 0"
[1] "Final threshold is: 0.0409051811707731"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915680184810074"
[1] "Starting iterative with newton 0.915680184810074"
[1] "Starting newton at: 1.27358251875688"
[1] "Newton iter: 1, lambda:1.33453145711213, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.33061671810583, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.33060104592485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33060104567295, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33060104567295"
[1] "Starting iterative with newton 1.33060104567295"
[1] "Starting newton at: 1.70496356580675"
[1] "Newton iter: 1, lambda:1.67908588466828, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.67881328066204, diff to last: 0"
[1] "Newton iter: 3, lambda:1.6788132483431, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6788132483431, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6788132483431"
[1] "Starting iterative with newton 1.6788132483431"
[1] "Starting newton at: 1.85452668188472"
[1] "Newton iter: 1, lambda:1.88524487351443, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.88502835935913, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88502835003174, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88502835003174"
[1] "Starting iterative with newton 1.88502835003174"
[1] "Starting newton at: 2.08632333423369"
[1] "Newton iter: 1, lambda:1.99650115264406, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.99630435999468, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99630435598386, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99630435598386"
[1] "Starting iterative with newton 1.99630435598386"
[1] "Starting newton at: 2.18422281349967"
[1] "Newton iter: 1, lambda:2.04607008692394, diff to last: 0.138"
[1] "Newton iter: 2, lambda:2.0469284447672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04692839508915, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04692839508915, diff to last: 0"
[1] "Final threshold is: 0.0392879613239323"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.86315254382756"
[1] "Newton iter: 1, lambda:1.69512250533129, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.68644064432342, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.68640469984898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68640469922213, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68640469984898"
[1] "Starting iterative with newton 1.68640469984898"
[1] "Starting newton at: 2.24312877881068"
[1] "Newton iter: 1, lambda:2.15915701966988, diff to last: 0.084"
[1] "Newton iter: 2, lambda:2.16070196067483, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.16070233128069, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16070233128072, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.16070233128072"
[1] "Starting iterative with newton 2.16070233128072"
[1] "Starting newton at: 2.32751016340966"
[1] "Newton iter: 1, lambda:2.33152440808878, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.33152841233966, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33152841234368, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33152841233966"
[1] "Starting iterative with newton 2.33152841233966"
[1] "Starting newton at: 2.48797423136339"
[1] "Newton iter: 1, lambda:2.39168623723707, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.39468746945153, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39468995050566, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39468995050736, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39468995050736"
[1] "Starting iterative with newton 2.39468995050736"
[1] "Starting newton at: 2.56009689590976"
[1] "Newton iter: 1, lambda:2.40915536270095, diff to last: 0.151"
[1] "Newton iter: 2, lambda:2.41708485556274, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.41710254291007, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41710254299942, diff to last: 0"
[1] "Final threshold is: 0.0463929424447177"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03676945608556173}, {'ad': 0.0409051811707731, 'da': 0.03928796132393233, 'dd': 0.04639294244471766}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546984171382603. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009377055199395004
0.009377055199395004
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 55.8286338736793"
[1] "Starting iterative with newton 55.8286338736793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.5835200524758"
[1] "Starting iterative with newton 49.5835200524758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.4138837382556"
[1] "Starting iterative with newton 43.4138837382556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.9938472670728"
[1] "Starting iterative with newton 22.9938472670728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.489411097778"
[1] "Starting iterative with newton 21.489411097778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.7483865286098"
[1] "Starting iterative with newton 13.7483865286098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.5002013972479"
[1] "Starting iterative with newton 8.5002013972479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.76690490088903"
[1] "Starting iterative with newton 8.76690490088903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.86355238633218"
[1] "Starting iterative with newton 4.86355238633218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.73350778319136"
[1] "Starting iterative with newton 3.73350778319136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.76930053669689"
[1] "Starting iterative with newton 3.76930053669689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18348142174852"
[1] "Starting iterative with newton 2.18348142174852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80823773298618"
[1] "Starting iterative with newton 1.80823773298618"
[1] "Starting newton at: 2.11534994191255"
[1] "Newton iter: 1, lambda:1.59265017331837, diff to last: 0.523"
[1] "Newton iter: 2, lambda:1.54359473691819, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.54185970741786, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.54185740848836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54185740848432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54185740848432"
[1] "Starting iterative with newton 1.54185740848432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.87427877308155"
[1] "Starting iterative with newton 1.87427877308155"
[1] "Starting newton at: 2.21368971156995"
[1] "Newton iter: 1, lambda:1.63980382340957, diff to last: 0.574"
[1] "Newton iter: 2, lambda:1.60015693504559, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.5991146699874, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.59911391329363, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59911391329323, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59911391329323"
[1] "Starting iterative with newton 1.59911391329323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38059318354236"
[1] "Starting iterative with newton 1.38059318354236"
[1] "Starting newton at: 1.60637280972103"
[1] "Newton iter: 1, lambda:1.37831915336679, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.34256705334083, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.34130280246273, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34130117237395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34130117237124, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34130117237124"
[1] "Starting iterative with newton 1.34130117237124"
[1] "Starting newton at: 1.56239235040496"
[1] "Newton iter: 1, lambda:1.33744500973839, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.29863442647806, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.2970164452044, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29701355042681, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29701355041753, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29701355042681"
[1] "Starting iterative with newton 1.29701355042681"
[1] "Starting newton at: 1.51917293044995"
[1] "Newton iter: 1, lambda:1.29053336543411, diff to last: 0.229"
[1] "Newton iter: 2, lambda:1.24588441214378, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.24352650727781, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.24351974308307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24351974302734, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.24351974302734"
[1] "Starting iterative with newton 1.24351974302734"
[1] "Starting newton at: 1.4636691870517"
[1] "Newton iter: 1, lambda:1.22837019037261, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.17430047396596, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.17036663868573, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.17034524376398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17034524313057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17034524313057"
[1] "Starting iterative with newton 1.17034524313057"
[1] "Starting newton at: 1.39579129477159"
[1] "Newton iter: 1, lambda:1.15096935951467, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.08249205165436, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.07505432253175, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.07496422395708, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07496421073866, diff to last: 0"
[1] "Newton iter: 6, lambda:1.07496421073866, diff to last: 0"
[1] "Final threshold is: 0.0100799988654204"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.010079998865420351}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546984171382603. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009377055199395004
0.009377055199395004
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0617688473576882, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0619058687017394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0619058693753, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0619058693753"
[1] "Starting iterative with newton 0.0619058693753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0189792674698627, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.018986455957229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0189864559582602, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0189864559582602"
[1] "Starting iterative with newton 0.0189864559582602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018240969344865, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182475044626232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.018247504463462, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0182475044626232"
[1] "Starting iterative with newton 0.0182475044626232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018228298187238, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182348224019357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182348224027715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0182348224027715"
[1] "Starting iterative with newton 0.0182348224027715"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0182280807350976, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182346047627766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182346047636123, diff to last: 0"
[1] "Final threshold is: 0.000170986895407544"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234492800238059, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234607551228539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234607551256018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0234607551256018"
[1] "Starting iterative with newton 0.0234607551256018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123006760605395, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123016416959431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012301641695949, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0123016416959431"
[1] "Starting iterative with newton 0.0123016416959431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122766188349438, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122775820798278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122775820798337, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0122775820798278"
[1] "Starting iterative with newton 0.0122775820798278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122765653795073, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012277528619107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012277528619113, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.012277528619113"
[1] "Starting iterative with newton 0.012277528619113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122765652607212, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122775285003092, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122775285003151, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000115127062459544"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0666102924970692, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.066811436569029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0668114384008272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0668114384008272"
[1] "Starting iterative with newton 0.0668114384008272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176365522845256, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176429199629097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176429199637398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0176429199629097"
[1] "Starting iterative with newton 0.0176429199629097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168173435170164, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168229713926094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168229713932397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0168229713926094"
[1] "Starting iterative with newton 0.0168229713926094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168038046194739, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168094207448952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168094207455225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0168094207448952"
[1] "Starting iterative with newton 0.0168094207448952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168035809074031, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168091968387973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168091968394246, diff to last: 0"
[1] "Final threshold is: 0.000157620766614898"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.119060166955351"
[1] "Newton iter: 1, lambda:0.107726967035133, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.107735483592913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107735483597725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107735483597725"
[1] "Starting iterative with newton 0.107735483597725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.040962659840181, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0410163010550022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0410163011469678, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0410163010550022"
[1] "Starting iterative with newton 0.0410163010550022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394639193292695, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0395130874397479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0395130875160538, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0395130874397479"
[1] "Starting iterative with newton 0.0395130874397479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394293428462621, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394784113742737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03947841145025, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.03947841145025"
[1] "Starting iterative with newton 0.03947841145025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394285448151133, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394776110465854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394776111225541, diff to last: 0"
[1] "Final threshold is: 0.00037018373863644"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101583424957874, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102320140095307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102320178747596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102320178747596, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.102320178747596"
[1] "Starting iterative with newton 0.102320178747596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252862163245131, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253033459583822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253033459662431, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0253033459662431"
[1] "Starting iterative with newton 0.0253033459662431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235254583548295, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0235398293484991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0235398293538618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0235398293538618"
[1] "Starting iterative with newton 0.0235398293538618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234854334920777, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.02349974507357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234997450788846, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.02349974507357"
[1] "Starting iterative with newton 0.02349974507357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234845239124087, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234988341454132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234988341507267, diff to last: 0"
[1] "Final threshold is: 0.000220349864902968"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.299683488944672"
[1] "Newton iter: 1, lambda:0.200321582539204, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.201476804289088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.201476962330014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201476962330017, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.201476962330014"
[1] "Starting iterative with newton 0.201476962330014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0610102194272568, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0612451344007806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0612451378837372, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0612451344007806"
[1] "Starting iterative with newton 0.0612451344007806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0542984005040416, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0544728403766132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0544728421772396, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0544728403766132"
[1] "Starting iterative with newton 0.0544728403766132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539838117219879, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541556688471278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541556705890852, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0541556688471278"
[1] "Starting iterative with newton 0.0541556688471278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539690991640917, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541408360496144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541408377888662, diff to last: 0"
[1] "Final threshold is: 0.000507681608178629"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.378636658800226"
[1] "Newton iter: 1, lambda:0.282610218361932, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.284186391984253, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.284186823121554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284186823121587, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284186823121554"
[1] "Starting iterative with newton 0.284186823121554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961074274746763, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968868646822816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968869159141161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968869159141163, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968869159141161"
[1] "Starting iterative with newton 0.0968869159141161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849567566018902, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0855300043067718, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0855300303961278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0855300303961279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0855300303961278"
[1] "Starting iterative with newton 0.0855300303961278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842749874818316, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848369206226348, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848369455970585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848369455970586, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0848369455970585"
[1] "Starting iterative with newton 0.0848369455970585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842333588781157, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0847946058037631, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0847946307114286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847946307114286, diff to last: 0"
[1] "Final threshold is: 0.00079512393279338"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.468168461984806"
[1] "Newton iter: 1, lambda:0.267019862878419, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.273595290641092, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.273602549527414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273602549536253, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.273602549527414"
[1] "Starting iterative with newton 0.273602549527414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0855976946697158, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0861613350499467, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0861613594786196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0861613594786197, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0861613594786196"
[1] "Starting iterative with newton 0.0861613594786196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0752965855252445, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0757053016022396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0757053136422261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0757053136422261, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0757053136422261"
[1] "Starting iterative with newton 0.0757053136422261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0747176162540784, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0751185609205055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0751185724636305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0751185724636305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0751185724636305"
[1] "Starting iterative with newton 0.0751185724636305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0746851137248067, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.075085624953137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0750856364688903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0750856364688903, diff to last: 0"
[1] "Final threshold is: 0.000704082157850491"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.38237413944686"
[1] "Newton iter: 1, lambda:0.452068861331701, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.453443589759145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453444117284412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45344411728449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.45344411728449"
[1] "Starting iterative with newton 0.45344411728449"
[1] "Starting newton at: 0.300495926643076"
[1] "Newton iter: 1, lambda:0.172469211268662, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.17488066580308, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174881527021305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174881527021414, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174881527021305"
[1] "Starting iterative with newton 0.174881527021305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143910920112792, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146715147609201, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14671621123199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146716211232143, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146716211232143"
[1] "Starting iterative with newton 0.146716211232143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141170952067524, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143842611866628, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143843567835197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143843567835319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143843567835197"
[1] "Starting iterative with newton 0.143843567835197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14089115369386, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143549506155388, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143550451666375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143550451666494, diff to last: 0"
[1] "Final threshold is: 0.00134608050917368"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.73350778319136"
[1] "Starting iterative with newton 3.73350778319136"
[1] "Starting newton at: 0.709390929940058"
[1] "Newton iter: 1, lambda:0.564180814629351, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.571242146629528, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.571259683209037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571259683316977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571259683209037"
[1] "Starting iterative with newton 0.571259683209037"
[1] "Starting newton at: 0.342711573637433"
[1] "Newton iter: 1, lambda:0.224490057018897, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.227055735023836, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22705695326931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227056953269585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227056953269585"
[1] "Starting iterative with newton 0.227056953269585"
[1] "Starting newton at: 0.359499443819986"
[1] "Newton iter: 1, lambda:0.18084376513736, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.18608965232544, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18609421570328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186094215706732, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18609421570328"
[1] "Starting iterative with newton 0.18609421570328"
[1] "Starting newton at: 0.35707227144476"
[1] "Newton iter: 1, lambda:0.175815855924187, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.181142903047967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181147543573106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181147543576627, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181147543573106"
[1] "Starting iterative with newton 0.181147543573106"
[1] "Starting newton at: 0.358775104370335"
[1] "Newton iter: 1, lambda:0.1750828629575, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.180544302765226, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180549172132654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180549172136524, diff to last: 0"
[1] "Final threshold is: 0.00169301955329297"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.76930053669689"
[1] "Starting iterative with newton 3.76930053669689"
[1] "Starting newton at: 0.611259112736147"
[1] "Newton iter: 1, lambda:0.56541469847555, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.566123824029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56612399612252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56612399612253, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.56612399612253"
[1] "Starting iterative with newton 0.56612399612253"
[1] "Starting newton at: 0.346239042147845"
[1] "Newton iter: 1, lambda:0.221581294572196, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.224434223705675, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.224435730626445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224435730626865, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.224435730626445"
[1] "Starting iterative with newton 0.224435730626445"
[1] "Starting newton at: 0.368173002517864"
[1] "Newton iter: 1, lambda:0.176913762820056, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.182919045010113, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182925020379152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182925020385067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182925020379152"
[1] "Starting iterative with newton 0.182925020379152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172920850567512, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177809937957242, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177813841586148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177813841588636, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177813841586148"
[1] "Starting iterative with newton 0.177813841586148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17233285798467, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.17717991826565, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177183748187586, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177183748189977, diff to last: 0"
[1] "Final threshold is: 0.0016614617871907"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.18348142174852"
[1] "Starting iterative with newton 2.18348142174852"
[1] "Starting newton at: 0.774587108772844"
[1] "Newton iter: 1, lambda:0.645972366446601, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.652597947105154, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.652616429386394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652616429529899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652616429386394"
[1] "Starting iterative with newton 0.652616429386394"
[1] "Starting newton at: 0.243589703782446"
[1] "Newton iter: 1, lambda:0.381864468106557, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.387857626465661, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.387868745596224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387868745634468, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387868745596224"
[1] "Starting iterative with newton 0.387868745596224"
[1] "Starting newton at: 0.253634898350382"
[1] "Newton iter: 1, lambda:0.334606221376123, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.336489653723747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.336490666539077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33649066653937, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.33649066653937"
[1] "Starting iterative with newton 0.33649066653937"
[1] "Starting newton at: 0.262777994430828"
[1] "Newton iter: 1, lambda:0.325265974251866, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.32636737784762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326367718436299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326367718436332, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326367718436299"
[1] "Starting iterative with newton 0.326367718436299"
[1] "Starting newton at: 0.26813312173974"
[1] "Newton iter: 1, lambda:0.323505605515756, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.324367130392537, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324367338081878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32436733808189, diff to last: 0"
[1] "Final threshold is: 0.00304161043407459"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.80823773298618"
[1] "Starting iterative with newton 1.80823773298618"
[1] "Starting newton at: 0.758611219357766"
[1] "Newton iter: 1, lambda:0.684149489442396, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.686604422399258, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.686607167903048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.686607167906479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.686607167906479"
[1] "Starting iterative with newton 0.686607167906479"
[1] "Starting newton at: 0.494298277026574"
[1] "Newton iter: 1, lambda:0.465702019883494, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.465995975960687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465996007196324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465996007196324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.465996007196324"
[1] "Starting iterative with newton 0.465996007196324"
[1] "Starting newton at: 0.49637668754998"
[1] "Newton iter: 1, lambda:0.414399118110207, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.416655486733282, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.416657221020969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416657221021993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416657221020969"
[1] "Starting iterative with newton 0.416657221020969"
[1] "Starting newton at: 0.499815455781806"
[1] "Newton iter: 1, lambda:0.402209635308418, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.405355918349762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.405359243150243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.405359243153954, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.405359243150243"
[1] "Starting iterative with newton 0.405359243150243"
[1] "Starting newton at: 0.5046276003833"
[1] "Newton iter: 1, lambda:0.399093173318084, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.40275429489482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.402758782257733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402758782264471, diff to last: 0"
[1] "Final threshold is: 0.00377669133327188"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.87427877308155"
[1] "Starting iterative with newton 1.87427877308155"
[1] "Starting newton at: 0.511353236756091"
[1] "Newton iter: 1, lambda:0.655683108700792, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.665153053576352, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.665192329302413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665192329975888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665192329302413"
[1] "Starting iterative with newton 0.665192329302413"
[1] "Starting newton at: 0.501388436416257"
[1] "Newton iter: 1, lambda:0.442611493697315, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.443782443838346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.443782913867717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443782913867792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.443782913867717"
[1] "Starting iterative with newton 0.443782913867717"
[1] "Starting newton at: 0.51124230567908"
[1] "Newton iter: 1, lambda:0.392466284656396, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.396936422157281, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.396942887453739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396942887467255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.396942887453739"
[1] "Starting iterative with newton 0.396942887453739"
[1] "Starting newton at: 0.513241088563686"
[1] "Newton iter: 1, lambda:0.381349036159952, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.38677984345998, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.386789262548316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386789262576629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.386789262576629"
[1] "Starting iterative with newton 0.386789262576629"
[1] "Starting newton at: 0.51483247048284"
[1] "Newton iter: 1, lambda:0.378810693381848, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.384566797656387, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.384577348736284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384577348771709, diff to last: 0"
[1] "Final threshold is: 0.00360620302753712"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38059318354236"
[1] "Starting iterative with newton 1.38059318354236"
[1] "Starting newton at: 0.893374985299721"
[1] "Newton iter: 1, lambda:0.753418553863441, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.762941778796523, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.762988907657209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762988908807117, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.762988907657209"
[1] "Starting iterative with newton 0.762988907657209"
[1] "Starting newton at: 0.626637041810179"
[1] "Newton iter: 1, lambda:0.613310676646293, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.613392042127058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61339204517222, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.613392042127058"
[1] "Starting iterative with newton 0.613392042127058"
[1] "Starting newton at: 0.641180960605469"
[1] "Newton iter: 1, lambda:0.570950280902588, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.573097529397572, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.5730995782578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573099578259665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.5730995782578"
[1] "Starting iterative with newton 0.5730995782578"
[1] "Starting newton at: 0.641991851468788"
[1] "Newton iter: 1, lambda:0.559019137364035, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.561976714221685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.561980563370735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56198056337725, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561980563370735"
[1] "Starting iterative with newton 0.561980563370735"
[1] "Starting newton at: 0.644000728608506"
[1] "Newton iter: 1, lambda:0.555540595056172, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.558887906552292, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.558892823646238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55889282365684, diff to last: 0"
[1] "Final threshold is: 0.00524076885797592"
threshold is:
[{'ad': 0.0001709868954075437, 'da': 0.00011512706245954437, 'dd': 0.0001576207666148985}, {'ad': 0.0003701837386364398, 'da': 0.0002203498649029679, 'dd': 0.0005076816081786288}, {'ad': 0.0007951239327933804, 'da': 0.0007040821578504906, 'dd': 0.0013460805091736784}, {'ad': 0.0016930195532929675, 'da': 0.0016614617871906965, 'dd': 0.0030416104340745902}, {'ad': 0.003776691333271877, 'da': 0.003606203027537122, 'dd': 0.005240768857975924}]
Number of points in noise estimation: 128
Estimated noise: 0.019193617821800363
0.019193617821800363
threshold is:
[{'ad': 0.005342067887506907, 'da': 0.001791523360002982, 'dd': 0.0051580399945197475}, {'ad': 0.0022402661724143513, 'da': 0.003983361345833922, 'dd': 0.0006620599786790193}, {'ad': 0.003065187670348024, 'da': 0.004424431111498761, 'dd': 0.007179740148410219}, {'ad': 0.0074694713790208755, 'da': 0.0074287607531593695, 'dd': 0.012765083320396591}, {'ad': 0.01609989226040781, 'da': 0.015478022351070053, 'dd': 0.018810948232333556}]
['stjerten256', 0.075, 0, 0.0008364006046392042, 0.0005708980438026333, 0.0006208666326512286, 0.0010313867529406853, 0.0005511564858855921, 0.0007757506820190531, 0.0007398789692452581, 0.0008340966935665087, 30.775856619000677, 32.43441445112388, 32.070016798944636, 29.86578450941431, 32.58725077540478, 31.10277833923647, 31.308393171445175, 30.787836003835967]
stjerten256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.01906276125466297
0.01906276125466297
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0522891555454192"
[1] "Newton iter: 1, lambda:0.0911806401588524, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0912745503960405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0912745509429818, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0912745503960405"
[1] "Starting iterative with newton 0.0912745503960405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228440665654404, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228553345999612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228553346027028, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0228553346027028"
[1] "Starting iterative with newton 0.0228553346027028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0218019975332442, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0218119646371405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0218119646392236, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0218119646371405"
[1] "Starting iterative with newton 0.0218119646371405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.021786034404033, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.021795982461158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217959824632323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.021795982461158"
[1] "Starting iterative with newton 0.021795982461158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217857898689921, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217957376345454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217957376366195, diff to last: 0"
[1] "Final threshold is: 0.00041548694293615"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668484008705794, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0670401742859532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067040175863388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0670401742859532"
[1] "Starting iterative with newton 0.0670401742859532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242454890904822, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242603560569145, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242603560625043, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0242603560569145"
[1] "Starting iterative with newton 0.0242603560569145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023360487498915, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233740575806729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233740575852519, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0233740575806729"
[1] "Starting iterative with newton 0.0233740575806729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233422037001547, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233557477022329, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233557477067927, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0233557477022329"
[1] "Starting iterative with newton 0.0233557477022329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233418260030712, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233553694667123, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233553694712717, diff to last: 0"
[1] "Final threshold is: 0.000445217832245296"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.14500441558651"
[1] "Newton iter: 1, lambda:0.118133393989992, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.118185588627275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.118185588824558, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.118185588627275"
[1] "Starting iterative with newton 0.118185588627275"
[1] "Starting newton at: 0.0142166662259182"
[1] "Newton iter: 1, lambda:0.0523973886353896, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.052461972266765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524619724514532, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0524619724514532"
[1] "Starting iterative with newton 0.0524619724514532"
[1] "Starting newton at: 0.0799402824017403"
[1] "Newton iter: 1, lambda:0.0502317607123865, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0502703808232514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502703808885599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0502703808232514"
[1] "Starting iterative with newton 0.0502703808232514"
[1] "Starting newton at: 0.082131874029942"
[1] "Newton iter: 1, lambda:0.0501515186525247, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0501962510318901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0501962511194724, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0501962511194724"
[1] "Starting iterative with newton 0.0501962511194724"
[1] "Starting newton at: 0.082206003733721"
[1] "Newton iter: 1, lambda:0.0501487955914793, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.050193742536026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0501937426244494, diff to last: 0"
[1] "Final threshold is: 0.000956831330442286"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.351160524104751"
[1] "Newton iter: 1, lambda:0.201177528133102, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.20423685194231, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.204238144641933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204238144642164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.204238144641933"
[1] "Starting iterative with newton 0.204238144641933"
[1] "Starting newton at: 0.0999527572004612"
[1] "Newton iter: 1, lambda:0.0718261000161916, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0718738891611635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718738892991887, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0718738891611635"
[1] "Starting iterative with newton 0.0718738891611635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.06601514195648, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662689772406694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662689809919182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0662689809919182"
[1] "Starting iterative with newton 0.0662689809919182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657753814046077, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0660269675352146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0660269712143286, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0660269675352146"
[1] "Starting iterative with newton 0.0660269675352146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657650217591751, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.066016511000116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0660165146761399, diff to last: 0"
[1] "Final threshold is: 0.00125845698806104"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.286346688264997"
[1] "Newton iter: 1, lambda:0.201927779735442, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.202827493226894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.202827596380981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202827596380983, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.202827596380983"
[1] "Starting iterative with newton 0.202827596380983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0630659727409042, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0632987899636244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0632987931357119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0632987899636244"
[1] "Starting iterative with newton 0.0632987899636244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565772017391813, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567565227206604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567565245217607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0567565227206604"
[1] "Starting iterative with newton 0.0567565227206604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0562714204392658, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0564484282654673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0564484300166478, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0564484282654673"
[1] "Starting iterative with newton 0.0564484282654673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0562570186629518, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.056433917988153, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0564339197370105, diff to last: 0"
[1] "Final threshold is: 0.00107578633861144"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.356763650412763"
[1] "Newton iter: 1, lambda:0.338339026838283, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.33840954152193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.338409542557792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.338409542557792"
[1] "Starting iterative with newton 0.338409542557792"
[1] "Starting newton at: 0.230467128678749"
[1] "Newton iter: 1, lambda:0.148121182510827, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.148931489515029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.14893156826736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14893156826736, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14893156826736"
[1] "Starting iterative with newton 0.14893156826736"
[1] "Starting newton at: 0.216263702606753"
[1] "Newton iter: 1, lambda:0.133333028460597, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.134113775620607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.134113845023183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134113845023184, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134113845023183"
[1] "Starting iterative with newton 0.134113845023183"
[1] "Starting newton at: 0.155784606983356"
[1] "Newton iter: 1, lambda:0.132866771227544, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.132926280349961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132926280751466, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.132926280349961"
[1] "Starting iterative with newton 0.132926280349961"
[1] "Starting newton at: 0.156972171656578"
[1] "Newton iter: 1, lambda:0.132764500737702, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.132830871858512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132830872357783, diff to last: 0"
[1] "Final threshold is: 0.00253212319748754"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.380281305189332"
[1] "Newton iter: 1, lambda:0.50744822162127, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.512592639765776, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.512600823651587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.51260082367227, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.512600823651587"
[1] "Starting iterative with newton 0.512600823651587"
[1] "Starting newton at: 0.261694207713256"
[1] "Newton iter: 1, lambda:0.213569845981743, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.213980085677409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.213980115582584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213980115582584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213980115582584"
[1] "Starting iterative with newton 0.213980115582584"
[1] "Starting newton at: 0.345064314658375"
[1] "Newton iter: 1, lambda:0.173372023379497, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.178111188019567, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178114831552448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178114831554601, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178114831552448"
[1] "Starting iterative with newton 0.178114831552448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169156684437038, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.17375066263205, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.173754045192506, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17375404519434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17375404519434"
[1] "Starting iterative with newton 0.17375404519434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.168660118078306, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173220228638562, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.173223556551388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17322355655316, diff to last: 0"
[1] "Final threshold is: 0.00330211930222272"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.619948485745879"
[1] "Newton iter: 1, lambda:0.486067939323596, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.491415706355677, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.491424555138689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.491424555162886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.491424555138689"
[1] "Starting iterative with newton 0.491424555138689"
[1] "Starting newton at: 0.335800917138213"
[1] "Newton iter: 1, lambda:0.177411416998743, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.181299894581643, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.181302257855576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181302257856449, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.181302257856449"
[1] "Starting iterative with newton 0.181302257856449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145503370318293, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148469293981968, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148470525657128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14847052565734, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.148470525657128"
[1] "Starting iterative with newton 0.148470525657128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142214347976301, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.145011748997499, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145012830927731, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145012830927892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145012830927892"
[1] "Starting iterative with newton 0.145012830927892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141867930569608, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144647948004821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14464901509722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144649015097378, diff to last: 0"
[1] "Final threshold is: 0.00275740964052345"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.33517770912329"
[1] "Starting iterative with newton 2.33517770912329"
[1] "Starting newton at: 0.744598840462153"
[1] "Newton iter: 1, lambda:0.634738992402824, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.639473192338008, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.639482358089679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639482358123982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639482358123982"
[1] "Starting iterative with newton 0.639482358123982"
[1] "Starting newton at: 0.238661830918679"
[1] "Newton iter: 1, lambda:0.362168849591537, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.366614452141829, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.366620153931862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366620153941237, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.366620153931862"
[1] "Starting iterative with newton 0.366620153931862"
[1] "Starting newton at: 0.252289106735052"
[1] "Newton iter: 1, lambda:0.317755775156571, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.318898728867025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318899075633416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318899075633448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318899075633448"
[1] "Starting iterative with newton 0.318899075633448"
[1] "Starting newton at: 0.25982546020259"
[1] "Newton iter: 1, lambda:0.309718888296024, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.310372003693373, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.310372115218498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310372115218501, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.310372115218498"
[1] "Starting iterative with newton 0.310372115218498"
[1] "Starting newton at: 0.261955347207893"
[1] "Newton iter: 1, lambda:0.308280462377911, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.308841824121701, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308841906287897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308841906287898, diff to last: 0"
[1] "Final threshold is: 0.00588737952500117"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.76877784208473"
[1] "Starting iterative with newton 1.76877784208473"
[1] "Starting newton at: 0.740565045606233"
[1] "Newton iter: 1, lambda:0.690225954034607, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.691367402949148, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.691368000932238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691368000932402, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691368000932238"
[1] "Starting iterative with newton 0.691368000932238"
[1] "Starting newton at: 0.495796236886981"
[1] "Newton iter: 1, lambda:0.476222868369004, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.476363555943814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.476363563240795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.476363555943814"
[1] "Starting iterative with newton 0.476363555943814"
[1] "Starting newton at: 0.507398600047296"
[1] "Newton iter: 1, lambda:0.425399755062815, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.427705655518876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.42770750696674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427707506967933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42770750696674"
[1] "Starting iterative with newton 0.42770750696674"
[1] "Starting newton at: 0.504302951503356"
[1] "Newton iter: 1, lambda:0.413719885737932, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.416492018200727, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.416494657010854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416494657013244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.416494657010854"
[1] "Starting iterative with newton 0.416494657010854"
[1] "Starting newton at: 0.506134959001799"
[1] "Newton iter: 1, lambda:0.41084256952544, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.413898091411952, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.413901286946155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413901286949649, diff to last: 0"
[1] "Final threshold is: 0.00789010141611891"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.89811731718147"
[1] "Starting iterative with newton 1.89811731718147"
[1] "Starting newton at: 0.756737242248512"
[1] "Newton iter: 1, lambda:0.678400300722655, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.681097966888041, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.681101261736656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681101261741567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681101261736656"
[1] "Starting iterative with newton 0.681101261736656"
[1] "Starting newton at: 0.489788285421412"
[1] "Newton iter: 1, lambda:0.45056955957764, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.451101443772871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451101542314357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451101542314361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.451101542314357"
[1] "Starting iterative with newton 0.451101542314357"
[1] "Starting newton at: 0.462657560531552"
[1] "Newton iter: 1, lambda:0.40155445111414, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.402763179810429, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.402763657381467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402763657381542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.402763657381542"
[1] "Starting iterative with newton 0.402763657381542"
[1] "Starting newton at: 0.470977439896088"
[1] "Newton iter: 1, lambda:0.390253546180226, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.392327798187449, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.392329185079164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392329185079783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.392329185079164"
[1] "Starting iterative with newton 0.392329185079164"
[1] "Starting newton at: 0.478669949703113"
[1] "Newton iter: 1, lambda:0.387424029225484, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.390061670349272, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.390063906230185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390063906231791, diff to last: 0"
[1] "Final threshold is: 0.00743569511852726"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.09246564839832"
[1] "Starting iterative with newton 1.09246564839832"
[1] "Starting newton at: 0.810826127993112"
[1] "Newton iter: 1, lambda:0.830163156283272, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.830383958692125, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830383987245366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830383987245366, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.830383987245366"
[1] "Starting iterative with newton 0.830383987245366"
[1] "Starting newton at: 0.806732156398208"
[1] "Newton iter: 1, lambda:0.754010222014236, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.75551871048481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.755519973053387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755519973054271, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.755519973053387"
[1] "Starting iterative with newton 0.755519973053387"
[1] "Starting newton at: 0.789012907067657"
[1] "Newton iter: 1, lambda:0.731377709939781, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.733148230491325, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.733149940810466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733149940812061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.733149940812061"
[1] "Starting iterative with newton 0.733149940812061"
[1] "Starting newton at: 0.776438381193679"
[1] "Newton iter: 1, lambda:0.724968991987959, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.726377650732183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.726378727647898, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726378727648527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.726378727647898"
[1] "Starting iterative with newton 0.726378727647898"
[1] "Starting newton at: 0.77838793471777"
[1] "Newton iter: 1, lambda:0.722674380609541, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.724319609476267, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.724321076288224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.72432107628939, diff to last: 0"
[1] "Final threshold is: 0.0138075597490029"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.902417195445181"
[1] "Starting iterative with newton 0.902417195445181"
[1] "Starting newton at: 0.980081112391769"
[1] "Newton iter: 1, lambda:0.894780324462974, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.899252795770113, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.899265689077706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899265689184625, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.899265689077706"
[1] "Starting iterative with newton 0.899265689077706"
[1] "Starting newton at: 0.980997507923091"
[1] "Newton iter: 1, lambda:0.893562968796333, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.898253551544923, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.89826772539727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898267725526399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898267725526399"
[1] "Starting iterative with newton 0.898267725526399"
[1] "Starting newton at: 0.980211941860202"
[1] "Newton iter: 1, lambda:0.893302723560288, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.897937645953969, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.897951482208453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897951482331478, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897951482331478"
[1] "Starting iterative with newton 0.897951482331478"
[1] "Starting newton at: 0.980071104300544"
[1] "Newton iter: 1, lambda:0.893207535818411, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.897837440352932, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.897851245734594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897851245857063, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.897851245857063"
[1] "Starting iterative with newton 0.897851245857063"
[1] "Starting newton at: 0.979591412585157"
[1] "Newton iter: 1, lambda:0.893228018529718, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.897805975790951, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.897819472502279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897819472619331, diff to last: 0"
[1] "Final threshold is: 0.0171149182540984"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.940090641296907"
[1] "Starting iterative with newton 0.940090641296907"
[1] "Starting newton at: 1.03350783670451"
[1] "Newton iter: 1, lambda:0.863543463556994, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.880081871290669, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.880254980534314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.880254999357372, diff to last: 0"
[1] "Newton iter: 5, lambda:0.880254999357373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.880254999357372"
[1] "Starting iterative with newton 0.880254999357372"
[1] "Starting newton at: 0.719652458590686"
[1] "Newton iter: 1, lambda:0.850626071693337, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.86180835194475, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.861886281718955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861886285484852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.861886285484852"
[1] "Starting iterative with newton 0.861886285484852"
[1] "Starting newton at: 0.718222964973138"
[1] "Newton iter: 1, lambda:0.845590331437724, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.85610695474208, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.8561755859103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.856175588819512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.8561755859103"
[1] "Starting iterative with newton 0.8561755859103"
[1] "Starting newton at: 0.719751197127797"
[1] "Newton iter: 1, lambda:0.844297326255883, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.854330787000099, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.854393165256966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.854393167657231, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.854393165256966"
[1] "Starting iterative with newton 0.854393165256966"
[1] "Starting newton at: 0.719148374304229"
[1] "Newton iter: 1, lambda:0.843737579830978, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.853773763357535, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.853836151129118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853836153529185, diff to last: 0"
[1] "Final threshold is: 0.0162764746995747"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674470677054235"
[1] "Starting iterative with newton 0.674470677054235"
[1] "Starting newton at: 1.15146010462329"
[1] "Newton iter: 1, lambda:0.986265891758831, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.00435524598798, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.00459936405753, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00459940807873, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00459940807873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00459940807873"
[1] "Starting iterative with newton 1.00459940807873"
[1] "Starting newton at: 1.24936254662421"
[1] "Newton iter: 1, lambda:1.11215475593593, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.12569875082767, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.12584584090332, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12584585810336, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12584585810337, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12584585810336"
[1] "Starting iterative with newton 1.12584585810336"
[1] "Starting newton at: 1.2891120412356"
[1] "Newton iter: 1, lambda:1.15395241917801, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.16740438845194, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.16755331253913, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16755333062975, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16755333062975, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16755331253913"
[1] "Starting iterative with newton 1.16755331253913"
[1] "Starting newton at: 1.30969371115852"
[1] "Newton iter: 1, lambda:1.16629166701878, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.18144128165781, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.18163206009037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18163209003898, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18163209003899, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18163209003898"
[1] "Starting iterative with newton 1.18163209003898"
[1] "Starting newton at: 1.31878073052012"
[1] "Newton iter: 1, lambda:1.1698256596395, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.18613464304101, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.18635656983651, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18635661048251, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18635661048251, diff to last: 0"
[1] "Final threshold is: 0.0226152328285192"
threshold is:
[{'ad': 0.0004154869429361503, 'da': 0.0004452178322452958, 'dd': 0.000956831330442286}, {'ad': 0.0012584569880610423, 'da': 0.0010757863386114445, 'dd': 0.002532123197487542}, {'ad': 0.003302119302222716, 'da': 0.002757409640523449, 'dd': 0.005887379525001169}, {'ad': 0.007890101416118907, 'da': 0.007435695118527257, 'dd': 0.013807559749002945}, {'ad': 0.01711491825409839, 'da': 0.0162764746995747, 'dd': 0.02261523282851922}]
Number of points in noise estimation: 128
Estimated noise: 0.01906276125466297
0.01906276125466297
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.7758063772546"
[1] "Starting iterative with newton 27.7758063772546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.8192345874597"
[1] "Starting iterative with newton 24.8192345874597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.555732054207"
[1] "Starting iterative with newton 21.555732054207"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.9925197095032"
[1] "Starting iterative with newton 10.9925197095032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.6732237007432"
[1] "Starting iterative with newton 10.6732237007432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.16176220615044"
[1] "Starting iterative with newton 6.16176220615044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18835129736265"
[1] "Starting iterative with newton 4.18835129736265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.48693475294744"
[1] "Starting iterative with newton 4.48693475294744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.33517770912329"
[1] "Starting iterative with newton 2.33517770912329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76877784208473"
[1] "Starting iterative with newton 1.76877784208473"
[1] "Starting newton at: 2.04820848154166"
[1] "Newton iter: 1, lambda:1.57936306330731, diff to last: 0.469"
[1] "Newton iter: 2, lambda:1.52840232131096, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52649974271879, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52649692838874, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52649692838257, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52649692838257"
[1] "Starting iterative with newton 1.52649692838257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89811731718147"
[1] "Starting iterative with newton 1.89811731718147"
[1] "Starting newton at: 2.18536284301406"
[1] "Newton iter: 1, lambda:1.62645392539787, diff to last: 0.559"
[1] "Newton iter: 2, lambda:1.57851468020036, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.57692228689968, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.57692042821535, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57692042821281, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57692042821535"
[1] "Starting iterative with newton 1.57692042821535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.09246564839832"
[1] "Starting iterative with newton 1.09246564839832"
[1] "Starting newton at: 1.28522750560464"
[1] "Newton iter: 1, lambda:1.26719376631844, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.26682487822259, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26682472210082, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26682472210079, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26682472210079"
[1] "Starting iterative with newton 1.26682472210079"
[1] "Starting newton at: 1.43737757595892"
[1] "Newton iter: 1, lambda:1.44925281989208, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.44913896873011, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4491389584077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4491389584077, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4491389584077"
[1] "Starting iterative with newton 1.4491389584077"
[1] "Starting newton at: 1.65742478839293"
[1] "Newton iter: 1, lambda:1.61553290812505, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.61466364818199, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61466323972421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61466323972412, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61466323972412"
[1] "Starting iterative with newton 1.61466323972412"
[1] "Starting newton at: 1.81809400106954"
[1] "Newton iter: 1, lambda:1.72156019741867, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.71874306714254, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.71873984939383, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7187398493896, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71873984939383"
[1] "Starting iterative with newton 1.71873984939383"
[1] "Starting newton at: 1.90842135109396"
[1] "Newton iter: 1, lambda:1.78630214321784, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.78320634421279, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.78320315263364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78320315263022, diff to last: 0"
[1] "Final threshold is: 0.0339927759672175"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.902417195445181"
[1] "Starting iterative with newton 0.902417195445181"
[1] "Starting newton at: 1.42572693129311"
[1] "Newton iter: 1, lambda:1.34434453663279, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.33833550512873, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.33829965882758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33829965754573, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33829965754573"
[1] "Starting iterative with newton 1.33829965754573"
[1] "Starting newton at: 1.68836823567628"
[1] "Newton iter: 1, lambda:1.73522673273347, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.7343695437782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73436929368527, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73436929368525, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73436929368527"
[1] "Starting iterative with newton 1.73436929368527"
[1] "Starting newton at: 1.90715949075594"
[1] "Newton iter: 1, lambda:1.96127112454073, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.96082323620006, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96082321609796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.96082321609796, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.96082321609796"
[1] "Starting iterative with newton 1.96082321609796"
[1] "Starting newton at: 2.14677669049852"
[1] "Newton iter: 1, lambda:2.0749463531233, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.07518768254127, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07518768177692, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07518768177692"
[1] "Starting iterative with newton 2.07518768177692"
[1] "Starting newton at: 2.24816739169509"
[1] "Newton iter: 1, lambda:2.12424866172428, diff to last: 0.124"
[1] "Newton iter: 2, lambda:2.1259743236589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.12597437901058, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12597437901058, diff to last: 0"
[1] "Final threshold is: 0.040526942020609"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.940090641296907"
[1] "Starting iterative with newton 0.940090641296907"
[1] "Starting newton at: 1.27684684165244"
[1] "Newton iter: 1, lambda:1.32314153202498, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.32086089451616, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.3208554918685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32085549183814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3208554918685"
[1] "Starting iterative with newton 1.3208554918685"
[1] "Starting newton at: 1.67010132280557"
[1] "Newton iter: 1, lambda:1.6764912252984, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.67647307304975, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67647307290548, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67647307290548"
[1] "Starting iterative with newton 1.67647307290548"
[1] "Starting newton at: 1.86189380157935"
[1] "Newton iter: 1, lambda:1.90301772189979, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.90264184207494, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90264181635612, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90264181635612, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.90264181635612"
[1] "Starting iterative with newton 1.90264181635612"
[1] "Starting newton at: 2.09346854126842"
[1] "Newton iter: 1, lambda:2.01098010430121, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.01083990009305, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01083989828182, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.01083989828182"
[1] "Starting iterative with newton 2.01083989828182"
[1] "Starting newton at: 2.21190439084228"
[1] "Newton iter: 1, lambda:2.06270454559611, diff to last: 0.149"
[1] "Newton iter: 2, lambda:2.0640785147414, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06407840927304, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06407840927304, diff to last: 0"
[1] "Final threshold is: 0.0393470339268765"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674470677054235"
[1] "Starting iterative with newton 0.674470677054235"
[1] "Starting newton at: 1.5508468169585"
[1] "Newton iter: 1, lambda:1.66877616887321, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.66041704515862, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.66038210727583, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66038210665562, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66038210727583"
[1] "Starting iterative with newton 1.66038210727583"
[1] "Starting newton at: 2.1819380926092"
[1] "Newton iter: 1, lambda:2.13466796901506, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.13504546193716, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13504548061242, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13504548061242, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13504548061242"
[1] "Starting iterative with newton 2.13504548061242"
[1] "Starting newton at: 2.29196833280662"
[1] "Newton iter: 1, lambda:2.32306724143406, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.32327542252987, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32327543274577, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32327543274577, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32327542252987"
[1] "Starting iterative with newton 2.32327542252987"
[1] "Starting newton at: 2.51017127782835"
[1] "Newton iter: 1, lambda:2.3926681676597, diff to last: 0.118"
[1] "Newton iter: 2, lambda:2.39705786184167, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.39706290886229, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39706290886903, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39706290886229"
[1] "Starting iterative with newton 2.39706290886229"
[1] "Starting newton at: 2.57979607572741"
[1] "Newton iter: 1, lambda:2.41175833538639, diff to last: 0.168"
[1] "Newton iter: 2, lambda:2.42131291793168, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.42133735227247, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4213373524353, diff to last: 0"
[1] "Final threshold is: 0.0461573758633678"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03399277596721748}, {'ad': 0.04052694202060897, 'da': 0.03934703392687651, 'dd': 0.046157375863367836}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553300324008803. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009449440550193103
0.009449440550193103
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 56.0333241754222"
[1] "Starting iterative with newton 56.0333241754222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.0689052384745"
[1] "Starting iterative with newton 50.0689052384745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.4853017632284"
[1] "Starting iterative with newton 43.4853017632284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.1756809513081"
[1] "Starting iterative with newton 22.1756809513081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.5315514335629"
[1] "Starting iterative with newton 21.5315514335629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4303868805705"
[1] "Starting iterative with newton 12.4303868805705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.449340509439"
[1] "Starting iterative with newton 8.449340509439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.05168570629712"
[1] "Starting iterative with newton 9.05168570629712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.71085403625492"
[1] "Starting iterative with newton 4.71085403625492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56823131878534"
[1] "Starting iterative with newton 3.56823131878534"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.8291533830574"
[1] "Starting iterative with newton 3.8291533830574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20387775590717"
[1] "Starting iterative with newton 2.20387775590717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.82048486971247"
[1] "Starting iterative with newton 1.82048486971247"
[1] "Starting newton at: 2.12524578297306"
[1] "Newton iter: 1, lambda:1.58877817585559, diff to last: 0.536"
[1] "Newton iter: 2, lambda:1.54019781723036, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.5384847550512, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53848250076881, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5384825007649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5384825007649"
[1] "Starting iterative with newton 1.5384825007649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89648512603423"
[1] "Starting iterative with newton 1.89648512603423"
[1] "Starting newton at: 2.20444806610666"
[1] "Newton iter: 1, lambda:1.61934664888882, diff to last: 0.585"
[1] "Newton iter: 2, lambda:1.57817633756035, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.57700346412384, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57700246420271, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57700246420198, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57700246420271"
[1] "Starting iterative with newton 1.57700246420271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36063859248186"
[1] "Starting iterative with newton 1.36063859248186"
[1] "Starting newton at: 1.58930115650649"
[1] "Newton iter: 1, lambda:1.39032133086248, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.36189304620297, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.36111181112522, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36111120663077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36111120663041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36111120663041"
[1] "Starting iterative with newton 1.36111120663041"
[1] "Starting newton at: 1.59025112684562"
[1] "Newton iter: 1, lambda:1.39086249844423, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.36237716214085, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.36159356544794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36159295783849, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36159295783813, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36159295783849"
[1] "Starting iterative with newton 1.36159295783849"
[1] "Starting newton at: 1.59025112684562"
[1] "Newton iter: 1, lambda:1.39086249844423, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.36237716214085, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.36159356544794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36159295783849, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36159295783813, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.0128662917086564"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.012866291708656429}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553300324008803. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009449440550193103
0.009449440550193103
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352346150927708, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035259896782958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352598967959689, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.035259896782958"
[1] "Starting iterative with newton 0.035259896782958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125131339450029, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125146086419425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012514608641963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0125146086419425"
[1] "Starting iterative with newton 0.0125146086419425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123697859336847, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123712170684178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123712170684369, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123712170684178"
[1] "Starting iterative with newton 0.0123712170684178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012368872239514, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123703031019374, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123703031019566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123703031019374"
[1] "Starting iterative with newton 0.0123703031019374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012368866415302, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123702972759898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123702972760089, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000116892388697862"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414892613211915, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415336907290158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415336907799413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415336907290158"
[1] "Starting iterative with newton 0.0415336907290158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0104988141843398, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104999389781542, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104999389781671, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0104999389781542"
[1] "Starting iterative with newton 0.0104999389781542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0102246215741672, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0102256760047107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0102256760047219, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0102256760047107"
[1] "Starting iterative with newton 0.0102256760047107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0102221967251751, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0102232505478473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0102232505478585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0102232505478473"
[1] "Starting iterative with newton 0.0102232505478473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0102221752808209, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0102232290981184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0102232290981296, diff to last: 0"
[1] "Final threshold is: 9.66037955936742e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749684447520585, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0751849685319316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0751849703347384, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0751849703347384"
[1] "Starting iterative with newton 0.0751849703347384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269870160328077, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270044229300857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270044229373283, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0270044229300857"
[1] "Starting iterative with newton 0.0270044229300857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261889676604366, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262049990338109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262049990398187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0262049990338109"
[1] "Starting iterative with newton 0.0262049990338109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261756112245477, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261916204450971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261916204510862, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0261916204450971"
[1] "Starting iterative with newton 0.0261916204450971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261753876698641, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261913965198633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026191396525852, diff to last: 0"
[1] "Final threshold is: 0.000247494044340982"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105222794782614, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105921194585836, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105921225240085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105921225240085, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.105921225240085"
[1] "Starting iterative with newton 0.105921225240085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0386482017592121, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0386980599049674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038698059987927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.038698059987927"
[1] "Starting iterative with newton 0.038698059987927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369164684710604, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369612576850826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369612577510008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0369612577510008"
[1] "Starting iterative with newton 0.0369612577510008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0368713369844517, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369159984908777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369159985563938, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0369159985563938"
[1] "Starting iterative with newton 0.0369159985563938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0368701605751858, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369148187557712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369148188212768, diff to last: 0"
[1] "Final threshold is: 0.000348824385253813"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968698331141817, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974437627362551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09744378283275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974437828327501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.09744378283275"
[1] "Starting iterative with newton 0.09744378283275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250213032173776, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250398474754788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250398474856652, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0250398474856652"
[1] "Starting iterative with newton 0.0250398474856652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023212767551704, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232281521331963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232281521399543, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0232281521331963"
[1] "Starting iterative with newton 0.0232281521331963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231681953726399, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231835063405874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231835063472745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0231835063472745"
[1] "Starting iterative with newton 0.0231835063472745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231670974163797, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.023182406573551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231824065802364, diff to last: 0"
[1] "Final threshold is: 0.000219060772727176"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.193405047472288, diff to last: 0.193"
[1] "Newton iter: 2, lambda:0.197985071854601, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.197987617166823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197987617167609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197987617167609"
[1] "Starting iterative with newton 0.197987617167609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0788263117223957, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0792379993235897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792380105459492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0792380105459493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0792380105459492"
[1] "Starting iterative with newton 0.0792380105459492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733012767569163, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736459534798782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736459610969771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736459534798782"
[1] "Starting iterative with newton 0.0736459534798782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0730375515786, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733792232974674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733792307707939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0733792307707939"
[1] "Starting iterative with newton 0.0733792307707939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0730249625809263, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733664912930549, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733664987595772, diff to last: 0"
[1] "Final threshold is: 0.000693272297849982"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.238785874378862"
[1] "Newton iter: 1, lambda:0.298254674467523, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.298896161764901, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.298896235805944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.298896235805945, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.298896235805945"
[1] "Starting iterative with newton 0.298896235805945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928225260057964, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935564675586923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935565134246192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935565134246194, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935565134246194"
[1] "Starting iterative with newton 0.0935565134246194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0804547850157551, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0809657770988122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0809657977090128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0809657977090129, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0809657977090128"
[1] "Starting iterative with newton 0.0809657977090128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797021358212918, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802011412426045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802011608006884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802011608006884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0802011608006884"
[1] "Starting iterative with newton 0.0802011608006884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796564425537255, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801547259787459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801547454744246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801547454744247, diff to last: 0"
[1] "Final threshold is: 0.000757417502176435"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.299368708813876"
[1] "Newton iter: 1, lambda:0.261159564333949, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.261395674952333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261395684014552, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261395684014552"
[1] "Starting iterative with newton 0.261395684014552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0766149844409946, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0770304317213336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770304439346097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0770304439346097, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0770304439346097"
[1] "Starting iterative with newton 0.0770304439346097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067396118704953, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676954245729163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676954304758126, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0676954245729163"
[1] "Starting iterative with newton 0.0676954245729163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0669305165335249, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067224593093719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067224598770803, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.067224593093719"
[1] "Starting iterative with newton 0.067224593093719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066907036597134, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067200851011353, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0672008566772452, diff to last: 0"
[1] "Final threshold is: 0.000635010446554164"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.350667375835527"
[1] "Newton iter: 1, lambda:0.459066006739455, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.462482450620157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.462485775252361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462485775255507, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.462485775252361"
[1] "Starting iterative with newton 0.462485775252361"
[1] "Starting newton at: 0.288465568610686"
[1] "Newton iter: 1, lambda:0.180426165469288, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.182169366825508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.182169823559175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182169823559206, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.182169823559206"
[1] "Starting iterative with newton 0.182169823559206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15038801642688, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153526345796399, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153527710002105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153527710002363, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.153527710002363"
[1] "Starting iterative with newton 0.153527710002363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147544928496864, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150538056517856, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150539286240193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1505392862404, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.1505392862404"
[1] "Starting iterative with newton 0.1505392862404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147247592763689, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150225785166832, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150227001489154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150227001489357, diff to last: 0"
[1] "Final threshold is: 0.00141956111960553"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56823131878534"
[1] "Starting iterative with newton 3.56823131878534"
[1] "Starting newton at: 0.582999725347236"
[1] "Newton iter: 1, lambda:0.572097657364285, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.572138892515564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.572138893107395, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572138893107395"
[1] "Starting iterative with newton 0.572138893107395"
[1] "Starting newton at: 0.338545293155718"
[1] "Newton iter: 1, lambda:0.235234911177377, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.237277334201028, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.237278138240398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237278138240522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237278138240398"
[1] "Starting iterative with newton 0.237278138240398"
[1] "Starting newton at: 0.331313199446368"
[1] "Newton iter: 1, lambda:0.193208309631914, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.19648589148965, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196487750046608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196487750047205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.196487750046608"
[1] "Starting iterative with newton 0.196487750046608"
[1] "Starting newton at: 0.338663147790737"
[1] "Newton iter: 1, lambda:0.187573619468704, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.191440900913674, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.191443452735152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191443452736262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191443452735152"
[1] "Starting iterative with newton 0.191443452735152"
[1] "Starting newton at: 0.339469538333181"
[1] "Newton iter: 1, lambda:0.18687816568693, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.190815747666238, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.190818388535315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190818388536503, diff to last: 0"
[1] "Final threshold is: 0.00180312701834811"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.8291533830574"
[1] "Starting iterative with newton 3.8291533830574"
[1] "Starting newton at: 0.611395589047309"
[1] "Newton iter: 1, lambda:0.564323263050166, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.565068194742254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.565068384024948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565068384024961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565068384024948"
[1] "Starting iterative with newton 0.565068384024948"
[1] "Starting newton at: 0.372575643844707"
[1] "Newton iter: 1, lambda:0.224839648918521, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.228863635794963, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228866657814835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228866657816539, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228866657814835"
[1] "Starting iterative with newton 0.228866657814835"
[1] "Starting newton at: 0.348900263099221"
[1] "Newton iter: 1, lambda:0.182827791143635, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.18743690412742, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187440487193736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187440487195901, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187440487193736"
[1] "Starting iterative with newton 0.187440487193736"
[1] "Starting newton at: 0.348944586433585"
[1] "Newton iter: 1, lambda:0.177418558656368, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.182269389068247, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18227330361743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182273303619979, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18227330361743"
[1] "Starting iterative with newton 0.18227330361743"
[1] "Starting newton at: 0.346700589790996"
[1] "Newton iter: 1, lambda:0.176876318020618, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.181624054232372, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181627797638817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181627797641144, diff to last: 0"
[1] "Final threshold is: 0.00171628107607249"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.20387775590717"
[1] "Starting iterative with newton 2.20387775590717"
[1] "Starting newton at: 0.518368058263815"
[1] "Newton iter: 1, lambda:0.639486277330403, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.645867604453259, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.645884767448339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.64588476757224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64588476757224"
[1] "Starting iterative with newton 0.64588476757224"
[1] "Starting newton at: 0.255249843525283"
[1] "Newton iter: 1, lambda:0.381427749725634, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.386321291436941, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.38632856310475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386328563120796, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38632856310475"
[1] "Starting iterative with newton 0.38632856310475"
[1] "Starting newton at: 0.262112190059784"
[1] "Newton iter: 1, lambda:0.335601401816127, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.33713326472409, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.337133926279424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337133926279547, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337133926279547"
[1] "Starting iterative with newton 0.337133926279547"
[1] "Starting newton at: 0.266068692081581"
[1] "Newton iter: 1, lambda:0.326584400502072, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.327606462707597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327606752825068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327606752825091, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.327606752825068"
[1] "Starting iterative with newton 0.327606752825068"
[1] "Starting newton at: 0.265978251962679"
[1] "Newton iter: 1, lambda:0.324791294515597, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.325753654991887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325753911452427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325753911452445, diff to last: 0"
[1] "Final threshold is: 0.00307819222026258"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.82048486971247"
[1] "Starting iterative with newton 1.82048486971247"
[1] "Starting newton at: 0.751389598561331"
[1] "Newton iter: 1, lambda:0.687989330451726, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.689783076065741, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689784546975302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.68978454697629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689784546975302"
[1] "Starting iterative with newton 0.689784546975302"
[1] "Starting newton at: 0.485079858746857"
[1] "Newton iter: 1, lambda:0.465834965139531, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.465968622907868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465968629378494, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.465968629378494"
[1] "Starting iterative with newton 0.465968629378494"
[1] "Starting newton at: 0.501997515589189"
[1] "Newton iter: 1, lambda:0.413146894330088, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.415795267691881, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.415797657925193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415797657927139, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415797657925193"
[1] "Starting iterative with newton 0.415797657925193"
[1] "Starting newton at: 0.515409692268267"
[1] "Newton iter: 1, lambda:0.399899029107128, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.404290536449487, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.40429701432769, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404297014341777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40429701432769"
[1] "Starting iterative with newton 0.40429701432769"
[1] "Starting newton at: 0.511699075138811"
[1] "Newton iter: 1, lambda:0.397351393569688, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.401642183709542, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.401648346648708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401648346661414, diff to last: 0"
[1] "Final threshold is: 0.00379535217386038"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.89648512603423"
[1] "Starting iterative with newton 1.89648512603423"
[1] "Starting newton at: 0.770863013765871"
[1] "Newton iter: 1, lambda:0.675513365220433, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.679433564049826, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.679440441846495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.679440441867637, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.679440441846495"
[1] "Starting iterative with newton 0.679440441846495"
[1] "Starting newton at: 0.50578679153322"
[1] "Newton iter: 1, lambda:0.446147974118532, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.44737458226121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.447375107103622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447375107103718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.447375107103622"
[1] "Starting iterative with newton 0.447375107103622"
[1] "Starting newton at: 0.521428875093749"
[1] "Newton iter: 1, lambda:0.391830348691197, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.397203400981968, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397212848351148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397212848380334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.397212848380334"
[1] "Starting iterative with newton 0.397212848380334"
[1] "Starting newton at: 0.522614408623812"
[1] "Newton iter: 1, lambda:0.379696355321762, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.386124246235884, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.386137568881472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386137568938657, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.386137568938657"
[1] "Starting iterative with newton 0.386137568938657"
[1] "Starting newton at: 0.247998455533299"
[1] "Newton iter: 1, lambda:0.37816628532149, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.383671569269999, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.38368130822955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383681308260006, diff to last: 0"
[1] "Final threshold is: 0.00362557371233545"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36063859248186"
[1] "Starting iterative with newton 1.36063859248186"
[1] "Starting newton at: 0.638677115031697"
[1] "Newton iter: 1, lambda:0.745563230239178, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.751617692998599, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.751636466377165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751636466557245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751636466377165"
[1] "Starting iterative with newton 0.751636466377165"
[1] "Starting newton at: 0.621907908618471"
[1] "Newton iter: 1, lambda:0.608222982275001, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.608307523993725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.60830752723307, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.608307523993725"
[1] "Starting iterative with newton 0.608307523993725"
[1] "Starting newton at: 0.621849901254466"
[1] "Newton iter: 1, lambda:0.56957162993552, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.57075277368741, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570753385558307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570753385558472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.570753385558307"
[1] "Starting iterative with newton 0.570753385558307"
[1] "Starting newton at: 0.626006043456111"
[1] "Newton iter: 1, lambda:0.558722492271165, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.560653581552365, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.560655202593395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560655202594536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.560655202593395"
[1] "Starting iterative with newton 0.560655202593395"
[1] "Starting newton at: 0.627616514272978"
[1] "Newton iter: 1, lambda:0.555722696063143, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.557919341898541, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.557921434386309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557921434388207, diff to last: 0"
[1] "Final threshold is: 0.00527204542591189"
threshold is:
[{'ad': 0.00011689238869786219, 'da': 9.660379559367419e-05, 'dd': 0.00024749404434098234}, {'ad': 0.00034882438525381287, 'da': 0.00021906077272717633, 'dd': 0.000693272297849982}, {'ad': 0.0007574175021764352, 'da': 0.0006350104465541641, 'dd': 0.0014195611196055316}, {'ad': 0.0018031270183481122, 'da': 0.0017162810760724923, 'dd': 0.003078192220262577}, {'ad': 0.0037953521738603845, 'da': 0.0036255737123354467, 'dd': 0.005272045425911893}]
Number of points in noise estimation: 128
Estimated noise: 0.01906276125466297
0.01906276125466297
threshold is:
[{'ad': 0.0037618429927630537, 'da': 0.007051676464540135, 'dd': 0.002523952573845467}, {'ad': 0.0007241148305510148, 'da': 0.002195624507991211, 'dd': 0.0031425602890627208}, {'ad': 0.0023100263138426946, 'da': 0.0019155984053516179, 'dd': 0.0057461673986185435}, {'ad': 0.007143125062825051, 'da': 0.006882769247898086, 'dd': 0.01376872590983923}, {'ad': 0.015948384859849535, 'da': 0.015007220660285021, 'dd': 0.018935477717821392}]
['stjerten256', 0.075, 1, 0.0008490221051290601, 0.0005786394679942405, 0.0006347589049519506, 0.0010135032294010364, 0.0005610053219427881, 0.0007879213890589468, 0.0007504282839483523, 0.0008447547567142507, 30.71081002323071, 32.3759194720458, 31.973911977494488, 29.941748631438237, 32.51033018816169, 31.035171099228165, 31.24690805584207, 30.732693540852534]
stjerten256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.01917534957255621
0.01917534957255621
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0215370515517543"
[1] "Newton iter: 1, lambda:0.0917326504684082, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0920237579435224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0920237629431533, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0920237579435224"
[1] "Starting iterative with newton 0.0920237579435224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032550777822218, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325829471110523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325829471424724, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0325829471424724"
[1] "Starting iterative with newton 0.0325829471424724"
[1] "Starting newton at: 0.054190200758162"
[1] "Newton iter: 1, lambda:0.0313641201757263, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0313795157235715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313795157305749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0313795157235715"
[1] "Starting iterative with newton 0.0313795157235715"
[1] "Starting newton at: 0.0553936321770629"
[1] "Newton iter: 1, lambda:0.0313379220537195, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0313550116067324, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031355011615357, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0313550116067324"
[1] "Starting iterative with newton 0.0313550116067324"
[1] "Starting newton at: 0.055418136293902"
[1] "Newton iter: 1, lambda:0.0313373876462544, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0313545126021304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313545126107906, diff to last: 0"
[1] "Final threshold is: 0.000601233739822969"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0704490038138166, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0706732334810788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0706732357502208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0706732357502208"
[1] "Starting iterative with newton 0.0706732357502208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158277006440189, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158329576534355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158329576540155, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0158329576534355"
[1] "Starting iterative with newton 0.0158329576534355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148160952008341, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014820557304612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148205573050167, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.014820557304612"
[1] "Starting iterative with newton 0.014820557304612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0147977246191154, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148021729750456, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148021729754476, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0148021729754476"
[1] "Starting iterative with newton 0.0148021729754476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014797391129254, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014801839235838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148018392362399, diff to last: 0"
[1] "Final threshold is: 0.000283830441663972"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0923641422933882, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928484284056249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0928484416953845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928484416953845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0928484284056249"
[1] "Starting iterative with newton 0.0928484284056249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356569483029102, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357014107825852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0357014108517123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0357014107825852"
[1] "Starting iterative with newton 0.0357014107825852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339631422986204, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340027662361012, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340027662900302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0340027662900302"
[1] "Starting iterative with newton 0.0340027662900302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339127914668661, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339522764726395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339522765261618, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0339522764726395"
[1] "Starting iterative with newton 0.0339522764726395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339112948884015, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339507757689848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339507758224951, diff to last: 0"
[1] "Final threshold is: 0.000651017993629755"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.233868055201264"
[1] "Newton iter: 1, lambda:0.210639756521124, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.210710576630628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210710577290454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210710577290454"
[1] "Starting iterative with newton 0.210710577290454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0739020572637319, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0742795070202464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0742795168603215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0742795070202464"
[1] "Starting iterative with newton 0.0742795070202464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0666945950366749, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.066988654974142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0669886606886052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.066988654974142"
[1] "Starting iterative with newton 0.066988654974142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663084320998451, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665983641906149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665983697318419, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0665983641906149"
[1] "Starting iterative with newton 0.0665983641906149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662877618496515, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665774739400056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665774794720802, diff to last: 0"
[1] "Final threshold is: 0.00127664633645736"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.199167555801479"
[1] "Newton iter: 1, lambda:0.21848198754253, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.218530596036281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218530596343442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.218530596343442"
[1] "Starting iterative with newton 0.218530596343442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755269111017747, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.07589794615302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0758979551038423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0758979551038423"
[1] "Starting iterative with newton 0.0758979551038423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0688174210894159, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0691127012319209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0691127066665516, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0691127066665516"
[1] "Starting iterative with newton 0.0691127066665516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0684932350630951, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0687851439064525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0687851492068996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0687851439064525"
[1] "Starting iterative with newton 0.0687851439064525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0684775760374951, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0687693226726852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0687693279667226, diff to last: 0"
[1] "Final threshold is: 0.00131867590363167"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.550307937791755"
[1] "Newton iter: 1, lambda:0.321874540722061, diff to last: 0.228"
[1] "Newton iter: 2, lambda:0.331850826097505, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.331870744454283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331870744533563, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331870744454283"
[1] "Starting iterative with newton 0.331870744454283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137428635344769, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.13955997879925, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139560490531802, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139560490531831, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139560490531802"
[1] "Starting iterative with newton 0.139560490531802"
[1] "Starting newton at: 0.17520470393025"
[1] "Newton iter: 1, lambda:0.12519697932354, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.125463036023512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125463043563761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125463043563761"
[1] "Starting iterative with newton 0.125463043563761"
[1] "Starting newton at: 0.175964302680636"
[1] "Newton iter: 1, lambda:0.124115282404974, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.124400108240646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12440011684678, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12440011684678"
[1] "Starting iterative with newton 0.12440011684678"
[1] "Starting newton at: 0.177027229397617"
[1] "Newton iter: 1, lambda:0.124022211462545, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.124319777806632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124319787196993, diff to last: 0"
[1] "Final threshold is: 0.00238387519822469"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.62262938493701"
[1] "Newton iter: 1, lambda:0.501613812295032, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.505942945420047, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.505948689729932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505948689740035, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.505948689740035"
[1] "Starting iterative with newton 0.505948689740035"
[1] "Starting newton at: 0.273983723663939"
[1] "Newton iter: 1, lambda:0.201633108508736, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.202495210105072, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.202495332994367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202495332994369, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.202495332994367"
[1] "Starting iterative with newton 0.202495332994367"
[1] "Starting newton at: 0.306326852483627"
[1] "Newton iter: 1, lambda:0.166998781362701, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.169901503594874, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.169902770869996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169902770870238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.169902770869996"
[1] "Starting iterative with newton 0.169902770869996"
[1] "Starting newton at: 0.32170648795948"
[1] "Newton iter: 1, lambda:0.162578300526664, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.166321515371084, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.166323600383527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166323600384174, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.166323600383527"
[1] "Starting iterative with newton 0.166323600383527"
[1] "Starting newton at: 0.325165544742135"
[1] "Newton iter: 1, lambda:0.16199696029151, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.165927300774385, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165929596753266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16592959675405, diff to last: 0"
[1] "Final threshold is: 0.00318175802217717"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.360938003345989"
[1] "Newton iter: 1, lambda:0.493059092264786, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.498616088619858, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.498625657299914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.498625657328246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.498625657299914"
[1] "Starting iterative with newton 0.498625657299914"
[1] "Starting newton at: 0.320788221652073"
[1] "Newton iter: 1, lambda:0.188190795685405, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.190882656618697, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.190883773773379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190883773773572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190883773773379"
[1] "Starting iterative with newton 0.190883773773379"
[1] "Starting newton at: 0.316129502212729"
[1] "Newton iter: 1, lambda:0.156701509674477, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.16024503534496, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160246797173014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16024679717345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.160246797173014"
[1] "Starting iterative with newton 0.160246797173014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153811408477704, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157103749784094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157105256091294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157105256091609, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.157105256091294"
[1] "Starting iterative with newton 0.157105256091294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153504851398473, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156780792884934, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156782282743228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156782282743536, diff to last: 0"
[1] "Final threshold is: 0.00300635507839065"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.27715424448563"
[1] "Starting iterative with newton 2.27715424448563"
[1] "Starting newton at: 0.616952720500679"
[1] "Newton iter: 1, lambda:0.636377149045177, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.636528641732905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.636528650889547, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636528641732905"
[1] "Starting iterative with newton 0.636528641732905"
[1] "Starting newton at: 0.489379009763959"
[1] "Newton iter: 1, lambda:0.367558208010529, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.37187402600494, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371879548933325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371879548942364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371879548933325"
[1] "Starting iterative with newton 0.371879548933325"
[1] "Starting newton at: 0.266142070212827"
[1] "Newton iter: 1, lambda:0.321111321147787, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.321943073107833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321943262725984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321943262725993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.321943262725993"
[1] "Starting iterative with newton 0.321943262725993"
[1] "Starting newton at: 0.266249737675143"
[1] "Newton iter: 1, lambda:0.311771328252437, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.312332259584272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.312332344467631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312332344467633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.312332344467633"
[1] "Starting iterative with newton 0.312332344467633"
[1] "Starting newton at: 0.275239604321102"
[1] "Newton iter: 1, lambda:0.310147407250723, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.310475992707291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310476021744166, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310476021744166, diff to last: 0"
[1] "Final threshold is: 0.00595348625084095"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.83368526194132"
[1] "Starting iterative with newton 1.83368526194132"
[1] "Starting newton at: 0.755467692589291"
[1] "Newton iter: 1, lambda:0.69912246387275, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.700589318800499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.700590334504002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.700590334504489, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.700590334504002"
[1] "Starting iterative with newton 0.700590334504002"
[1] "Starting newton at: 0.483626888777498"
[1] "Newton iter: 1, lambda:0.466366782037625, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.466475535809243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.466475540140674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.466475535809243"
[1] "Starting iterative with newton 0.466475535809243"
[1] "Starting newton at: 0.51859005236944"
[1] "Newton iter: 1, lambda:0.409105145281048, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.413130485327055, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.41313603275203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413136032762559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.413136032762559"
[1] "Starting iterative with newton 0.413136032762559"
[1] "Starting newton at: 0.51799521348031"
[1] "Newton iter: 1, lambda:0.395837917747213, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.400759912522121, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.400768071880711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400768071903119, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.400768071903119"
[1] "Starting iterative with newton 0.400768071903119"
[1] "Starting newton at: 0.520847863371162"
[1] "Newton iter: 1, lambda:0.392469519557016, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.397879378699172, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397889198141248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397889198173576, diff to last: 0"
[1] "Final threshold is: 0.00762966446550251"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.86206328678438"
[1] "Starting iterative with newton 1.86206328678438"
[1] "Starting newton at: 0.710281335331597"
[1] "Newton iter: 1, lambda:0.69140959158747, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.691571599144364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.691571611165463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691571611165463, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691571611165463"
[1] "Starting iterative with newton 0.691571611165463"
[1] "Starting newton at: 0.506829789049027"
[1] "Newton iter: 1, lambda:0.461162945683245, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.461904664940673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461904862363541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461904862363555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.461904862363555"
[1] "Starting iterative with newton 0.461904862363555"
[1] "Starting newton at: 0.515186449098899"
[1] "Newton iter: 1, lambda:0.408001653403501, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.411796062105577, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.411800908366646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411800908374547, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.411800908366646"
[1] "Starting iterative with newton 0.411800908366646"
[1] "Starting newton at: 0.505895076827281"
[1] "Newton iter: 1, lambda:0.396790947073741, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.400665980895331, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.40067096003854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400670960046756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40067096003854"
[1] "Starting iterative with newton 0.40067096003854"
[1] "Starting newton at: 0.507874024307326"
[1] "Newton iter: 1, lambda:0.393977681334457, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.398183369335756, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.398189214918549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398189214929836, diff to last: 0"
[1] "Final threshold is: 0.00763541739230132"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.08350089338066"
[1] "Starting iterative with newton 1.08350089338066"
[1] "Starting newton at: 0.79102022156557"
[1] "Newton iter: 1, lambda:0.828711484553183, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.829552743581603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.829553156278839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.829553156278938, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.829553156278839"
[1] "Starting iterative with newton 0.829553156278839"
[1] "Starting newton at: 0.781999576559188"
[1] "Newton iter: 1, lambda:0.758159752211268, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.758470929689037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.758470983216393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758470983216394, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.758470983216394"
[1] "Starting iterative with newton 0.758470983216394"
[1] "Starting newton at: 0.761182462405452"
[1] "Newton iter: 1, lambda:0.737276254541134, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.737584375430128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.737584427090221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737584427090222, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.737584427090221"
[1] "Starting iterative with newton 0.737584427090221"
[1] "Starting newton at: 0.765018749385998"
[1] "Newton iter: 1, lambda:0.730727368066419, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.731355859654471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.731356073606054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731356073606079, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.731356073606054"
[1] "Starting iterative with newton 0.731356073606054"
[1] "Starting newton at: 0.765335829759408"
[1] "Newton iter: 1, lambda:0.728777684470023, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.729490395948789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.729490670702422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729490670702463, diff to last: 0"
[1] "Final threshold is: 0.0139882386206374"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.913111900351346"
[1] "Starting iterative with newton 0.913111900351346"
[1] "Starting newton at: 0.974167994470844"
[1] "Newton iter: 1, lambda:0.898060468963937, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.901658405634046, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.901666790646185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901666790691647, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.901666790646185"
[1] "Starting iterative with newton 0.901666790646185"
[1] "Starting newton at: 0.965764097775729"
[1] "Newton iter: 1, lambda:0.894880911633171, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.898004058756488, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.898010360109652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898010360135265, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898010360109652"
[1] "Starting iterative with newton 0.898010360109652"
[1] "Starting newton at: 0.965974032935946"
[1] "Newton iter: 1, lambda:0.893579729808699, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.896832412349178, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.89683924239915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896839242429218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.89683924239915"
[1] "Starting iterative with newton 0.89683924239915"
[1] "Starting newton at: 0.965919811798232"
[1] "Newton iter: 1, lambda:0.893173919432114, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.896456884023241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.896463840217116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896463840248297, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.896463840248297"
[1] "Starting iterative with newton 0.896463840248297"
[1] "Starting newton at: 0.965361498154087"
[1] "Newton iter: 1, lambda:0.893096351562203, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.896336697453583, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.896343473534728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896343473564313, diff to last: 0"
[1] "Final threshold is: 0.0171876994421077"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.946450329395464"
[1] "Starting iterative with newton 0.946450329395464"
[1] "Starting newton at: 0.744958184481539"
[1] "Newton iter: 1, lambda:0.863413938143274, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.872554708480645, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.872606858725403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.872606860415801, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.872606860415801"
[1] "Starting iterative with newton 0.872606860415801"
[1] "Starting newton at: 0.740011771597459"
[1] "Newton iter: 1, lambda:0.843478319636225, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.850297600454532, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.850326134090319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850326134588378, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.850326134090319"
[1] "Starting iterative with newton 0.850326134090319"
[1] "Starting newton at: 0.736014573062482"
[1] "Newton iter: 1, lambda:0.837015168351093, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.843473575759071, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.84349904051979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843499040914553, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.84349904051979"
[1] "Starting iterative with newton 0.84349904051979"
[1] "Starting newton at: 0.734343337191925"
[1] "Newton iter: 1, lambda:0.834972364981186, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.841372093656037, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.841397059604453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.841397059983334, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.841397059604453"
[1] "Starting iterative with newton 0.841397059604453"
[1] "Starting newton at: 0.733894434543156"
[1] "Newton iter: 1, lambda:0.834350045274368, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.840724163067039, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.840748917848379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.840748918220707, diff to last: 0"
[1] "Final threshold is: 0.0161216544096305"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674293182923407"
[1] "Starting iterative with newton 0.674293182923407"
[1] "Starting newton at: 1.11898549532441"
[1] "Newton iter: 1, lambda:1.01586271613813, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.02338958382737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02343261467083, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02343261607119, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02343261467083"
[1] "Starting iterative with newton 1.02343261467083"
[1] "Starting newton at: 1.24596443170838"
[1] "Newton iter: 1, lambda:1.1484357602424, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.15567755385648, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.15572065141987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15572065293893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15572065141987"
[1] "Starting iterative with newton 1.15572065141987"
[1] "Starting newton at: 1.28183200986533"
[1] "Newton iter: 1, lambda:1.19688059674937, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.20256915019699, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.20259646888405, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2025964695116, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20259646888405"
[1] "Starting iterative with newton 1.20259646888405"
[1] "Starting newton at: 1.28211699845033"
[1] "Newton iter: 1, lambda:1.21526456422135, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.21887054658236, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.21888161479157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21888161489558, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21888161489558"
[1] "Starting iterative with newton 1.21888161489558"
[1] "Starting newton at: 1.29131198092092"
[1] "Newton iter: 1, lambda:1.22043579021456, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.22448815032083, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.2245021796817, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22450217984937, diff to last: 0"
[1] "Final threshold is: 0.0234802573477537"
threshold is:
[{'ad': 0.0006012337398229686, 'da': 0.00028383044166397167, 'dd': 0.0006510179936297549}, {'ad': 0.0012766463364573576, 'da': 0.0013186759036316726, 'dd': 0.002383875198224691}, {'ad': 0.0031817580221771727, 'da': 0.0030063550783906473, 'dd': 0.005953486250840954}, {'ad': 0.007629664465502509, 'da': 0.0076354173923013175, 'dd': 0.01398823862063743}, {'ad': 0.017187699442107695, 'da': 0.016121654409630534, 'dd': 0.02348025734775372}]
Number of points in noise estimation: 128
Estimated noise: 0.01917534957255621
0.01917534957255621
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.273444243346"
[1] "Starting iterative with newton 27.273444243346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.8885166697479"
[1] "Starting iterative with newton 23.8885166697479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.2632380941825"
[1] "Starting iterative with newton 21.2632380941825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.379890580338"
[1] "Starting iterative with newton 11.379890580338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.5889693388813"
[1] "Starting iterative with newton 10.5889693388813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.40815982854473"
[1] "Starting iterative with newton 6.40815982854473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.31841986622278"
[1] "Starting iterative with newton 4.31841986622278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.46331827577469"
[1] "Starting iterative with newton 4.46331827577469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27715424448563"
[1] "Starting iterative with newton 2.27715424448563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.83368526194132"
[1] "Starting iterative with newton 1.83368526194132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.86206328678438"
[1] "Starting iterative with newton 1.86206328678438"
[1] "Starting newton at: 2.14507024304927"
[1] "Newton iter: 1, lambda:1.59764627450378, diff to last: 0.547"
[1] "Newton iter: 2, lambda:1.54901271343368, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.54730880373567, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5473065908375, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54730659083376, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54730659083376"
[1] "Starting iterative with newton 1.54730659083376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08350089338066"
[1] "Starting iterative with newton 1.08350089338066"
[1] "Starting newton at: 1.25696836508177"
[1] "Newton iter: 1, lambda:1.28958485037777, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.28838794838604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28838636065118, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28838636064839, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28838636065118"
[1] "Starting iterative with newton 1.28838636065118"
[1] "Starting newton at: 1.46598228072236"
[1] "Newton iter: 1, lambda:1.50812983061171, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.5068070873536, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50680585122571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50680585122463, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50680585122463"
[1] "Starting iterative with newton 1.50680585122463"
[1] "Starting newton at: 1.69684062257487"
[1] "Newton iter: 1, lambda:1.6789618254397, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.67881970986851, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67881970051407, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67881970051407"
[1] "Starting iterative with newton 1.67881970051407"
[1] "Starting newton at: 1.88141447612837"
[1] "Newton iter: 1, lambda:1.79692694165669, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.79519441516522, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.79519343129423, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79519343129391, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79519343129423"
[1] "Starting iterative with newton 1.79519343129423"
[1] "Starting newton at: 1.99228664211404"
[1] "Newton iter: 1, lambda:1.86233000733974, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.85998160750249, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.85998015686319, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85998015686263, diff to last: 0"
[1] "Final threshold is: 0.0356657697058588"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.913111900351346"
[1] "Starting iterative with newton 0.913111900351346"
[1] "Starting newton at: 1.22285516670821"
[1] "Newton iter: 1, lambda:1.34144300495729, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.32666123180438, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.32644053074211, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32644048095675, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32644048095675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32644048095675"
[1] "Starting iterative with newton 1.32644048095675"
[1] "Starting newton at: 1.67487605591155"
[1] "Newton iter: 1, lambda:1.71227339124286, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.71169544397058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.71169531929771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7116953192977, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.7116953192977"
[1] "Starting iterative with newton 1.7116953192977"
[1] "Starting newton at: 1.87669387712073"
[1] "Newton iter: 1, lambda:1.94357154916558, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.94273877008806, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.94273868670431, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94273868670431, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94273868670431"
[1] "Starting iterative with newton 1.94273868670431"
[1] "Starting newton at: 2.13384246952697"
[1] "Newton iter: 1, lambda:2.06076040549216, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.06094497876593, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06094497783075, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06094497783075"
[1] "Starting iterative with newton 2.06094497783075"
[1] "Starting newton at: 2.25163045868231"
[1] "Newton iter: 1, lambda:2.11124915710413, diff to last: 0.14"
[1] "Newton iter: 2, lambda:2.11348072430736, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.11348075407187, diff to last: 0"
[1] "Newton iter: 4, lambda:2.11348075407187, diff to last: 0"
[1] "Final threshold is: 0.0405267322741978"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.946450329395464"
[1] "Starting iterative with newton 0.946450329395464"
[1] "Starting newton at: 1.28049804283576"
[1] "Newton iter: 1, lambda:1.32861329082894, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.32616362876249, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.32615743631725, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32615743627761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32615743627761"
[1] "Starting iterative with newton 1.32615743627761"
[1] "Starting newton at: 1.69994924297325"
[1] "Newton iter: 1, lambda:1.67622323029487, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.67598845785308, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67598843347364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67598843347364, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67598843347364"
[1] "Starting iterative with newton 1.67598843347364"
[1] "Starting newton at: 1.85867514905629"
[1] "Newton iter: 1, lambda:1.8865187699159, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.88633983959524, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88633983308019, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88633983959524"
[1] "Starting iterative with newton 1.88633983959524"
[1] "Starting newton at: 2.07724836150414"
[1] "Newton iter: 1, lambda:1.99939480461941, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.99915252276286, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99915251642226, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99915251642226"
[1] "Starting iterative with newton 1.99915251642226"
[1] "Starting newton at: 2.20167201119997"
[1] "Newton iter: 1, lambda:2.05366208036852, diff to last: 0.148"
[1] "Newton iter: 2, lambda:2.05471430488942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05471422803304, diff to last: 0"
[1] "Newton iter: 4, lambda:2.05471422803303, diff to last: 0"
[1] "Final threshold is: 0.0393998635942384"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674293182923407"
[1] "Starting iterative with newton 0.674293182923407"
[1] "Starting newton at: 1.52092699841207"
[1] "Newton iter: 1, lambda:1.69210857670997, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.67433726335455, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.67419083871503, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67419082839676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67419082839676, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67419082839676"
[1] "Starting iterative with newton 1.67419082839676"
[1] "Starting newton at: 2.19579028726563"
[1] "Newton iter: 1, lambda:2.15379751209428, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.15414212420732, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15414214347191, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15414214347191, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15414212420732"
[1] "Starting iterative with newton 2.15414212420732"
[1] "Starting newton at: 2.31983500556855"
[1] "Newton iter: 1, lambda:2.3420918038691, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.34221605602616, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34221606011694, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34221605602616"
[1] "Starting iterative with newton 2.34221605602616"
[1] "Starting newton at: 2.49566887842694"
[1] "Newton iter: 1, lambda:2.41378304531871, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.41600280422471, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.41600424367479, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4160042436754, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41600424367479"
[1] "Starting iterative with newton 2.41600424367479"
[1] "Starting newton at: 2.55946529544718"
[1] "Newton iter: 1, lambda:2.43742790765901, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.44265285540703, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.44266103872955, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4426610387498, diff to last: 0"
[1] "Final threshold is: 0.0468388793049023"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03566576970585881}, {'ad': 0.04052673227419785, 'da': 0.039399863594238416, 'dd': 0.0468388793049023}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.548302124261154. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009442456790089716
0.009442456790089716
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 55.3857792563763"
[1] "Starting iterative with newton 55.3857792563763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.5118087480176"
[1] "Starting iterative with newton 48.5118087480176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.1805019143296"
[1] "Starting iterative with newton 43.1805019143296"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.1098097482897"
[1] "Starting iterative with newton 23.1098097482897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.5036396988584"
[1] "Starting iterative with newton 21.5036396988584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.0134251668616"
[1] "Starting iterative with newton 13.0134251668616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.76966793459973"
[1] "Starting iterative with newton 8.76966793459973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.06392161427569"
[1] "Starting iterative with newton 9.06392161427569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.62435038246303"
[1] "Starting iterative with newton 4.62435038246303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72377196797689"
[1] "Starting iterative with newton 3.72377196797689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.78140088369674"
[1] "Starting iterative with newton 3.78140088369674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20032867024151"
[1] "Starting iterative with newton 2.20032867024151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.85430977099889"
[1] "Starting iterative with newton 1.85430977099889"
[1] "Starting newton at: 2.15520804032407"
[1] "Newton iter: 1, lambda:1.59598705934692, diff to last: 0.559"
[1] "Newton iter: 2, lambda:1.54899143787763, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.54740002447501, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.54739809705853, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5473980970557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5473980970557"
[1] "Starting iterative with newton 1.5473980970557"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.92201206981076"
[1] "Starting iterative with newton 1.92201206981076"
[1] "Starting newton at: 2.22792023468812"
[1] "Newton iter: 1, lambda:1.63460895004501, diff to last: 0.593"
[1] "Newton iter: 2, lambda:1.59611283370448, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.59511798091924, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.59511728441758, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59511728441724, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59511728441724"
[1] "Starting iterative with newton 1.59511728441724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36932662593895"
[1] "Starting iterative with newton 1.36932662593895"
[1] "Starting newton at: 1.58482830436775"
[1] "Newton iter: 1, lambda:1.3804271344612, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.35006523443005, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.34915665841645, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34915582397562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34915582397491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34915582397491"
[1] "Starting iterative with newton 1.34915582397491"
[1] "Starting newton at: 1.56576268347383"
[1] "Newton iter: 1, lambda:1.35966858463166, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.32729022951213, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.32621259755407, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32621137346144, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32621137345986, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32621137346144"
[1] "Starting iterative with newton 1.32621137346144"
[1] "Starting newton at: 1.54344531153815"
[1] "Newton iter: 1, lambda:1.33425863548024, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.29898486637834, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.297638099978, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29763608692759, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29763608692308, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29763608692308"
[1] "Starting iterative with newton 1.29763608692308"
[1] "Starting newton at: 1.51502311306701"
[1] "Newton iter: 1, lambda:1.30249877817425, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.26347335720964, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.26171539837871, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26171174204398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26171174202815, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26171174202815"
[1] "Starting iterative with newton 1.26171174202815"
[1] "Starting newton at: 1.47755454896092"
[1] "Newton iter: 1, lambda:1.2599251273457, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.21515253275219, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.21262921199651, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.21262100256307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2126210024761, diff to last: 0"
[1] "Final threshold is: 0.011450121419457"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.01145012141945702}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.548302124261154. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009442456790089716
0.009442456790089716
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0361633797120149"
[1] "Newton iter: 1, lambda:0.0487017234833621, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0487070653076708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487070653086402, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0487070653076708"
[1] "Starting iterative with newton 0.0487070653076708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192209035790552, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192263633040502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192263633044906, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0192263633040502"
[1] "Starting iterative with newton 0.0192263633040502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0189330753124768, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0189383469039604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.018938346904369, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0189383469039604"
[1] "Starting iterative with newton 0.0189383469039604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018930226401657, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0189354961568667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.018935496157275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.018935496157275"
[1] "Starting iterative with newton 0.018935496157275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0189301982000195, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0189354679370542, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0189354679374626, diff to last: 0"
[1] "Final threshold is: 0.000178797337795764"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0322210188177248, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0322440976702226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322440976820599, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0322440976702226"
[1] "Starting iterative with newton 0.0322440976702226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00289552933055971, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00289558046586144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00289558046586145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00289558046586144"
[1] "Starting iterative with newton 0.00289558046586144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00274758631209918, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00274763098864015, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00274763098864016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00274763098864015"
[1] "Starting iterative with newton 0.00274763098864015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00274685439784344, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00274689904370567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00274689904370568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00274689904370567"
[1] "Starting iterative with newton 0.00274689904370567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00274685077721632, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00274689542292681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00274689542292683, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.59374413378816e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0737771460765275"
[1] "Newton iter: 1, lambda:0.0549617914659551, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0549740676281731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.054974067633401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0549740676281731"
[1] "Starting iterative with newton 0.0549740676281731"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014255845490343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0142594401478932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0142594401481218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0142594401481218"
[1] "Starting iterative with newton 0.0142594401481218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0135914675296296, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0135946772605053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0135946772606843, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0135946772606843"
[1] "Starting iterative with newton 0.0135946772606843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0135807207163463, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0135839244149853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0135839244151636, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0135839244149853"
[1] "Starting iterative with newton 0.0135839244149853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0135805469091478, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0135837505102787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.013583750510457, diff to last: 0"
[1] "Final threshold is: 0.000128263977240666"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.140189854603291"
[1] "Newton iter: 1, lambda:0.119085366607864, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.119117063004433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119117063076035, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119117063004433"
[1] "Starting iterative with newton 0.119117063004433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318507453336684, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0318832478852611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0318832479191087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0318832479191087"
[1] "Starting iterative with newton 0.0318832479191087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296144938469454, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296415807433041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0296415807659655, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0296415807433041"
[1] "Starting iterative with newton 0.0296415807433041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02955751397492, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0295844708041535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0295844708265761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0295844708041535"
[1] "Starting iterative with newton 0.0295844708041535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0295560626909499, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0295830162123725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0295830162347891, diff to last: 0"
[1] "Final threshold is: 0.000279336352305851"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108851369720296, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109652165690279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109652208897749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109652208897749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109652208897749"
[1] "Starting iterative with newton 0.109652208897749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367070712119075, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367561916260183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367561917139669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367561917139669"
[1] "Starting iterative with newton 0.0367561917139669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0346145368871815, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346570968729087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346570969372439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0346570968729087"
[1] "Starting iterative with newton 0.0346570968729087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345548422359968, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345972223643386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345972224280813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0345972223643386"
[1] "Starting iterative with newton 0.0345972223643386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345531400195282, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345955150250863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345955150888121, diff to last: 0"
[1] "Final threshold is: 0.000326666655755277"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.182832096217359"
[1] "Newton iter: 1, lambda:0.184647779842613, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.184648152738568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.184648152738584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.184648152738584"
[1] "Starting iterative with newton 0.184648152738584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733256219429636, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736670663846284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736670737829794, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0736670737829794"
[1] "Starting iterative with newton 0.0736670737829794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0682279249881192, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0685146841318062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0685146891946388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0685146841318062"
[1] "Starting iterative with newton 0.0685146841318062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0679872698256687, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0682715956165248, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0682716005866016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0682715956165248"
[1] "Starting iterative with newton 0.0682715956165248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0679759065554896, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068260117774435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0682601227401676, diff to last: 0"
[1] "Final threshold is: 0.000644543259460253"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.392015262846666"
[1] "Newton iter: 1, lambda:0.271652614987876, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.274052267690219, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.274053238587922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274053238588081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.274053238587922"
[1] "Starting iterative with newton 0.274053238587922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0921886750372055, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.092890871081548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928909117897247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928909117897248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0928909117897247"
[1] "Starting iterative with newton 0.0928909117897247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0813680404306902, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0818840335616058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0818840543030375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0818840543030375, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0818840543030375"
[1] "Starting iterative with newton 0.0818840543030375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0807072640334814, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0812130051121833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0812130249631891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0812130249631891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0812130249631891"
[1] "Starting iterative with newton 0.0812130249631891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806669702139251, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811720901838622, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0811721099816064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811721099816064, diff to last: 0"
[1] "Final threshold is: 0.000766464141061729"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.5040379762006"
[1] "Newton iter: 1, lambda:0.243805179274428, diff to last: 0.26"
[1] "Newton iter: 2, lambda:0.254101178422834, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.254117954642739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25411795468723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25411795468723"
[1] "Starting iterative with newton 0.25411795468723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0871253158635673, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877258902118006, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877259187312119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877259187312119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0877259187312119"
[1] "Starting iterative with newton 0.0877259187312119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.077603698115196, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780539909550694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0780540061110158, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0780540061110158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0780540061110158"
[1] "Starting iterative with newton 0.0780540061110158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770483485893276, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0774906893541578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0774907039293315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0774907039293315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0774907039293315"
[1] "Starting iterative with newton 0.0774907039293315"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770160030071064, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0774578832897595, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0774578978316818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0774578978316818, diff to last: 0"
[1] "Final threshold is: 0.00073139285332684"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.628732528256222"
[1] "Newton iter: 1, lambda:0.466362246663403, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.473745137555106, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.473761126035848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.473761126110701, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.473761126035848"
[1] "Starting iterative with newton 0.473761126035848"
[1] "Starting newton at: 0.32620243431882"
[1] "Newton iter: 1, lambda:0.169968516137835, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.173580662131889, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173582608378528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173582608379093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.173582608379093"
[1] "Starting iterative with newton 0.173582608379093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139899472276951, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142540821212534, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142541762010316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142541762010435, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142541762010435"
[1] "Starting iterative with newton 0.142541762010435"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136825286439189, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139323027915185, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139323859709844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139323859709936, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139323859709844"
[1] "Starting iterative with newton 0.139323859709844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136506374166922, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.138989506883542, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138990328002211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138990328002301, diff to last: 0"
[1] "Final threshold is: 0.00131241016640212"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.72377196797689"
[1] "Starting iterative with newton 3.72377196797689"
[1] "Starting newton at: 0.649829737889125"
[1] "Newton iter: 1, lambda:0.569405619013267, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.57162116261004, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.571622887503728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571622887504773, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571622887503728"
[1] "Starting iterative with newton 0.571622887503728"
[1] "Starting newton at: 0.364846468100824"
[1] "Newton iter: 1, lambda:0.219366553856548, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.223269948195609, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223272786575501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223272786577001, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.223272786577001"
[1] "Starting iterative with newton 0.223272786577001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175790071183824, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180909474194151, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180913811416654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180913811419766, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.180913811419766"
[1] "Starting iterative with newton 0.180913811419766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170976323776018, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.175743432045944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.175747134836168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175747134838402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.175747134836168"
[1] "Starting iterative with newton 0.175747134836168"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170388041020732, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.175113223052336, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.175116854037181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175116854039325, diff to last: 0"
[1] "Final threshold is: 0.00165353332746253"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.78140088369674"
[1] "Starting iterative with newton 3.78140088369674"
[1] "Starting newton at: 0.608639069955051"
[1] "Newton iter: 1, lambda:0.571096879892663, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.571581032407699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.571581113873365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571581113873368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571581113873365"
[1] "Starting iterative with newton 0.571581113873365"
[1] "Starting newton at: 0.344427102294985"
[1] "Newton iter: 1, lambda:0.228139377727226, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.230642219642193, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.23064338890039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230643388900646, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23064338890039"
[1] "Starting iterative with newton 0.23064338890039"
[1] "Starting newton at: 0.335972942458406"
[1] "Newton iter: 1, lambda:0.186300169986952, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.190031679305368, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.190034016329734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190034016330651, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190034016329734"
[1] "Starting iterative with newton 0.190034016329734"
[1] "Starting newton at: 0.327162959161652"
[1] "Newton iter: 1, lambda:0.181636950201478, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.185119565448875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.185121573683594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185121573684262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.185121573683594"
[1] "Starting iterative with newton 0.185121573683594"
[1] "Starting newton at: 0.330582597327069"
[1] "Newton iter: 1, lambda:0.180843412317147, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.184523763916325, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18452600298086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184526002981688, diff to last: 0"
[1] "Final threshold is: 0.00174237880980256"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.20032867024151"
[1] "Starting iterative with newton 2.20032867024151"
[1] "Starting newton at: 0.777039438099651"
[1] "Newton iter: 1, lambda:0.64117126459218, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.648530269869304, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.648553013614561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648553013831286, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648553013614561"
[1] "Starting iterative with newton 0.648553013614561"
[1] "Starting newton at: 0.266083965913658"
[1] "Newton iter: 1, lambda:0.383415586708571, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.387679413980247, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.387684979489135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387684979498612, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387684979489135"
[1] "Starting iterative with newton 0.387684979489135"
[1] "Starting newton at: 0.262578592490034"
[1] "Newton iter: 1, lambda:0.336200712642199, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.337748110064395, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.337748789529846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337748789529977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337748789529977"
[1] "Starting iterative with newton 0.337748789529977"
[1] "Starting newton at: 0.250330827758201"
[1] "Newton iter: 1, lambda:0.326396099638351, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.328022016578003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.328022755209343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328022755209495, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.328022755209495"
[1] "Starting iterative with newton 0.328022755209495"
[1] "Starting newton at: 0.254351023575258"
[1] "Newton iter: 1, lambda:0.324734066393273, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.32612129110621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326121827131424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326121827131504, diff to last: 0"
[1] "Final threshold is: 0.00307939126099358"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.85430977099889"
[1] "Starting iterative with newton 1.85430977099889"
[1] "Starting newton at: 0.749973352609326"
[1] "Newton iter: 1, lambda:0.687986120164569, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.689699931327421, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689701272676979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6897012726778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6897012726778"
[1] "Starting iterative with newton 0.6897012726778"
[1] "Starting newton at: 0.505897000212966"
[1] "Newton iter: 1, lambda:0.458670243615717, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.459463210685233, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459463436314276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459463436314295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.459463436314295"
[1] "Starting iterative with newton 0.459463436314295"
[1] "Starting newton at: 0.52241360544887"
[1] "Newton iter: 1, lambda:0.403719464228628, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.408360992084297, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.408368242168342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40836824218602, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.408368242168342"
[1] "Starting iterative with newton 0.408368242168342"
[1] "Starting newton at: 0.532721338215322"
[1] "Newton iter: 1, lambda:0.390246521643985, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.396807834131267, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.39682210408527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396822104152709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39682210408527"
[1] "Starting iterative with newton 0.39682210408527"
[1] "Starting newton at: 0.261737172605604"
[1] "Newton iter: 1, lambda:0.388800907285967, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.394193892608498, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.394203497613081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394203497643527, diff to last: 0"
[1] "Final threshold is: 0.00372224949271375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.92201206981076"
[1] "Starting iterative with newton 1.92201206981076"
[1] "Starting newton at: 0.771646590637239"
[1] "Newton iter: 1, lambda:0.669463483570838, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.673899456468777, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.673908154521536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.673908154554927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.673908154521536"
[1] "Starting iterative with newton 0.673908154521536"
[1] "Starting newton at: 0.510510972166598"
[1] "Newton iter: 1, lambda:0.439024145488744, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.440757323813112, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.440758356777256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.440758356777623, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440758356777256"
[1] "Starting iterative with newton 0.440758356777256"
[1] "Starting newton at: 0.265503914008935"
[1] "Newton iter: 1, lambda:0.386184139753529, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.390936885905037, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.390944173685425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39094417370255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.390944173685425"
[1] "Starting iterative with newton 0.390944173685425"
[1] "Starting newton at: 0.26584278268563"
[1] "Newton iter: 1, lambda:0.376175559381297, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.380084465814787, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.380089322759934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.380089322767429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.380089322759934"
[1] "Starting iterative with newton 0.380089322759934"
[1] "Starting newton at: 0.264116077166434"
[1] "Newton iter: 1, lambda:0.373856562298778, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.377710249707521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.377714954980152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.377714954987163, diff to last: 0"
[1] "Final threshold is: 0.00356655714137076"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36932662593895"
[1] "Starting iterative with newton 1.36932662593895"
[1] "Starting newton at: 0.90041182273935"
[1] "Newton iter: 1, lambda:0.749566144580485, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.760582715758221, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.760645823718101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760645825780224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760645823718101"
[1] "Starting iterative with newton 0.760645823718101"
[1] "Starting newton at: 0.626824454042681"
[1] "Newton iter: 1, lambda:0.614068372116737, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.614142797166567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61414279970964, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.614142797166567"
[1] "Starting iterative with newton 0.614142797166567"
[1] "Starting newton at: 0.640856374890214"
[1] "Newton iter: 1, lambda:0.572770641320376, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.574788461075954, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.574790269077547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574790269078998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.574790269077547"
[1] "Starting iterative with newton 0.574790269077547"
[1] "Starting newton at: 0.639698340061416"
[1] "Newton iter: 1, lambda:0.561301097272516, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.563944061394115, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.563947134139773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.563947134143924, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.563947134139773"
[1] "Starting iterative with newton 0.563947134139773"
[1] "Starting newton at: 0.640222821604119"
[1] "Newton iter: 1, lambda:0.558042336498103, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.560935933416776, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.560939606954479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560939606960396, diff to last: 0"
[1] "Final threshold is: 0.00529664800051758"
threshold is:
[{'ad': 0.00017879733779576368, 'da': 2.5937441337881648e-05, 'dd': 0.00012826397724066604}, {'ad': 0.00027933635230585055, 'da': 0.00032666665575527656, 'dd': 0.0006445432594602533}, {'ad': 0.0007664641410617287, 'da': 0.0007313928533268396, 'dd': 0.001312410166402124}, {'ad': 0.0016535333274625265, 'da': 0.0017423788098025572, 'dd': 0.0030793912609935786}, {'ad': 0.003722249492713752, 'da': 0.0035665571413707646, 'dd': 0.005296648000517579}]
Number of points in noise estimation: 128
Estimated noise: 0.01917534957255621
0.01917534957255621
threshold is:
[{'ad': 0.0016639054445057866, 'da': 0.01661203104550725, 'dd': 0.00929653295090807}, {'ad': 2.1595697979881475e-05, 'da': 0.00011977373610905229, 'dd': 0.004079521009866145}, {'ad': 0.0029345356305029435, 'da': 0.003196156882797254, 'dd': 0.0051003417120010115}, {'ad': 0.006420315843502111, 'da': 0.006815549043123731, 'dd': 0.012262934856885784}, {'ad': 0.015592445213221312, 'da': 0.014142732093880008, 'dd': 0.018461574023978078}]
['stjerten256', 0.075, 2, 0.000862863646377592, 0.0005973172610352692, 0.0006444556972040676, 0.0010300758846445786, 0.0005716715023713142, 0.0008001576616595228, 0.00076476347626072, 0.0008597637292464683, 30.640578280443172, 32.2379493500338, 31.908069326490253, 29.871307800827466, 32.42853456677382, 30.96824431954888, 31.16472861366362, 30.65620880363902]
stjerten256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.019040950780778904
0.019040950780778904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.126123448929016"
[1] "Newton iter: 1, lambda:0.110673252554365, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.110689107909249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110689107925964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.110689107925964"
[1] "Starting iterative with newton 0.110689107925964"
[1] "Starting newton at: 0.0328099271129959"
[1] "Newton iter: 1, lambda:0.0368016759474771, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0368021063502678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0368021063502728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0368021063502678"
[1] "Starting iterative with newton 0.0368021063502678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355972599843559, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356306561789406, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356306562083374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0356306562083374"
[1] "Starting iterative with newton 0.0356306562083374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355779026503979, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356112508044654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356112508337674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356112508044654"
[1] "Starting iterative with newton 0.0356112508044654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035577581776097, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356109291346821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356109291639825, diff to last: 0"
[1] "Final threshold is: 0.000678065948911287"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0857115612509792, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.086062063547273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0860620693944188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.086062063547273"
[1] "Starting iterative with newton 0.086062063547273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220852609465182, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0220987670337817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220987670388333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0220987670337817"
[1] "Starting iterative with newton 0.0220987670337817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02062751840244, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206388163435686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206388163469582, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0206388163435686"
[1] "Starting iterative with newton 0.0206388163435686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205947989415386, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206060501251634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206060501285218, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0206060501285218"
[1] "Starting iterative with newton 0.0206060501285218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020594064895116, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206053150311468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206053150345045, diff to last: 0"
[1] "Final threshold is: 0.000392344789394443"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076803158548883, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0770624006295135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770624035806164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0770624006295135"
[1] "Starting iterative with newton 0.0770624006295135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0285811823171308, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286029928243566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286029928370596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0286029928370596"
[1] "Starting iterative with newton 0.0286029928370596"
[1] "Starting newton at: 0.0394714923346605"
[1] "Newton iter: 1, lambda:0.0278351952753579, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0278387050511645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278387050514837, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0278387050511645"
[1] "Starting iterative with newton 0.0278387050511645"
[1] "Starting newton at: 0.0402357801205556"
[1] "Newton iter: 1, lambda:0.0278225945471102, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0278265867975994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278265867980122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0278265867980122"
[1] "Starting iterative with newton 0.0278265867980122"
[1] "Starting newton at: 0.0402478983737078"
[1] "Newton iter: 1, lambda:0.0278223944882564, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0278263946371752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278263946375897, diff to last: 0"
[1] "Final threshold is: 0.000529841010692983"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.341495635208517"
[1] "Newton iter: 1, lambda:0.213879227457588, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.216061644711613, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216062293159264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216062293159321, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216062293159321"
[1] "Starting iterative with newton 0.216062293159321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.071376897373791, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0717124031306988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0717124105423102, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0717124031306988"
[1] "Starting iterative with newton 0.0717124031306988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644126925937167, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646716959899035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646717001773535, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0646717001773535"
[1] "Starting iterative with newton 0.0646717001773535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640732411601352, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0643288351790946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643288392461197, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0643288392461197"
[1] "Starting iterative with newton 0.0643288392461197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640567088655702, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0643121375851172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.064312141646353, diff to last: 0"
[1] "Final threshold is: 0.0012245642463649"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.16766131261723"
[1] "Newton iter: 1, lambda:0.210735945996295, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.210963670397831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210963676735808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210963676735808"
[1] "Starting iterative with newton 0.210963676735808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0738231399860077, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0742164470707033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.074216458227861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0742164582278611, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.074216458227861"
[1] "Starting iterative with newton 0.074216458227861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657525067864973, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0660513269060565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.066051333075623, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0660513269060565"
[1] "Starting iterative with newton 0.0660513269060565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0652722700258767, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0655659179725482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0655659239138164, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0655659239138164"
[1] "Starting iterative with newton 0.0655659239138164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0652437331638931, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.065537075335103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0655370812630175, diff to last: 0"
[1] "Final threshold is: 0.00124788833864502"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.336016008389739"
[1] "Newton iter: 1, lambda:0.332695891273696, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.33269810641057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.332698106411557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.332698106411557"
[1] "Starting iterative with newton 0.332698106411557"
[1] "Starting newton at: 0.235650754428052"
[1] "Newton iter: 1, lambda:0.156447428669475, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.157253351267766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.157253435088517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157253435088518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157253435088518"
[1] "Starting iterative with newton 0.157253435088518"
[1] "Starting newton at: 0.174662813235532"
[1] "Newton iter: 1, lambda:0.141493311010098, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.141628999115724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141629001389322, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141629001389322"
[1] "Starting iterative with newton 0.141629001389322"
[1] "Starting newton at: 0.190287246934727"
[1] "Newton iter: 1, lambda:0.139897587383082, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.140209197772102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140209209712945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140209209712945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.140209209712945"
[1] "Starting iterative with newton 0.140209209712945"
[1] "Starting newton at: 0.157037717798344"
[1] "Newton iter: 1, lambda:0.140044478828232, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.140079954037246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140079954191946, diff to last: 0"
[1] "Final threshold is: 0.00266725551314261"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.591090580282398"
[1] "Newton iter: 1, lambda:0.50173242460004, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.504072703463195, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.504074351179241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504074351180057, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.504074351179241"
[1] "Starting iterative with newton 0.504074351179241"
[1] "Starting newton at: 0.374792898062449"
[1] "Newton iter: 1, lambda:0.200433099833767, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.205549020658883, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.205553480155563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205553480158951, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.205553480155563"
[1] "Starting iterative with newton 0.205553480155563"
[1] "Starting newton at: 0.280751438670933"
[1] "Newton iter: 1, lambda:0.17014303348723, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.172030217340452, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.172030769135169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172030769135216, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172030769135169"
[1] "Starting iterative with newton 0.172030769135169"
[1] "Starting newton at: 0.243448782826469"
[1] "Newton iter: 1, lambda:0.167359877477941, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.168244282092223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.168244401884525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168244401884527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.168244401884527"
[1] "Starting iterative with newton 0.168244401884527"
[1] "Starting newton at: 0.247235150077111"
[1] "Newton iter: 1, lambda:0.166829698999735, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.167815845408519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.167815994152892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167815994152896, diff to last: 0"
[1] "Final threshold is: 0.00319537608489271"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.642127854500189"
[1] "Newton iter: 1, lambda:0.49694229812444, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.503208024147989, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.503220199629364, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503220199675267, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.503220199629364"
[1] "Starting iterative with newton 0.503220199629364"
[1] "Starting newton at: 0.323716553907339"
[1] "Newton iter: 1, lambda:0.181976670228361, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.185156211321966, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.185157821646815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185157821647228, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.185157821646815"
[1] "Starting iterative with newton 0.185157821646815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148282350808227, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.151401224847018, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151402604181674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151402604181944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.151402604181674"
[1] "Starting iterative with newton 0.151402604181674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144910601859286, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147849836170667, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147851045117007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147851045117212, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147851045117212"
[1] "Starting iterative with newton 0.147851045117212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144556016431595, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147476757307035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14747794941752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147477949417719, diff to last: 0"
[1] "Final threshold is: 0.00280812037610921"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.31171836917528"
[1] "Starting iterative with newton 2.31171836917528"
[1] "Starting newton at: 0.483913619080456"
[1] "Newton iter: 1, lambda:0.614817266741504, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.621837607476541, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.621857143352196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621857143503148, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621857143352196"
[1] "Starting iterative with newton 0.621857143352196"
[1] "Starting newton at: 0.329780927456464"
[1] "Newton iter: 1, lambda:0.36144851103898, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.361737751743709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.361737775782944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361737775782945, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361737775782944"
[1] "Starting iterative with newton 0.361737775782944"
[1] "Starting newton at: 0.282163527382011"
[1] "Newton iter: 1, lambda:0.313767822422434, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.314035233485255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314035252578257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314035252578257, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314035252578257"
[1] "Starting iterative with newton 0.314035252578257"
[1] "Starting newton at: 0.2479622324166"
[1] "Newton iter: 1, lambda:0.304371293381268, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.305211912547437, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.305212098457035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.305212098457044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305212098457035"
[1] "Starting iterative with newton 0.305212098457035"
[1] "Starting newton at: 0.252430901550792"
[1] "Newton iter: 1, lambda:0.302906482673989, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.303577394909183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303577513000405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303577513000408, diff to last: 0"
[1] "Final threshold is: 0.00578040448319197"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.8414974125448"
[1] "Starting iterative with newton 1.8414974125448"
[1] "Starting newton at: 0.705049129988409"
[1] "Newton iter: 1, lambda:0.698460551990763, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.698480630076858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.69848063026376, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698480630076858"
[1] "Starting iterative with newton 0.698480630076858"
[1] "Starting newton at: 0.476764028215693"
[1] "Newton iter: 1, lambda:0.465724613323923, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.465769041646409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465769042367477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.465769041646409"
[1] "Starting iterative with newton 0.465769041646409"
[1] "Starting newton at: 0.522979232968208"
[1] "Newton iter: 1, lambda:0.408813069674825, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.413178642591332, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.413185157847029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413185157861532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.413185157861532"
[1] "Starting iterative with newton 0.413185157861532"
[1] "Starting newton at: 0.528977976526789"
[1] "Newton iter: 1, lambda:0.395237578618528, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.401115315923619, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.401126938095434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401126938140839, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.401126938095434"
[1] "Starting iterative with newton 0.401126938095434"
[1] "Starting newton at: 0.52744402857955"
[1] "Newton iter: 1, lambda:0.39236931228282, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.398342346821029, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.398354303583786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398354303631661, diff to last: 0"
[1] "Final threshold is: 0.00758504468876192"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.86987647960338"
[1] "Starting iterative with newton 1.86987647960338"
[1] "Starting newton at: 0.734686749116654"
[1] "Newton iter: 1, lambda:0.677149333597321, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.678603456008743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.678604404720746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.67860440472115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678604404720746"
[1] "Starting iterative with newton 0.678604404720746"
[1] "Starting newton at: 0.490557265802996"
[1] "Newton iter: 1, lambda:0.452025335133762, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.452542046316709, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452542139916029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452542139916032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.452542139916032"
[1] "Starting iterative with newton 0.452542139916032"
[1] "Starting newton at: 0.485910324008289"
[1] "Newton iter: 1, lambda:0.40169950018069, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.404005046063122, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.404006798859265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404006798860278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.404006798859265"
[1] "Starting iterative with newton 0.404006798859265"
[1] "Starting newton at: 0.488783835985712"
[1] "Newton iter: 1, lambda:0.390241454188994, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.393348390902195, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.393351529824477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393351529827679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.393351529827679"
[1] "Starting iterative with newton 0.393351529827679"
[1] "Starting newton at: 0.492657622106186"
[1] "Newton iter: 1, lambda:0.387472128336072, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.390997303892111, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.391001332354252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391001332359511, diff to last: 0"
[1] "Final threshold is: 0.00744503712457629"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04808700631609"
[1] "Starting iterative with newton 1.04808700631609"
[1] "Starting newton at: 0.787054539407192"
[1] "Newton iter: 1, lambda:0.82233785708777, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.823064591278263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.823064895205966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823064895206019, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.823064895206019"
[1] "Starting iterative with newton 0.823064895206019"
[1] "Starting newton at: 0.738766055141295"
[1] "Newton iter: 1, lambda:0.761438312243971, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.761723210840617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.761723255447789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.76172325544779, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.76172325544779"
[1] "Starting iterative with newton 0.76172325544779"
[1] "Starting newton at: 0.727605902655811"
[1] "Newton iter: 1, lambda:0.743982065819042, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.744128411284295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744128422901771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744128422901771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.744128411284295"
[1] "Starting iterative with newton 0.744128411284295"
[1] "Starting newton at: 0.728854318810883"
[1] "Newton iter: 1, lambda:0.738951536022412, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.739006833983307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.739006835635712, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.739006833983307"
[1] "Starting iterative with newton 0.739006833983307"
[1] "Starting newton at: 0.727380059013791"
[1] "Newton iter: 1, lambda:0.737454574270457, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.737509562138678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.737509563770802, diff to last: 0"
[1] "Final threshold is: 0.0140428833041136"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.907195285292198"
[1] "Starting iterative with newton 0.907195285292198"
[1] "Starting newton at: 0.986821188757448"
[1] "Newton iter: 1, lambda:0.890385883833588, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.89604590142649, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.896066482636061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896066482907452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.896066482907452"
[1] "Starting iterative with newton 0.896066482907452"
[1] "Starting newton at: 0.983706794748186"
[1] "Newton iter: 1, lambda:0.886851070145811, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.892547422489915, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.892568220931497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.892568221208009, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.892568221208009"
[1] "Starting iterative with newton 0.892568221208009"
[1] "Starting newton at: 0.983421856560929"
[1] "Newton iter: 1, lambda:0.885646026574147, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.891444302111136, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.891465836814808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.891465837111029, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.891465837111029"
[1] "Starting iterative with newton 0.891465837111029"
[1] "Starting newton at: 0.983584473396415"
[1] "Newton iter: 1, lambda:0.885232480777018, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.891096159568775, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.891118178441718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.891118178751338, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.891118178751338"
[1] "Starting iterative with newton 0.891118178751338"
[1] "Starting newton at: 0.983696402181111"
[1] "Newton iter: 1, lambda:0.885093916673057, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.890986277109783, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.891008510604875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.891008510920537, diff to last: 0"
[1] "Final threshold is: 0.0169656491956825"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.935541999650818"
[1] "Starting iterative with newton 0.935541999650818"
[1] "Starting newton at: 0.743052356842842"
[1] "Newton iter: 1, lambda:0.866655657766586, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.87667373822543, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.876736652180944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876736654650667, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876736654650667"
[1] "Starting iterative with newton 0.876736654650667"
[1] "Starting newton at: 0.729726704849909"
[1] "Newton iter: 1, lambda:0.849439568887751, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.858699862087196, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.858752954738495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85875295647642, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.85875295647642"
[1] "Starting iterative with newton 0.85875295647642"
[1] "Starting newton at: 0.723635419642409"
[1] "Newton iter: 1, lambda:0.84383118396169, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.8531289307885, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.853182254701305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853182256447917, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.853182254701305"
[1] "Starting iterative with newton 0.853182254701305"
[1] "Starting newton at: 0.723535455161123"
[1] "Newton iter: 1, lambda:0.842332273790614, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.851399124374191, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.851449768480246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.851449770053898, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.851449770053898"
[1] "Starting iterative with newton 0.851449770053898"
[1] "Starting newton at: 0.723270106459791"
[1] "Newton iter: 1, lambda:0.841833207745031, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.850860116229746, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.850910296018789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850910297563164, diff to last: 0"
[1] "Final threshold is: 0.0162021410653518"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674477939271375"
[1] "Starting iterative with newton 0.674477939271375"
[1] "Starting newton at: 1.12879409302695"
[1] "Newton iter: 1, lambda:1.0068946178252, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.01723459181245, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.0173155494551, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0173155543892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0173155494551"
[1] "Starting iterative with newton 1.0173155494551"
[1] "Starting newton at: 1.25531197918019"
[1] "Newton iter: 1, lambda:1.13663443359056, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.14715083101047, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.14724157888859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14724158559972, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14724157888859"
[1] "Starting iterative with newton 1.14724157888859"
[1] "Starting newton at: 1.26933723351323"
[1] "Newton iter: 1, lambda:1.18825623040653, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.19344194084128, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19346456509745, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19346456552654, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19346456552654"
[1] "Starting iterative with newton 1.19346456552654"
[1] "Starting newton at: 1.28352437184716"
[1] "Newton iter: 1, lambda:1.20463331459065, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.2095952834632, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.20961620077783, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20961620114825, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20961620077783"
[1] "Starting iterative with newton 1.20961620077783"
[1] "Starting newton at: 1.28698061352407"
[1] "Newton iter: 1, lambda:1.21052467573955, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.21520869978353, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.21522739990853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21522740020559, diff to last: 0"
[1] "Final threshold is: 0.0231390851147686"
threshold is:
[{'ad': 0.000678065948911287, 'da': 0.0003923447893944429, 'dd': 0.0005298410106929834}, {'ad': 0.0012245642463648968, 'da': 0.001247888338645024, 'dd': 0.002667255513142612}, {'ad': 0.003195376084892705, 'da': 0.002808120376109208, 'dd': 0.0057804044831919746}, {'ad': 0.007585044688761918, 'da': 0.007445037124576293, 'dd': 0.014042883304113558}, {'ad': 0.01696564919568254, 'da': 0.016202141065351776, 'dd': 0.023139085114768625}]
Number of points in noise estimation: 128
Estimated noise: 0.019040950780778904
0.019040950780778904
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.0241934452666"
[1] "Starting iterative with newton 28.0241934452666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2515112183415"
[1] "Starting iterative with newton 23.2515112183415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.9363093515694"
[1] "Starting iterative with newton 20.9363093515694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2804929880488"
[1] "Starting iterative with newton 11.2804929880488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.9713600519017"
[1] "Starting iterative with newton 10.9713600519017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.60551783892191"
[1] "Starting iterative with newton 6.60551783892191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.19073158420635"
[1] "Starting iterative with newton 4.19073158420635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.28644049661998"
[1] "Starting iterative with newton 4.28644049661998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31171836917528"
[1] "Starting iterative with newton 2.31171836917528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8414974125448"
[1] "Starting iterative with newton 1.8414974125448"
[1] "Starting newton at: 2.11656347286308"
[1] "Newton iter: 1, lambda:1.58088703395434, diff to last: 0.536"
[1] "Newton iter: 2, lambda:1.53015264278314, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52824482982498, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52824197154752, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52824197154109, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52824197154752"
[1] "Starting iterative with newton 1.52824197154752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.86987647960338"
[1] "Starting iterative with newton 1.86987647960338"
[1] "Starting newton at: 2.15025563719485"
[1] "Newton iter: 1, lambda:1.62390232255017, diff to last: 0.526"
[1] "Newton iter: 2, lambda:1.5765008227944, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.57495189520225, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.57495014495837, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57495014495613, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57495014495613"
[1] "Starting iterative with newton 1.57495014495613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04808700631609"
[1] "Starting iterative with newton 1.04808700631609"
[1] "Starting newton at: 1.22874161342683"
[1] "Newton iter: 1, lambda:1.33196165805918, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.3205143281518, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.32037793075661, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32037791123231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32037791123231, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32037791123231"
[1] "Starting iterative with newton 1.32037791123231"
[1] "Starting newton at: 1.50042370748731"
[1] "Newton iter: 1, lambda:1.59458603541768, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.58870149536489, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.58868142932892, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58868142909319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58868142909319"
[1] "Starting iterative with newton 1.58868142909319"
[1] "Starting newton at: 1.7959782362645"
[1] "Newton iter: 1, lambda:1.77054902229447, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.77033749888507, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77033748309758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77033748309758, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77033748309758"
[1] "Starting iterative with newton 1.77033748309758"
[1] "Starting newton at: 1.99757513115031"
[1] "Newton iter: 1, lambda:1.87621279047057, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.87427126941975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87427034152744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87427034152723, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87427034152723"
[1] "Starting iterative with newton 1.87427034152723"
[1] "Starting newton at: 2.1222705830466"
[1] "Newton iter: 1, lambda:1.93261651305758, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.93147192927689, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.93147167112428, diff to last: 0"
[1] "Newton iter: 4, lambda:1.93147167112427, diff to last: 0"
[1] "Final threshold is: 0.0367770570243459"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.907195285292198"
[1] "Starting iterative with newton 0.907195285292198"
[1] "Starting newton at: 1.42571371744274"
[1] "Newton iter: 1, lambda:1.34563912223969, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.33980323237505, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.33976940043167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33976939928932, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33976939928932"
[1] "Starting iterative with newton 1.33976939928932"
[1] "Starting newton at: 1.7049385349705"
[1] "Newton iter: 1, lambda:1.73246007514159, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.73217434282934, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73217431443543, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73217431443543, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73217431443543"
[1] "Starting iterative with newton 1.73217431443543"
[1] "Starting newton at: 1.90966461733273"
[1] "Newton iter: 1, lambda:1.9541111076669, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.95380557899343, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95380556859982, diff to last: 0"
[1] "Newton iter: 4, lambda:1.95380556859982, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95380556859982"
[1] "Starting iterative with newton 1.95380556859982"
[1] "Starting newton at: 2.14247668192145"
[1] "Newton iter: 1, lambda:2.06492729130859, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.06516695497457, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06516695352338, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06516695497457"
[1] "Starting iterative with newton 2.06516695497457"
[1] "Starting newton at: 2.26988466581318"
[1] "Newton iter: 1, lambda:2.11823672662201, diff to last: 0.152"
[1] "Newton iter: 2, lambda:2.12106018211872, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.12106025646138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12106025646138, diff to last: 0"
[1] "Final threshold is: 0.0403870039463474"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.935541999650818"
[1] "Starting iterative with newton 0.935541999650818"
[1] "Starting newton at: 1.27909036316323"
[1] "Newton iter: 1, lambda:1.3202163375523, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.31842462366009, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.3184213012383, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31842130122686, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31842130122686"
[1] "Starting iterative with newton 1.31842130122686"
[1] "Starting newton at: 1.67849503797821"
[1] "Newton iter: 1, lambda:1.6690269601869, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.66898867997854, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66898867933777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66898867933777"
[1] "Starting iterative with newton 1.66898867933777"
[1] "Starting newton at: 1.85120812931047"
[1] "Newton iter: 1, lambda:1.89143637135868, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.89107674115124, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89107671759548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89107671759548, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.89107671759548"
[1] "Starting iterative with newton 1.89107671759548"
[1] "Starting newton at: 2.08704120730073"
[1] "Newton iter: 1, lambda:2.01113101867768, diff to last: 0.076"
[1] "Newton iter: 2, lambda:2.01104422933787, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01104422872482, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.01104422933787"
[1] "Starting iterative with newton 2.01104422933787"
[1] "Starting newton at: 2.19503912093854"
[1] "Newton iter: 1, lambda:2.06839399149075, diff to last: 0.127"
[1] "Newton iter: 2, lambda:2.06934642902828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06934639164049, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06934639164049, diff to last: 0"
[1] "Final threshold is: 0.039402322791609"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674477939271375"
[1] "Starting iterative with newton 0.674477939271375"
[1] "Starting newton at: 1.52021972052161"
[1] "Newton iter: 1, lambda:1.67483316378912, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.6600072123851, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.65989898462191, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65989897868441, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65989898462191"
[1] "Starting iterative with newton 1.65989898462191"
[1] "Starting newton at: 2.19277305266416"
[1] "Newton iter: 1, lambda:2.13880141787588, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.1393445620695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13934460429458, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13934460429458, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13934460429458"
[1] "Starting iterative with newton 2.13934460429458"
[1] "Starting newton at: 2.29810312228081"
[1] "Newton iter: 1, lambda:2.32206524586959, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.32219854307846, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32219854748656, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32219854307846"
[1] "Starting iterative with newton 2.32219854307846"
[1] "Starting newton at: 2.47384758828562"
[1] "Newton iter: 1, lambda:2.39282292101305, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.39491261704491, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39491382697349, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3949138269739, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39491382697349"
[1] "Starting iterative with newton 2.39491382697349"
[1] "Starting newton at: 2.56557422111392"
[1] "Newton iter: 1, lambda:2.41783860788302, diff to last: 0.148"
[1] "Newton iter: 2, lambda:2.42546407021883, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.42548066757653, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42548066765628, diff to last: 0"
[1] "Final threshold is: 0.0461834580110555"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03677705702434592}, {'ad': 0.04038700394634745, 'da': 0.039402322791608976, 'dd': 0.04618345801105547}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549443025472004. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009519591466712477
0.009519591466712477
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 56.0535911575862"
[1] "Starting iterative with newton 56.0535911575862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.5073403869571"
[1] "Starting iterative with newton 46.5073403869571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.8765067060239"
[1] "Starting iterative with newton 41.8765067060239"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.5630808338181"
[1] "Starting iterative with newton 22.5630808338181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.9447575536147"
[1] "Starting iterative with newton 21.9447575536147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.2122623635975"
[1] "Starting iterative with newton 13.2122623635975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.3822414133372"
[1] "Starting iterative with newton 8.3822414133372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.57367701190487"
[1] "Starting iterative with newton 8.57367701190487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.62386603883224"
[1] "Starting iterative with newton 4.62386603883224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.68333680261453"
[1] "Starting iterative with newton 3.68333680261453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.74010020690098"
[1] "Starting iterative with newton 3.74010020690098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0963686489091"
[1] "Starting iterative with newton 2.0963686489091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81455904239227"
[1] "Starting iterative with newton 1.81455904239227"
[1] "Starting newton at: 2.10394888050572"
[1] "Newton iter: 1, lambda:1.58760982889965, diff to last: 0.516"
[1] "Newton iter: 2, lambda:1.53866554653452, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.53692985531158, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53692754330123, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53692754329713, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53692754330123"
[1] "Starting iterative with newton 1.53692754330123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8712577352707"
[1] "Starting iterative with newton 1.8712577352707"
[1] "Starting newton at: 2.18675393143985"
[1] "Newton iter: 1, lambda:1.62138688259628, diff to last: 0.565"
[1] "Newton iter: 2, lambda:1.57698022623214, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.5756180273584, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57561667567864, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57561667567731, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57561667567864"
[1] "Starting iterative with newton 1.57561667567864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3490811332918"
[1] "Starting iterative with newton 1.3490811332918"
[1] "Starting newton at: 1.57402147131633"
[1] "Newton iter: 1, lambda:1.37458764920792, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.34512115383662, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.34425772705115, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34425696751683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34425696751625, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34425696751683"
[1] "Starting iterative with newton 1.34425696751683"
[1] "Starting newton at: 1.56775533983679"
[1] "Newton iter: 1, lambda:1.36899509560703, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.33928434478315, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3383967672872, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33839595594695, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33839595594628, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33839595594628"
[1] "Starting iterative with newton 1.33839595594628"
[1] "Starting newton at: 1.56280310171074"
[1] "Newton iter: 1, lambda:1.36345606675355, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.33319198621085, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.33226058875807, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33225968520175, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3322596852009, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33225968520175"
[1] "Starting iterative with newton 1.33225968520175"
[1] "Starting newton at: 1.55579366777614"
[1] "Newton iter: 1, lambda:1.35749113226572, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.32704720484368, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.32609363600225, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32609267814523, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32609267814427, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32609267814427"
[1] "Starting iterative with newton 1.32609267814427"
[1] "Starting newton at: 1.54798869601448"
[1] "Newton iter: 1, lambda:1.35060217944143, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.31988082459296, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31889657534365, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31889554134784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31889554134669, diff to last: 0"
[1] "Final threshold is: 0.0125553467409"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0125553467409}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549443025472004. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009519591466712477
0.009519591466712477
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401335209213404, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401773633635611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0401773634158881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0401773634158881"
[1] "Starting iterative with newton 0.0401773634158881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261342264266797, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261485534688619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261485534731666, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0261485534688619"
[1] "Starting iterative with newton 0.0261485534688619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258937190305342, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259077821970905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0259077822012377, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0259077821970905"
[1] "Starting iterative with newton 0.0259077821970905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258895740472605, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259036326781275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025903632682272, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0259036326781275"
[1] "Starting iterative with newton 0.0259036326781275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025889502606449, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259035611591449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0259035611632893, diff to last: 0"
[1] "Final threshold is: 0.00024659131976806"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384341832108379, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384848598574867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038484859945579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.038484859945579"
[1] "Starting iterative with newton 0.038484859945579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00696731576622405, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00696778651078339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00696778651078554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00696778651078339"
[1] "Starting iterative with newton 0.00696778651078339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00668863900966072, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00668906528661398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00668906528661571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00668906528661398"
[1] "Starting iterative with newton 0.00668906528661398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00668619937217428, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00668662527068292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00668662527068465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00668662527068292"
[1] "Starting iterative with newton 0.00668662527068292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00668617801674474, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00668660391194149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00668660391194322, diff to last: 0"
[1] "Final threshold is: 6.36537375414045e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0395614622583786, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0396176149183792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0396176150314879, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0396176149183792"
[1] "Starting iterative with newton 0.0396176149183792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195226021509977, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195278898632219, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195278898636098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0195278898632219"
[1] "Starting iterative with newton 0.0195278898632219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193443721411594, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193495630472909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193495630476646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193495630472909"
[1] "Starting iterative with newton 0.0193495630472909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193427700622705, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193479601014327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193479601018063, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0193479601014327"
[1] "Starting iterative with newton 0.0193479601014327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193427556599077, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193479456912763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193479456916499, diff to last: 0"
[1] "Final threshold is: 0.00018418453870109"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.106131606092018"
[1] "Newton iter: 1, lambda:0.111268633271145, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.111270492534235, diff to last: 0"
[1] "Newton iter: 3, lambda:0.111270492534478, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.111270492534235"
[1] "Starting iterative with newton 0.111270492534235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0332626111133453, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0332991351631644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332991352071984, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332991352071984"
[1] "Starting iterative with newton 0.0332991352071984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312617340188003, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312930775397931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312930775712992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0312930775397931"
[1] "Starting iterative with newton 0.0312930775397931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312104716238493, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312416883650934, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031241688396321, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031241688396321"
[1] "Starting iterative with newton 0.031241688396321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312091585167896, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312403720144744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312403720456949, diff to last: 0"
[1] "Final threshold is: 0.00029739557914312"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119166386428853, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120194270088279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120194346302532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120194346302532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.120194346302532"
[1] "Starting iterative with newton 0.120194346302532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257557111176747, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0257769253671131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0257769253815077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0257769253671131"
[1] "Starting iterative with newton 0.0257769253671131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023368481307262, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233848652162695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233848652243243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0233848652162695"
[1] "Starting iterative with newton 0.0233848652162695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233094970227077, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233257714271269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233257714350613, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0233257714271269"
[1] "Starting iterative with newton 0.0233257714271269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023308040822337, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233243125291739, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233243125371053, diff to last: 0"
[1] "Final threshold is: 0.000222037926595162"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430307686583225"
[1] "Newton iter: 1, lambda:0.209602817242587, diff to last: 0.221"
[1] "Newton iter: 2, lambda:0.215665421542929, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.21567013851671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215670138519564, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.21567013851671"
[1] "Starting iterative with newton 0.21567013851671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0785083726137148, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0789356271865587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0789356398383032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0789356398383032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0789356398383032"
[1] "Starting iterative with newton 0.0789356398383032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718367305305412, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0721775725022619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0721775801745344, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0721775725022619"
[1] "Starting iterative with newton 0.0721775725022619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.071501521460614, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718383858477463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718383933241728, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718383933241728"
[1] "Starting iterative with newton 0.0718383933241728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714846826023532, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718213480613033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718213555280101, diff to last: 0"
[1] "Final threshold is: 0.000683709892132169"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283657161047387"
[1] "Newton iter: 1, lambda:0.286361390959215, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.286362671742393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28636267174268, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.286362671742393"
[1] "Starting iterative with newton 0.286362671742393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0934410940331544, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941640340013907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941640772587793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941640772587795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0941640772587795"
[1] "Starting iterative with newton 0.0941640772587795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0825123568458804, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0830381442845114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0830381656312504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0830381656312504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0830381656312504"
[1] "Starting iterative with newton 0.0830381656312504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818691338543938, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823846425612049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.082384662997935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.082384662997935, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.082384662997935"
[1] "Starting iterative with newton 0.082384662997935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818313185740964, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823462273117959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0823462476960937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0823462476960938, diff to last: 0"
[1] "Final threshold is: 0.000783902636883526"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.341555461387206"
[1] "Newton iter: 1, lambda:0.262845753638394, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.263866628054455, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263866801507041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263866801507046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.263866801507041"
[1] "Starting iterative with newton 0.263866801507041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800759499124048, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805421935179274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805422093195053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0805422093195053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0805422093195053"
[1] "Starting iterative with newton 0.0805422093195053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0708806645579681, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0712216881986502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0712216960918323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0712216881986502"
[1] "Starting iterative with newton 0.0712216881986502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0704136675614351, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.070748989749821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0707489973536275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.070748989749821"
[1] "Starting iterative with newton 0.070748989749821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0703899802819391, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0707250149431696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0707250225325415, diff to last: 0"
[1] "Final threshold is: 0.000673273248736109"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.597395957279336"
[1] "Newton iter: 1, lambda:0.465450878889028, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.470212761130648, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.470219194763678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470219194775409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.470219194775409"
[1] "Starting iterative with newton 0.470219194775409"
[1] "Starting newton at: 0.277573018641466"
[1] "Newton iter: 1, lambda:0.173164536964001, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.1747492371587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174749603642163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174749603642183, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174749603642163"
[1] "Starting iterative with newton 0.174749603642163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144319196737235, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.147060597204809, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147061585799483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147061585799611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147061585799611"
[1] "Starting iterative with newton 0.147061585799611"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141788611040716, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144408459351816, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144409353326109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144409353326213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144409353326213"
[1] "Starting iterative with newton 0.144409353326213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141545389188022, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144153761774882, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144154647093324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144154647093426, diff to last: 0"
[1] "Final threshold is: 0.00137229334835753"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.68333680261453"
[1] "Starting iterative with newton 3.68333680261453"
[1] "Starting newton at: 0.606225746873982"
[1] "Newton iter: 1, lambda:0.576644788918895, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.576950997864729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.576951030977009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.576951030977009, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.576951030977009"
[1] "Starting iterative with newton 0.576951030977009"
[1] "Starting newton at: 0.341483297325632"
[1] "Newton iter: 1, lambda:0.22780266093963, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.230220829415739, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230221932290987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230221932291217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.230221932291217"
[1] "Starting iterative with newton 0.230221932291217"
[1] "Starting newton at: 0.332786993744059"
[1] "Newton iter: 1, lambda:0.184631872891682, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.188304610128465, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.188306882702246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188306882703116, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188306882702246"
[1] "Starting iterative with newton 0.188306882702246"
[1] "Starting newton at: 0.336827653430731"
[1] "Newton iter: 1, lambda:0.179070634544677, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.183174189606589, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.183176985493564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183176985494861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183176985493564"
[1] "Starting iterative with newton 0.183176985493564"
[1] "Starting newton at: 0.333287829413602"
[1] "Newton iter: 1, lambda:0.178606407517987, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.182545359613613, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182547931049737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182547931050833, diff to last: 0"
[1] "Final threshold is: 0.00173778172668709"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.74010020690098"
[1] "Starting iterative with newton 3.74010020690098"
[1] "Starting newton at: 0.571493785204884"
[1] "Newton iter: 1, lambda:0.565295124670983, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.565308186619897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565308186678003, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565308186619897"
[1] "Starting iterative with newton 0.565308186619897"
[1] "Starting newton at: 0.350850894417896"
[1] "Newton iter: 1, lambda:0.225847709131623, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.22874179657981, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22874336228652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228743362286978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.22874336228652"
[1] "Starting iterative with newton 0.22874336228652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182131588663967, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.187723559916456, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.187728821485798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187728821490455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187728821485798"
[1] "Starting iterative with newton 0.187728821485798"
[1] "Starting newton at: 0.366839538682316"
[1] "Newton iter: 1, lambda:0.176736556209058, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.18267573302775, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182681586200125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182681586205808, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182681586200125"
[1] "Starting iterative with newton 0.182681586200125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176865490310404, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.182055289656647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.182059751127872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182059751131169, diff to last: 0"
[1] "Final threshold is: 0.00173313445326869"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.0963686489091"
[1] "Starting iterative with newton 2.0963686489091"
[1] "Starting newton at: 0.748712317468303"
[1] "Newton iter: 1, lambda:0.64576299966475, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.650026479259033, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.650034078401934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650034078426041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.650034078426041"
[1] "Starting iterative with newton 0.650034078426041"
[1] "Starting newton at: 0.268485184877263"
[1] "Newton iter: 1, lambda:0.393561043356946, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.398581133751085, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.398589116791861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398589116812034, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.398589116791861"
[1] "Starting iterative with newton 0.398589116791861"
[1] "Starting newton at: 0.260292498132079"
[1] "Newton iter: 1, lambda:0.345964533196544, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.348140635042411, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.348142029010486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348142029011058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.348142029011058"
[1] "Starting iterative with newton 0.348142029011058"
[1] "Starting newton at: 0.250347852957789"
[1] "Newton iter: 1, lambda:0.335744537694486, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.33787141923175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.337872729883886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337872729884384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.337872729884384"
[1] "Starting iterative with newton 0.337872729884384"
[1] "Starting newton at: 0.245589997564691"
[1] "Newton iter: 1, lambda:0.333526176347893, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.335774119403442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.335775578727817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335775578728432, diff to last: 0"
[1] "Final threshold is: 0.00319644633398777"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.81455904239227"
[1] "Starting iterative with newton 1.81455904239227"
[1] "Starting newton at: 0.740357447106403"
[1] "Newton iter: 1, lambda:0.689167936388431, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.690341711189983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.690342340322999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.69034234032318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.69034234032318"
[1] "Starting iterative with newton 0.69034234032318"
[1] "Starting newton at: 0.510121259302794"
[1] "Newton iter: 1, lambda:0.467173476727002, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.467838023985185, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.467838184477859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.467838184477868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.467838184477868"
[1] "Starting iterative with newton 0.467838184477868"
[1] "Starting newton at: 0.505281814035591"
[1] "Newton iter: 1, lambda:0.415438003141165, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.418154669914107, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.418157194065532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41815719406771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.418157194065532"
[1] "Starting iterative with newton 0.418157194065532"
[1] "Starting newton at: 0.511332165962329"
[1] "Newton iter: 1, lambda:0.40294460060905, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.406830199573095, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.406835289258645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406835289267373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.406835289258645"
[1] "Starting iterative with newton 0.406835289258645"
[1] "Starting newton at: 0.510167397999707"
[1] "Newton iter: 1, lambda:0.400256903298337, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.404238646845487, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.404243973560938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404243973570466, diff to last: 0"
[1] "Final threshold is: 0.00384823748127135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.8712577352707"
[1] "Starting iterative with newton 1.8712577352707"
[1] "Starting newton at: 0.791030683705879"
[1] "Newton iter: 1, lambda:0.670908608071352, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.677076096301854, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.677093145554376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677093145684391, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677093145554376"
[1] "Starting iterative with newton 0.677093145554376"
[1] "Starting newton at: 0.503392220964887"
[1] "Newton iter: 1, lambda:0.448098851796909, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.449157066947526, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.44915745869993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449157458699984, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.44915745869993"
[1] "Starting iterative with newton 0.44915745869993"
[1] "Starting newton at: 0.523158746302197"
[1] "Newton iter: 1, lambda:0.394099540086268, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.399453806690404, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.399463236812533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399463236841763, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.399463236812533"
[1] "Starting iterative with newton 0.399463236812533"
[1] "Starting newton at: 0.257727240068489"
[1] "Newton iter: 1, lambda:0.383216347471131, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.38837998579079, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.388388629625522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388388629649727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.388388629625522"
[1] "Starting iterative with newton 0.388388629625522"
[1] "Starting newton at: 0.257897830534685"
[1] "Newton iter: 1, lambda:0.380954058601994, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.385901522141356, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.385909431111836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385909431132035, diff to last: 0"
[1] "Final threshold is: 0.0036737001273361"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.3490811332918"
[1] "Starting iterative with newton 1.3490811332918"
[1] "Starting newton at: 0.627347810677042"
[1] "Newton iter: 1, lambda:0.751969193942487, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.760375807623115, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.760412604063218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760412604765892, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760412604765892"
[1] "Starting iterative with newton 0.760412604765892"
[1] "Starting newton at: 0.607090620906464"
[1] "Newton iter: 1, lambda:0.617740751984935, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.617793295971772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.617793297246866, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.617793297246866"
[1] "Starting iterative with newton 0.617793297246866"
[1] "Starting newton at: 0.615184984932161"
[1] "Newton iter: 1, lambda:0.578774324961228, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.579360673339091, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.579360826957924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579360826957934, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.579360826957924"
[1] "Starting iterative with newton 0.579360826957924"
[1] "Starting newton at: 0.616816848519165"
[1] "Newton iter: 1, lambda:0.567679259493817, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.568733630358078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.568734122506914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568734122507021, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.568734122506914"
[1] "Starting iterative with newton 0.568734122506914"
[1] "Starting newton at: 0.619211452651998"
[1] "Newton iter: 1, lambda:0.564471327877168, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.565774422062715, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56577517186461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565775171864858, diff to last: 0"
[1] "Final threshold is: 0.00538594849816013"
threshold is:
[{'ad': 0.00024659131976806023, 'da': 6.365373754140445e-05, 'dd': 0.0001841845387010902}, {'ad': 0.0002973955791431205, 'da': 0.000222037926595162, 'dd': 0.0006837098921321695}, {'ad': 0.0007839026368835259, 'da': 0.0006732732487361095, 'dd': 0.0013722933483575261}, {'ad': 0.0017377817266870928, 'da': 0.0017331344532686907, 'dd': 0.0031964463339877675}, {'ad': 0.003848237481271352, 'da': 0.003673700127336104, 'dd': 0.005385948498160128}]
Number of points in noise estimation: 128
Estimated noise: 0.019040950780778904
0.019040950780778904
threshold is:
[{'ad': 0.002732358063266105, 'da': 0.01144523809946449, 'dd': 0.001296202921581585}, {'ad': 0.00173044271037881, 'da': 0.0029658628803692633, 'dd': 0.0047994059297600256}, {'ad': 0.005227216109227383, 'da': 0.0029565010183624854, 'dd': 0.0066656762926549686}, {'ad': 0.006659440244047965, 'da': 0.007186734695595713, 'dd': 0.011871577364357698}, {'ad': 0.015367535667393585, 'da': 0.015376566703280997, 'dd': 0.018745689506006254}]
['stjerten256', 0.075, 3, 0.0008558775769712342, 0.0005881409778939521, 0.0006414296266583704, 0.001010802457523009, 0.0005675274614839586, 0.0007961590720691016, 0.0007558864510617545, 0.0008517197695450786, 30.67588351500612, 32.305185606876805, 31.92850984543069, 29.953337108682838, 32.460131190116726, 30.990001518353274, 31.215434391298253, 30.697032720867657]
stjerten256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.0188789920306814
0.0188789920306814
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111349733303289, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11210965138984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112109686635115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112109686635115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.112109686635115"
[1] "Starting iterative with newton 0.112109686635115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405064532504217, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0405697917317613, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0405697918866526, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0405697917317613"
[1] "Starting iterative with newton 0.0405697917317613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384892293282637, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385445030006269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385445031146381, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0385445031146381"
[1] "Starting iterative with newton 0.0385445031146381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384318936196986, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384869501408413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0384869502538505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0384869502538505"
[1] "Starting iterative with newton 0.0384869502538505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384302641518697, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384853145110345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0384853146240153, diff to last: 0"
[1] "Final threshold is: 0.000726563948085052"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0912494485167867"
[1] "Newton iter: 1, lambda:0.0804660371503715, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0804718483207598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0804718483224483, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0804718483207598"
[1] "Starting iterative with newton 0.0804718483207598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161259468036671, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161305396405407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161305396409133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0161305396405407"
[1] "Starting iterative with newton 0.0161305396405407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152616242096739, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152655707710217, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152655707712856, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0152655707710217"
[1] "Starting iterative with newton 0.0152655707710217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01525009626821, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.015254034683131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152540346833937, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.015254034683131"
[1] "Starting iterative with newton 0.015254034683131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152499425370158, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152538808433817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152538808436444, diff to last: 0"
[1] "Final threshold is: 0.000287977894879167"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.16004490493814"
[1] "Newton iter: 1, lambda:0.117220211260866, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.117353082388664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.117353083670602, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117353082388664"
[1] "Starting iterative with newton 0.117353082388664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0364417826295896, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364913475879805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364913476796751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0364913475879805"
[1] "Starting iterative with newton 0.0364913475879805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339502648624085, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.033991850645621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339918507080189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0339918507080189"
[1] "Starting iterative with newton 0.0339918507080189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338735907718686, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339149448461643, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339149449078032, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0339149449078032"
[1] "Starting iterative with newton 0.0339149449078032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338712320336791, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339125789926484, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033912579054264, diff to last: 0"
[1] "Final threshold is: 0.000640235309705304"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.371041364999611"
[1] "Newton iter: 1, lambda:0.207579662428221, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.211035138392686, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.211036713384473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2110367133848, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.211036713384473"
[1] "Starting iterative with newton 0.211036713384473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.074385862973404, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747603391734879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747603486594684, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0747603486594684"
[1] "Starting iterative with newton 0.0747603486594684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0676867782556494, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.067983075791388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0679830814674802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.067983075791388"
[1] "Starting iterative with newton 0.067983075791388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673515369771159, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676442178184073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676442233438187, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676442178184073"
[1] "Starting iterative with newton 0.0676442178184073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673347706508056, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676272713348532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676272768528168, diff to last: 0"
[1] "Final threshold is: 0.00127673471658742"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.240202960891112"
[1] "Newton iter: 1, lambda:0.204888248816885, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.20504202609206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.20504202901945, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.20504202901945"
[1] "Starting iterative with newton 0.20504202901945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660790798647727, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.066376263591607, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663762696010096, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.066376263591607"
[1] "Starting iterative with newton 0.066376263591607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0584433081933234, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0586635151322614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0586635182582761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0586635151322614"
[1] "Starting iterative with newton 0.0586635151322614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580234166693642, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582397706828785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582397736907538, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0582397706828785"
[1] "Starting iterative with newton 0.0582397706828785"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580003671385146, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.058216510774553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582165137760482, diff to last: 0"
[1] "Final threshold is: 0.00109906904296686"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.410038321311723"
[1] "Newton iter: 1, lambda:0.330436619681908, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.331698924157749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331699245842767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331699245842788, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331699245842767"
[1] "Starting iterative with newton 0.331699245842767"
[1] "Starting newton at: 0.158960806403795"
[1] "Newton iter: 1, lambda:0.14772304414912, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.147738265655585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147738265683521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147738265655585"
[1] "Starting iterative with newton 0.147738265655585"
[1] "Starting newton at: 0.171741686163259"
[1] "Newton iter: 1, lambda:0.133537948857795, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.133703828456772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.133703831586841, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133703831586841"
[1] "Starting iterative with newton 0.133703831586841"
[1] "Starting newton at: 0.125511573730474"
[1] "Newton iter: 1, lambda:0.132603294177879, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.132608990241699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132608990245373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.132608990241699"
[1] "Starting iterative with newton 0.132608990241699"
[1] "Starting newton at: 0.126606415075616"
[1] "Newton iter: 1, lambda:0.132519378151106, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.13252333655349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132523336555264, diff to last: 0"
[1] "Final threshold is: 0.00250190701470614"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.597099368714806"
[1] "Newton iter: 1, lambda:0.50486222796652, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.507343275773538, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.507345121068328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507345121069348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507345121068328"
[1] "Starting iterative with newton 0.507345121068328"
[1] "Starting newton at: 0.310453931834793"
[1] "Newton iter: 1, lambda:0.199829799899552, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.201870853741535, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.20187155285163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201871552851712, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.20187155285163"
[1] "Starting iterative with newton 0.20187155285163"
[1] "Starting newton at: 0.307860371300893"
[1] "Newton iter: 1, lambda:0.165644034778548, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.168692787686812, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.168694196165938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168694196166238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.168694196165938"
[1] "Starting iterative with newton 0.168694196165938"
[1] "Starting newton at: 0.298014135606237"
[1] "Newton iter: 1, lambda:0.162307961068488, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.165053283313693, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165054412042064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165054412042254, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165054412042064"
[1] "Starting iterative with newton 0.165054412042064"
[1] "Starting newton at: 0.301653919730111"
[1] "Newton iter: 1, lambda:0.161739309945954, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.164653311855732, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164654581906413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164654581906654, diff to last: 0"
[1] "Final threshold is: 0.00310851253962635"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.330426476980914"
[1] "Newton iter: 1, lambda:0.479118978792516, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.486036949232975, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.486051529631016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48605152969568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.48605152969568"
[1] "Starting iterative with newton 0.48605152969568"
[1] "Starting newton at: 0.360304598582279"
[1] "Newton iter: 1, lambda:0.178424605550004, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.183523719146759, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183527767669832, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183527767672384, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183527767669832"
[1] "Starting iterative with newton 0.183527767669832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149219644950557, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152343348050913, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152344715877387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152344715877649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152344715877387"
[1] "Starting iterative with newton 0.152344715877387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146155868902836, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149117837452308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149119053184583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149119053184788, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.149119053184583"
[1] "Starting iterative with newton 0.149119053184583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145838449051687, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148783985877449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148785186714208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148785186714407, diff to last: 0"
[1] "Final threshold is: 0.00280891435426474"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.41848906705047"
[1] "Starting iterative with newton 2.41848906705047"
[1] "Starting newton at: 0.676580062914679"
[1] "Newton iter: 1, lambda:0.641618584009545, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.642107424902364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.642107521650476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642107521650479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642107521650479"
[1] "Starting iterative with newton 0.642107521650479"
[1] "Starting newton at: 0.266955437532486"
[1] "Newton iter: 1, lambda:0.353927413228082, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.35610383782817, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.356105190411925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356105190412448, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.356105190412448"
[1] "Starting iterative with newton 0.356105190412448"
[1] "Starting newton at: 0.291521663737456"
[1] "Newton iter: 1, lambda:0.304558135527406, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.304602552184829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304602552699932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.304602552699932"
[1] "Starting iterative with newton 0.304602552699932"
[1] "Starting newton at: 0.305213139707181"
[1] "Newton iter: 1, lambda:0.295190214107519, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.295215979030955, diff to last: 0"
[1] "Newton iter: 3, lambda:0.295215979201336, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.295215979030955"
[1] "Starting iterative with newton 0.295215979030955"
[1] "Starting newton at: 0.302941093130111"
[1] "Newton iter: 1, lambda:0.29347897071396, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.293501861880884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293501862014953, diff to last: 0"
[1] "Final threshold is: 0.00554101931397045"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79665127740686"
[1] "Starting iterative with newton 1.79665127740686"
[1] "Starting newton at: 0.744113713750152"
[1] "Newton iter: 1, lambda:0.688819002180206, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.69019659467394, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.690197467659881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.690197467660231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.690197467659881"
[1] "Starting iterative with newton 0.690197467659881"
[1] "Starting newton at: 0.452431157495939"
[1] "Newton iter: 1, lambda:0.467899327533572, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.467986822054005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.467986824845664, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.467986822054005"
[1] "Starting iterative with newton 0.467986822054005"
[1] "Starting newton at: 0.502393652775626"
[1] "Newton iter: 1, lambda:0.414626950671153, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.417230417363162, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.41723274430074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417232744302598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.41723274430074"
[1] "Starting iterative with newton 0.41723274430074"
[1] "Starting newton at: 0.505792300883094"
[1] "Newton iter: 1, lambda:0.401787124401041, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.405380738500963, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.405385107225763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.405385107232216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.405385107225763"
[1] "Starting iterative with newton 0.405385107225763"
[1] "Starting newton at: 0.511672190098901"
[1] "Newton iter: 1, lambda:0.398358845315612, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.402602630674716, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.402608702315841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402608702328262, diff to last: 0"
[1] "Final threshold is: 0.00760084648250374"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.82236449778921"
[1] "Starting iterative with newton 1.82236449778921"
[1] "Starting newton at: 0.79615741089799"
[1] "Newton iter: 1, lambda:0.670974481065916, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.677697742788452, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.677718145767167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677718145954629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677718145767167"
[1] "Starting iterative with newton 0.677718145767167"
[1] "Starting newton at: 0.468805638361669"
[1] "Newton iter: 1, lambda:0.457338536304921, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.457384889997038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45738489075602, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.45738489075602"
[1] "Starting iterative with newton 0.45738489075602"
[1] "Starting newton at: 0.47284038807567"
[1] "Newton iter: 1, lambda:0.408909568040439, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.410253996380575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.410254597139498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410254597139618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.410254597139498"
[1] "Starting iterative with newton 0.410254597139498"
[1] "Starting newton at: 0.476190243236944"
[1] "Newton iter: 1, lambda:0.397935707576413, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.399918683038589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.399919972339401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399919972339946, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.399919972339401"
[1] "Starting iterative with newton 0.399919972339401"
[1] "Starting newton at: 0.479007858632268"
[1] "Newton iter: 1, lambda:0.395384649646156, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.397640337324826, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.397642000646143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397642000647047, diff to last: 0"
[1] "Final threshold is: 0.00750708016126273"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.07970649536992"
[1] "Starting iterative with newton 1.07970649536992"
[1] "Starting newton at: 0.78066160949065"
[1] "Newton iter: 1, lambda:0.830901630186661, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.832411513967395, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.832412850469247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.832412850470293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.832412850469247"
[1] "Starting iterative with newton 0.832412850469247"
[1] "Starting newton at: 0.788831666233028"
[1] "Newton iter: 1, lambda:0.761868021523177, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.762268273720274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.76226836289055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762268362890554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.76226836289055"
[1] "Starting iterative with newton 0.76226836289055"
[1] "Starting newton at: 0.796489725929342"
[1] "Newton iter: 1, lambda:0.73974039946936, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.741465468447668, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.741467100125067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741467100126526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741467100125067"
[1] "Starting iterative with newton 0.741467100125067"
[1] "Starting newton at: 0.790524596248332"
[1] "Newton iter: 1, lambda:0.733479902975085, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.735215035029073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.735216678052823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735216678054295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.735216678052823"
[1] "Starting iterative with newton 0.735216678052823"
[1] "Starting newton at: 0.783454649542822"
[1] "Newton iter: 1, lambda:0.731911826643859, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.73332973730229, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.733330832790915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733330832791568, diff to last: 0"
[1] "Final threshold is: 0.013844546948125"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.906765771930199"
[1] "Starting iterative with newton 0.906765771930199"
[1] "Starting newton at: 0.997908334208724"
[1] "Newton iter: 1, lambda:0.893587090347624, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.90025925799345, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.900288222393601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900288222937681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.900288222937681"
[1] "Starting iterative with newton 0.900288222937681"
[1] "Starting newton at: 0.99637135241224"
[1] "Newton iter: 1, lambda:0.89142871461047, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.898169809746502, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.898199335118505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898199335683077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898199335683077"
[1] "Starting iterative with newton 0.898199335683077"
[1] "Starting newton at: 0.996364238147576"
[1] "Newton iter: 1, lambda:0.890661103480824, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.897494492062076, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.897524819006676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89752481960205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897524819006676"
[1] "Starting iterative with newton 0.897524819006676"
[1] "Starting newton at: 0.996875762288425"
[1] "Newton iter: 1, lambda:0.890338244988107, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.897275665843429, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.897306920186849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897306920819101, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.897306920819101"
[1] "Starting iterative with newton 0.897306920819101"
[1] "Starting newton at: 0.996882848941396"
[1] "Newton iter: 1, lambda:0.890256870513355, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.897205168661657, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.897236519766816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897236520402959, diff to last: 0"
[1] "Final threshold is: 0.016938921106314"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.950765772574551"
[1] "Starting iterative with newton 0.950765772574551"
[1] "Starting newton at: 0.74643413730244"
[1] "Newton iter: 1, lambda:0.860326384752424, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.868691257555264, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.868734540216037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86873454137046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86873454137046"
[1] "Starting iterative with newton 0.86873454137046"
[1] "Starting newton at: 0.734163724238884"
[1] "Newton iter: 1, lambda:0.837548884273466, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.84428879076952, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.844316387769218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.844316388230522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.844316387769218"
[1] "Starting iterative with newton 0.844316387769218"
[1] "Starting newton at: 0.730861762869866"
[1] "Newton iter: 1, lambda:0.830657885413639, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.83689497516903, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.83691847977826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.83691848011116, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.83691848011116"
[1] "Starting iterative with newton 0.83691848011116"
[1] "Starting newton at: 0.726647955234783"
[1] "Newton iter: 1, lambda:0.828190117552326, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.834639851095142, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.834664948112379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834664948491315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.834664948112379"
[1] "Starting iterative with newton 0.834664948112379"
[1] "Starting newton at: 0.727334522847813"
[1] "Newton iter: 1, lambda:0.827662825582662, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.833953479154493, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.833977340203538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.833977340545904, diff to last: 0"
[1] "Final threshold is: 0.015744651565935"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674443458396236"
[1] "Starting iterative with newton 0.674443458396236"
[1] "Starting newton at: 1.13096145821905"
[1] "Newton iter: 1, lambda:1.00137052877033, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.01293935478505, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01304029142639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01304029906031, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01304029142639"
[1] "Starting iterative with newton 1.01304029142639"
[1] "Starting newton at: 1.2159770536325"
[1] "Newton iter: 1, lambda:1.13630374384138, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.14114843602713, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.14116745712643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1411674574187, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14116745712643"
[1] "Starting iterative with newton 1.14116745712643"
[1] "Starting newton at: 1.25585120788924"
[1] "Newton iter: 1, lambda:1.18217895429776, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.1864422221467, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.18645734556996, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18645734575972, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18645734575972"
[1] "Starting iterative with newton 1.18645734575972"
[1] "Starting newton at: 1.27563662584203"
[1] "Newton iter: 1, lambda:1.1972537914542, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.20210204012324, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.2021217887095, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20212178903606, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20212178903606"
[1] "Starting iterative with newton 1.20212178903606"
[1] "Starting newton at: 1.27591463260197"
[1] "Newton iter: 1, lambda:1.20329318823008, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.20748613418273, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.20750094526135, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20750094544561, diff to last: 0"
[1] "Final threshold is: 0.022796400726108"
threshold is:
[{'ad': 0.0007265639480850517, 'da': 0.00028797789487916656, 'dd': 0.0006402353097053038}, {'ad': 0.001276734716587423, 'da': 0.0010990690429668636, 'dd': 0.0025019070147061437}, {'ad': 0.0031085125396263526, 'da': 0.0028089143542647413, 'dd': 0.005541019313970446}, {'ad': 0.00760084648250374, 'da': 0.0075070801612627325, 'dd': 0.01384454694812497}, {'ad': 0.016938921106314037, 'da': 0.01574465156593498, 'dd': 0.022796400726107974}]
Number of points in noise estimation: 128
Estimated noise: 0.0188789920306814
0.0188789920306814
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9022639510293"
[1] "Starting iterative with newton 27.9022639510293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.5271719347257"
[1] "Starting iterative with newton 23.5271719347257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.7116050932282"
[1] "Starting iterative with newton 21.7116050932282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.4541658268803"
[1] "Starting iterative with newton 11.4541658268803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8128031632751"
[1] "Starting iterative with newton 10.8128031632751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.5688099571206"
[1] "Starting iterative with newton 6.5688099571206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12490461882234"
[1] "Starting iterative with newton 4.12490461882234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.51983530500137"
[1] "Starting iterative with newton 4.51983530500137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41848906705047"
[1] "Starting iterative with newton 2.41848906705047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79665127740686"
[1] "Starting iterative with newton 1.79665127740686"
[1] "Starting newton at: 2.11365169482138"
[1] "Newton iter: 1, lambda:1.58480102005932, diff to last: 0.529"
[1] "Newton iter: 2, lambda:1.5337564945587, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.53184193024687, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53183907431313, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53183907430677, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53183907430677"
[1] "Starting iterative with newton 1.53183907430677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.82236449778921"
[1] "Starting iterative with newton 1.82236449778921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07970649536992"
[1] "Starting iterative with newton 1.07970649536992"
[1] "Starting newton at: 1.26433626975758"
[1] "Newton iter: 1, lambda:1.27733412642679, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.27714246225021, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27714242085676, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27714242085675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27714242085675"
[1] "Starting iterative with newton 1.27714242085675"
[1] "Starting newton at: 1.46359223674533"
[1] "Newton iter: 1, lambda:1.48921168633282, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.48871616167854, diff to last: 0"
[1] "Newton iter: 3, lambda:1.48871598214834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48871598214831, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48871598214831"
[1] "Starting iterative with newton 1.48871598214831"
[1] "Starting newton at: 1.66731414774066"
[1] "Newton iter: 1, lambda:1.6505496583924, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.6504156591439, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65041565026685, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65041565026685"
[1] "Starting iterative with newton 1.65041565026685"
[1] "Starting newton at: 1.83374324531463"
[1] "Newton iter: 1, lambda:1.77061423965844, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.76947310588553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76947264862218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7694726486221, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.7694726486221"
[1] "Starting iterative with newton 1.7694726486221"
[1] "Starting newton at: 1.95499222474654"
[1] "Newton iter: 1, lambda:1.84082760150213, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.83864442984153, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.83864309967801, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83864309967751, diff to last: 0"
[1] "Final threshold is: 0.0347117284260885"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.906765771930199"
[1] "Starting iterative with newton 0.906765771930199"
[1] "Starting newton at: 1.21979155387533"
[1] "Newton iter: 1, lambda:1.33646926798532, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.32204112193925, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.32182860483542, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32182855820528, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32182855820528, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32182855820528"
[1] "Starting iterative with newton 1.32182855820528"
[1] "Starting newton at: 1.67815349936596"
[1] "Newton iter: 1, lambda:1.70832456770081, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.70795065015921, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70795059726807, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70795059726807, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70795059726807"
[1] "Starting iterative with newton 1.70795059726807"
[1] "Starting newton at: 1.88992716874758"
[1] "Newton iter: 1, lambda:1.93364577112348, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.93331502567293, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9333150114897, diff to last: 0"
[1] "Newton iter: 4, lambda:1.9333150114897, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.9333150114897"
[1] "Starting iterative with newton 1.9333150114897"
[1] "Starting newton at: 2.1233830284922"
[1] "Newton iter: 1, lambda:2.04585706887408, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.04602613742703, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04602613631951, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04602613631951"
[1] "Starting iterative with newton 2.04602613631951"
[1] "Starting newton at: 2.23509692834995"
[1] "Newton iter: 1, lambda:2.09968798327294, diff to last: 0.135"
[1] "Newton iter: 2, lambda:2.10158783119964, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.10158782394124, diff to last: 0"
[1] "Final threshold is: 0.0396758597799636"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.950765772574551"
[1] "Starting iterative with newton 0.950765772574551"
[1] "Starting newton at: 1.2870647694769"
[1] "Newton iter: 1, lambda:1.33250716590676, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.33034163804699, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.3303368413269, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33033684130333, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33033684130333"
[1] "Starting iterative with newton 1.33033684130333"
[1] "Starting newton at: 1.70364656294784"
[1] "Newton iter: 1, lambda:1.67991145536713, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.67967921259512, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67967918899873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67967918899873, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67967918899873"
[1] "Starting iterative with newton 1.67967918899873"
[1] "Starting newton at: 1.86972107627358"
[1] "Newton iter: 1, lambda:1.89279177738113, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.89267493877247, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89267493608345, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.89267493608345"
[1] "Starting iterative with newton 1.89267493608345"
[1] "Starting newton at: 2.08329786385883"
[1] "Newton iter: 1, lambda:2.00177829677123, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.00154717174013, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0015471660965, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0015471660965"
[1] "Starting iterative with newton 2.0015471660965"
[1] "Starting newton at: 2.20616019522705"
[1] "Newton iter: 1, lambda:2.05263725214961, diff to last: 0.154"
[1] "Newton iter: 2, lambda:2.053854206575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05385410341835, diff to last: 0"
[1] "Newton iter: 4, lambda:2.05385410341835, diff to last: 0"
[1] "Final threshold is: 0.0387746952506173"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674443458396236"
[1] "Starting iterative with newton 0.674443458396236"
[1] "Starting newton at: 1.5348583583179"
[1] "Newton iter: 1, lambda:1.65631494013658, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.6473202470452, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.64727947315949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64727947230681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.64727947230681"
[1] "Starting iterative with newton 1.64727947230681"
[1] "Starting newton at: 2.14958456849271"
[1] "Newton iter: 1, lambda:2.13153251809388, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.13158328182085, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13158328218359, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13158328182085"
[1] "Starting iterative with newton 2.13158328182085"
[1] "Starting newton at: 2.28353809886134"
[1] "Newton iter: 1, lambda:2.32731686055395, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.32774477276643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32774481901817, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32774481901817, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32774481901817"
[1] "Starting iterative with newton 2.32774481901817"
[1] "Starting newton at: 2.49822911247053"
[1] "Newton iter: 1, lambda:2.40241399175505, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.40542933685508, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.40543190161754, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40543190161941, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40543190161754"
[1] "Starting iterative with newton 2.40543190161754"
[1] "Starting newton at: 2.56931249727261"
[1] "Newton iter: 1, lambda:2.42539970771923, diff to last: 0.144"
[1] "Newton iter: 2, lambda:2.43265940060021, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.4326746623407, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43267466240904, diff to last: 0"
[1] "Final threshold is: 0.0459264455635707"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03471172842608853}, {'ad': 0.03967585977996364, 'da': 0.038774695250617316, 'dd': 0.04592644556357071}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553581466501579. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00948357465269414
0.00948357465269414
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 55.5451544444588"
[1] "Starting iterative with newton 55.5451544444588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.8356403282992"
[1] "Starting iterative with newton 46.8356403282992"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.221383765025"
[1] "Starting iterative with newton 43.221383765025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.801856186406"
[1] "Starting iterative with newton 22.801856186406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.525092828874"
[1] "Starting iterative with newton 21.525092828874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.0765576666084"
[1] "Starting iterative with newton 13.0765576666084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.21146500955154"
[1] "Starting iterative with newton 8.21146500955154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.99765519100674"
[1] "Starting iterative with newton 8.99765519100674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8144963787642"
[1] "Starting iterative with newton 4.8144963787642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.57660127011726"
[1] "Starting iterative with newton 3.57660127011726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.62778868630357"
[1] "Starting iterative with newton 3.62778868630357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14937627087409"
[1] "Starting iterative with newton 2.14937627087409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80510244384502"
[1] "Starting iterative with newton 1.80510244384502"
[1] "Starting newton at: 2.10980435294806"
[1] "Newton iter: 1, lambda:1.58453956297549, diff to last: 0.525"
[1] "Newton iter: 2, lambda:1.53456506490682, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.53273998849268, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53273740888551, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53273740888035, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53273740888035"
[1] "Starting iterative with newton 1.53273740888035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89269343057055"
[1] "Starting iterative with newton 1.89269343057055"
[1] "Starting newton at: 2.20308202350207"
[1] "Newton iter: 1, lambda:1.62181607506871, diff to last: 0.581"
[1] "Newton iter: 2, lambda:1.58221711539851, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.58114611820207, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.58114529599552, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58114529599504, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58114529599552"
[1] "Starting iterative with newton 1.58114529599552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34261743514515"
[1] "Starting iterative with newton 1.34261743514515"
[1] "Starting newton at: 1.56807042988287"
[1] "Newton iter: 1, lambda:1.37962825867465, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.35268433926598, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.35196503371682, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35196450984665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35196450984637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35196450984637"
[1] "Starting iterative with newton 1.35196450984637"
[1] "Starting newton at: 1.57528311523022"
[1] "Newton iter: 1, lambda:1.38784911988124, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.36167309265598, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.36100539282838, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36100494887944, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36100494887924, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36100494887944"
[1] "Starting iterative with newton 1.36100494887944"
[1] "Starting newton at: 1.58476036061757"
[1] "Newton iter: 1, lambda:1.39681935804354, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.37109420436721, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.37046067049203, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37046027774495, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3704602777448, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3704602777448"
[1] "Starting iterative with newton 1.3704602777448"
[1] "Starting newton at: 1.5931553445508"
[1] "Newton iter: 1, lambda:1.40572168988744, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.38066627896295, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.38007598540195, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.38007565047613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38007565047602, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38007565047602"
[1] "Starting iterative with newton 1.38007565047602"
[1] "Starting newton at: 1.60203907721238"
[1] "Newton iter: 1, lambda:1.41395663789426, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.38926546843523, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.38870152645254, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.38870122564809, diff to last: 0"
[1] "Newton iter: 5, lambda:1.388701225648, diff to last: 0"
[1] "Final threshold is: 0.0131698517437215"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.01316985174372149}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553581466501579. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00948357465269414
0.00948357465269414
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0572563884420691, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0574068355162441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0574068365546532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0574068355162441"
[1] "Starting iterative with newton 0.0574068355162441"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0216566828499327, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216665603883805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.021666560390435, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.021666560390435"
[1] "Starting iterative with newton 0.021666560390435"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.021004914941916, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210141362897651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210141362915421, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0210141362897651"
[1] "Starting iterative with newton 0.0210141362897651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209930104736387, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210022200283499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210022200301222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0210022200301222"
[1] "Starting iterative with newton 0.0210022200301222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209927930424665, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210020023818446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210020023836167, diff to last: 0"
[1] "Final threshold is: 0.000199174057461089"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267131167291595, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267275295092444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267275295134396, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0267275295092444"
[1] "Starting iterative with newton 0.0267275295092444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00790792934029425, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00790841662644707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00790841662644892, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00790841662644707"
[1] "Starting iterative with newton 0.00790841662644707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00776346393233907, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00776393308179827, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00776393308179998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00776393308179827"
[1] "Starting iterative with newton 0.00776393308179827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00776235473124573, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00776282374238783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00776282374238954, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00776282374238783"
[1] "Starting iterative with newton 0.00776282374238783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00776234621484328, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00776281522492344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00776281522492515, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.3619237700632e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565606008235749, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.056682723628571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566827241976803, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.056682723628571"
[1] "Starting iterative with newton 0.056682723628571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145685291166854, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145722778785968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014572277878845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.014572277878845"
[1] "Starting iterative with newton 0.014572277878845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138717911008956, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138751346666923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0138751346668866, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0138751346668866"
[1] "Starting iterative with newton 0.0138751346668866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138603568911692, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138636940120009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0138636940121944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0138636940120009"
[1] "Starting iterative with newton 0.0138636940120009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138601692753904, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138635062905263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0138635062907197, diff to last: 0"
[1] "Final threshold is: 0.000131475596854301"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114692727846886, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115630910515236, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115630973082139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11563097308214, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115630973082139"
[1] "Starting iterative with newton 0.115630973082139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0353925459655306, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0354343362440916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0354343363023585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0354343363023585"
[1] "Starting iterative with newton 0.0354343363023585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033445063679358, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334811033322958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334811033741464, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0334811033322958"
[1] "Starting iterative with newton 0.0334811033322958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0333973805194147, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334332870280744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334332870695811, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0334332870695811"
[1] "Starting iterative with newton 0.0334332870695811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0333962130857137, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334321163390146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334321163805129, diff to last: 0"
[1] "Final threshold is: 0.000317055971098601"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114422737414601, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.11535577312889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115355834951656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115355834951656, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115355834951656"
[1] "Starting iterative with newton 0.115355834951656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228954643056631, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0229099118654863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0229099118712398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0229099118712398"
[1] "Starting iterative with newton 0.0229099118712398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208530364304302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208643404306151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208643404339371, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0208643404339371"
[1] "Starting iterative with newton 0.0208643404339371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208088019144005, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208200431720768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208200431753578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208200431720768"
[1] "Starting iterative with newton 0.0208200431720768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208078444810559, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208190843831424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208190843864225, diff to last: 0"
[1] "Final threshold is: 0.00019743934094827"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.198139625921478, diff to last: 0.198"
[1] "Newton iter: 2, lambda:0.203199186186763, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.203202450864808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203202450866167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.203202450866167"
[1] "Starting iterative with newton 0.203202450866167"
[1] "Starting newton at: 0.146992421916349"
[1] "Newton iter: 1, lambda:0.0826393631520509, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0829160833318543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829160884580854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0829160833318543"
[1] "Starting iterative with newton 0.0829160833318543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0766750216899451, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.077059340487402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770593501341148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0770593501341148"
[1] "Starting iterative with newton 0.0770593501341148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0763850772674794, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0767660253542362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.076766034820894, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.076766034820894"
[1] "Starting iterative with newton 0.076766034820894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0763705378841337, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0767513174386644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.076751326896368, diff to last: 0"
[1] "Final threshold is: 0.000727876938315038"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.365651019075096"
[1] "Newton iter: 1, lambda:0.279252862759714, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.280542255383656, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.280542546040648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280542546040662, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280542546040662"
[1] "Starting iterative with newton 0.280542546040662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0937889604231581, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0945057236891518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.094505765525826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0945057655258261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.094505765525826"
[1] "Starting iterative with newton 0.094505765525826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832721180188462, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838042875592381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838043092855329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.083804309285533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0838043092855329"
[1] "Starting iterative with newton 0.0838043092855329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826600739682824, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0831825897122906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0831826105834645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0831826105834645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0831826105834645"
[1] "Starting iterative with newton 0.0831826105834645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826244938226878, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0831464518841515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0831464727065058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0831464727065058, diff to last: 0"
[1] "Final threshold is: 0.000788525781020344"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283927044232971"
[1] "Newton iter: 1, lambda:0.264131297469714, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.264194787062689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264194787717361, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.264194787062689"
[1] "Starting iterative with newton 0.264194787062689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0828713010182829, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0833799246893705, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0833799438407836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0833799438407837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0833799438407836"
[1] "Starting iterative with newton 0.0833799438407836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733910758536984, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737656676423173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737656773990123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0737656773990123"
[1] "Starting iterative with newton 0.0737656773990123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0728824308095744, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0732505747421245, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0732505841334317, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0732505747421245"
[1] "Starting iterative with newton 0.0732505747421245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0728551666869927, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0732229670576238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0732229764296784, diff to last: 0"
[1] "Final threshold is: 0.000694415474382739"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.387145388808884"
[1] "Newton iter: 1, lambda:0.458350470959508, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.459829246775911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459829875498032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459829875498146, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.459829875498032"
[1] "Starting iterative with newton 0.459829875498032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165241636019855, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.16918416504301, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169186404605739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169186404606462, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169186404605739"
[1] "Starting iterative with newton 0.169186404605739"
[1] "Starting newton at: 0.278593608858554"
[1] "Newton iter: 1, lambda:0.138898228423626, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141431094392093, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141431930080753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141431930080844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141431930080753"
[1] "Starting iterative with newton 0.141431930080753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136367287515284, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138766418802889, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138767160928994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138767160929065, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.138767160928994"
[1] "Starting iterative with newton 0.138767160928994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13612220082146, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138510329345421, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138511063953125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138511063953195, diff to last: 0"
[1] "Final threshold is: 0.00131358001522421"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.57660127011726"
[1] "Starting iterative with newton 3.57660127011726"
[1] "Starting newton at: 0.670955318862743"
[1] "Newton iter: 1, lambda:0.566525792277172, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.570208271190517, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.570213010372778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570213010380619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570213010372778"
[1] "Starting iterative with newton 0.570213010372778"
[1] "Starting newton at: 0.374061608739229"
[1] "Newton iter: 1, lambda:0.224685187421953, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.228934433938895, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228937909841332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228937909843657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228937909841332"
[1] "Starting iterative with newton 0.228937909841332"
[1] "Starting newton at: 0.369844126502775"
[1] "Newton iter: 1, lambda:0.180256506395511, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.186345480705617, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.186351814358148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186351814365, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.186351814358148"
[1] "Starting iterative with newton 0.186351814358148"
[1] "Starting newton at: 0.353551607350899"
[1] "Newton iter: 1, lambda:0.175785121472397, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.18105983393421, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181064510444531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181064510448207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181064510444531"
[1] "Starting iterative with newton 0.181064510444531"
[1] "Starting newton at: 0.357969672708752"
[1] "Newton iter: 1, lambda:0.174816333611869, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.180403057655391, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.1804082931761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180408293180698, diff to last: 0"
[1] "Final threshold is: 0.00171091551634428"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.62778868630357"
[1] "Starting iterative with newton 3.62778868630357"
[1] "Starting newton at: 0.372186034993033"
[1] "Newton iter: 1, lambda:0.546557833870432, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.557420750221805, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.557461412186649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557461412754694, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557461412754694"
[1] "Starting iterative with newton 0.557461412754694"
[1] "Starting newton at: 0.33737936188554"
[1] "Newton iter: 1, lambda:0.231345631791907, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.233480680846008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.233481553400961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233481553401107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.233481553400961"
[1] "Starting iterative with newton 0.233481553400961"
[1] "Starting newton at: 0.343351360777493"
[1] "Newton iter: 1, lambda:0.18863457700622, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.192742733212969, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.192745653697687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192745653699163, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192745653697687"
[1] "Starting iterative with newton 0.192745653697687"
[1] "Starting newton at: 0.334547480198171"
[1] "Newton iter: 1, lambda:0.183706160864752, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.187560699213776, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187563235007432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187563235008529, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187563235008529"
[1] "Starting iterative with newton 0.187563235008529"
[1] "Starting newton at: 0.33766349105453"
[1] "Newton iter: 1, lambda:0.182847712397944, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.18690010121126, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186902899059654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186902899060988, diff to last: 0"
[1] "Final threshold is: 0.00177250759603719"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.14937627087409"
[1] "Starting iterative with newton 2.14937627087409"
[1] "Starting newton at: 0.493593471870039"
[1] "Newton iter: 1, lambda:0.642219309272973, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.651994686853295, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.652035421220914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652035421926005, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652035421220914"
[1] "Starting iterative with newton 0.652035421220914"
[1] "Starting newton at: 0.523817518031703"
[1] "Newton iter: 1, lambda:0.390295791635037, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.395723036607777, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.395732220013987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395732220040261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.395732220040261"
[1] "Starting iterative with newton 0.395732220040261"
[1] "Starting newton at: 0.273002022596674"
[1] "Newton iter: 1, lambda:0.343411950874622, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.344859098615262, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.344859706126973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34485970612708, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.34485970612708"
[1] "Starting iterative with newton 0.34485970612708"
[1] "Starting newton at: 0.271872766725339"
[1] "Newton iter: 1, lambda:0.333449852857651, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.334538778784906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.334539117535638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334539117535671, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.334539117535671"
[1] "Starting iterative with newton 0.334539117535671"
[1] "Starting newton at: 0.275703137722841"
[1] "Newton iter: 1, lambda:0.331544381610406, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.332436641590779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.332436868312144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332436868312158, diff to last: 0"
[1] "Final threshold is: 0.00315268985794607"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.80510244384502"
[1] "Starting iterative with newton 1.80510244384502"
[1] "Starting newton at: 0.745368619479803"
[1] "Newton iter: 1, lambda:0.689649393709504, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.691044271024395, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.69104516371825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691045163718616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691045163718616"
[1] "Starting iterative with newton 0.691045163718616"
[1] "Starting newton at: 0.501430197482787"
[1] "Newton iter: 1, lambda:0.468491809849477, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.468884807576009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.468884863888184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468884863888185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.468884863888184"
[1] "Starting iterative with newton 0.468884863888184"
[1] "Starting newton at: 0.514397116776888"
[1] "Newton iter: 1, lambda:0.415482023714802, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.418780349498571, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.418784083655469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418784083660253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.418784083655469"
[1] "Starting iterative with newton 0.418784083655469"
[1] "Starting newton at: 0.522608394658809"
[1] "Newton iter: 1, lambda:0.402469923791599, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.407248354146053, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.407256078801172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407256078821345, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.407256078801172"
[1] "Starting iterative with newton 0.407256078801172"
[1] "Starting newton at: 0.525643837806837"
[1] "Newton iter: 1, lambda:0.399323673181123, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.404583026181095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.404592352445905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40459235247521, diff to last: 0"
[1] "Final threshold is: 0.00383698177832988"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.89269343057055"
[1] "Starting iterative with newton 1.89269343057055"
[1] "Starting newton at: 0.769319294067552"
[1] "Newton iter: 1, lambda:0.672982063669134, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.676951555173615, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.676958551831985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.676958551853692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.676958551831985"
[1] "Starting iterative with newton 0.676958551831985"
[1] "Starting newton at: 0.504437301512938"
[1] "Newton iter: 1, lambda:0.446898117685976, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.448038264309696, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.448038716993438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448038716993509, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.448038716993438"
[1] "Starting iterative with newton 0.448038716993438"
[1] "Starting newton at: 0.520948464142482"
[1] "Newton iter: 1, lambda:0.393517920654018, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.398715289153112, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.398724132355093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398724132380676, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398724132355093"
[1] "Starting iterative with newton 0.398724132355093"
[1] "Starting newton at: 0.258518159092614"
[1] "Newton iter: 1, lambda:0.382815454444868, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.38785760125622, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.387865804935316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387865804957018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.387865804957018"
[1] "Starting iterative with newton 0.387865804957018"
[1] "Starting newton at: 0.257163583559467"
[1] "Newton iter: 1, lambda:0.380508514666258, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.385456579672231, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.385464454571138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385464454591072, diff to last: 0"
[1] "Final threshold is: 0.00365558093107446"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.34261743514515"
[1] "Starting iterative with newton 1.34261743514515"
[1] "Starting newton at: 0.652268547189011"
[1] "Newton iter: 1, lambda:0.750958949764103, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.756183079221147, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.756197257570134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.75619725767436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.756197257570134"
[1] "Starting iterative with newton 0.756197257570134"
[1] "Starting newton at: 0.608838496158255"
[1] "Newton iter: 1, lambda:0.615660950315795, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.615682366612532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61568236682316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.615682366612532"
[1] "Starting iterative with newton 0.615682366612532"
[1] "Starting newton at: 0.624355339333883"
[1] "Newton iter: 1, lambda:0.577503432324157, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.578465921399041, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.578466332994002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578466332994077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.578466332994002"
[1] "Starting iterative with newton 0.578466332994002"
[1] "Starting newton at: 0.623971914259433"
[1] "Newton iter: 1, lambda:0.566944129683215, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.568353428297939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.568354302785486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568354302785823, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.568354302785486"
[1] "Starting iterative with newton 0.568354302785486"
[1] "Starting newton at: 0.627039251362448"
[1] "Newton iter: 1, lambda:0.563865181341574, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.565587374115311, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565588676836683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565588676837429, diff to last: 0"
[1] "Final threshold is: 0.00536380243949919"
threshold is:
[{'ad': 0.0001991740574610894, 'da': 7.361923770063205e-05, 'dd': 0.00013147559685430067}, {'ad': 0.0003170559710986006, 'da': 0.00019743934094827012, 'dd': 0.000727876938315038}, {'ad': 0.0007885257810203435, 'da': 0.0006944154743827388, 'dd': 0.0013135800152242142}, {'ad': 0.0017109155163442767, 'da': 0.00177250759603719, 'dd': 0.003152689857946067}, {'ad': 0.0038369817783298786, 'da': 0.0036555809310744626, 'dd': 0.005363802439499187}]
Number of points in noise estimation: 128
Estimated noise: 0.0188789920306814
0.0188789920306814
threshold is:
[{'ad': 0.004301039100858439, 'da': 0.0093486230417461, 'dd': 0.010321442005261416}, {'ad': 0.0029375298378124803, 'da': 0.003994155053570425, 'dd': 0.003710385895329911}, {'ad': 0.0022369998941427216, 'da': 0.002341937715206006, 'dd': 0.004901917440486846}, {'ad': 0.006655751604723259, 'da': 0.006896536250502184, 'dd': 0.014756116658079124}, {'ad': 0.014787101695521693, 'da': 0.013979588159781006, 'dd': 0.017561374469559732}]
['stjerten256', 0.075, 4, 0.0008419053375684571, 0.0005851852310023674, 0.0006320378701268215, 0.0010055289131529028, 0.0005592624421628576, 0.0007839134509216811, 0.0007433712391256115, 0.0008374712999338502, 30.74736737102278, 32.32706643201399, 31.992568990999366, 29.97605437108783, 32.52384345179364, 31.057318835681357, 31.28794245675953, 30.77030067268946]
baboon256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.03799003297113038
0.03799003297113038
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0712235814481031, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714738157851938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714738188706399, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0714738157851938"
[1] "Starting iterative with newton 0.0714738157851938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206453814928608, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206552007247242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206552007269454, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0206552007247242"
[1] "Starting iterative with newton 0.0206552007247242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196854646954094, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196941745389385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196941745406435, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0196941745389385"
[1] "Starting iterative with newton 0.0196941745389385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196674432430122, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196761330036598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196761330053562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0196761330036598"
[1] "Starting iterative with newton 0.0196761330036598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196671049717374, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196757943556805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196757943573768, diff to last: 0"
[1] "Final threshold is: 0.000747484076369924"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.15952312963074"
[1] "Newton iter: 1, lambda:0.194419458186795, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.194564207718951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.194564210202922, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.194564207718951"
[1] "Starting iterative with newton 0.194564207718951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0624532265122275, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626802662222849, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626802692239794, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0626802662222849"
[1] "Starting iterative with newton 0.0626802662222849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569476059790022, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571253893807244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571253911139926, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0571253893807244"
[1] "Starting iterative with newton 0.0571253893807244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0567132616504575, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568891502452469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568891519375787, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0568891502452469"
[1] "Starting iterative with newton 0.0568891502452469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0567032921132871, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568791004372111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568791021278211, diff to last: 0"
[1] "Final threshold is: 0.00216083890097789"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.183274278028515"
[1] "Newton iter: 1, lambda:0.247107214684216, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.247725109739925, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247725167265076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247725167265077, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247725167265077"
[1] "Starting iterative with newton 0.247725167265077"
[1] "Starting newton at: 0.0199877266067884"
[1] "Newton iter: 1, lambda:0.118309800401572, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.119255717448793, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119255804794976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119255804794977, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.119255804794977"
[1] "Starting iterative with newton 0.119255804794977"
[1] "Starting newton at: 0.129950759098641"
[1] "Newton iter: 1, lambda:0.109899627415058, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.1099378967369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109937896876402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109937896876402"
[1] "Starting iterative with newton 0.109937896876402"
[1] "Starting newton at: 0.139268667017216"
[1] "Newton iter: 1, lambda:0.109159663752201, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.109245760027046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109245760731787, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109245760027046"
[1] "Starting iterative with newton 0.109245760027046"
[1] "Starting newton at: 0.139960803866572"
[1] "Newton iter: 1, lambda:0.109103835917165, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.109194247623623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109194248400674, diff to last: 0"
[1] "Final threshold is: 0.00414829309699939"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.383377310360338"
[1] "Newton iter: 1, lambda:0.259745564226556, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.262285112512807, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.262286201770944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262286201771144, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.262286201770944"
[1] "Starting iterative with newton 0.262286201770944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0877058794740243, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0883761837458316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0883762228738043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0883762228738044, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0883762228738043"
[1] "Starting iterative with newton 0.0883762228738043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076227957894058, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0767008623551582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0767008805531693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0767008805531693, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0767008805531693"
[1] "Starting iterative with newton 0.0767008805531693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0754695608606697, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0759307899875875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759308072122222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759308072122222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0759308072122222"
[1] "Starting iterative with newton 0.0759308072122222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.075419611314694, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0758800773267469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0758800944887659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0758800944887659, diff to last: 0"
[1] "Final threshold is: 0.0028826872914807"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.377168275399925"
[1] "Newton iter: 1, lambda:0.348866806836141, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.349054642257148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.349054650567768, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.349054642257148"
[1] "Starting iterative with newton 0.349054642257148"
[1] "Starting newton at: 0.133036341711438"
[1] "Newton iter: 1, lambda:0.124162829440568, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.124170878977733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124170878984358, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.124170878977733"
[1] "Starting iterative with newton 0.124170878977733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106669973367323, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107764351017549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107764466103241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107764466103242, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107764466103241"
[1] "Starting iterative with newton 0.107764466103241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105464926353862, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106529766960379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106529875416653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106529875416654, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106529875416653"
[1] "Starting iterative with newton 0.106529875416653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105374089684, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106436724718899, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106436832688792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106436832688793, diff to last: 0"
[1] "Final threshold is: 0.00404353878318989"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.503418767073616"
[1] "Newton iter: 1, lambda:0.515662674395268, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.515712303895426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515712304708498, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515712303895426"
[1] "Starting iterative with newton 0.515712303895426"
[1] "Starting newton at: 0.116016657353816"
[1] "Newton iter: 1, lambda:0.213840058648541, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.215493301076177, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.215493771418407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215493771418445, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.215493771418407"
[1] "Starting iterative with newton 0.215493771418407"
[1] "Starting newton at: 0.35100729768135"
[1] "Newton iter: 1, lambda:0.17661064544388, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.181379741265081, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181383344962391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181383344964448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.181383344962391"
[1] "Starting iterative with newton 0.181383344962391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172674580996409, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177363872960831, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177367322599139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177367322601005, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177367322599139"
[1] "Starting iterative with newton 0.177367322599139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172230123592949, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176889684251034, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.176893086263031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893086264844, diff to last: 0"
[1] "Final threshold is: 0.00672017417956645"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.45817525521932"
[1] "Starting iterative with newton 3.45817525521932"
[1] "Starting newton at: 0.528328449412537"
[1] "Newton iter: 1, lambda:0.594378065209032, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.596027612566572, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.596028622916132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596028622916511, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596028622916132"
[1] "Starting iterative with newton 0.596028622916132"
[1] "Starting newton at: 0.318462899163189"
[1] "Newton iter: 1, lambda:0.248801329794799, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.249773550680292, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249773740941077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249773740941084, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.249773740941077"
[1] "Starting iterative with newton 0.249773740941077"
[1] "Starting newton at: 0.357526563688759"
[1] "Newton iter: 1, lambda:0.200782867660693, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.205180303949572, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.205183795326678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205183795328878, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.205183795328878"
[1] "Starting iterative with newton 0.205183795328878"
[1] "Starting newton at: 0.380245623857687"
[1] "Newton iter: 1, lambda:0.193157533335807, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.199320697677256, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.199327456115307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199327456123432, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.199327456115307"
[1] "Starting iterative with newton 0.199327456115307"
[1] "Starting newton at: 0.386101963071259"
[1] "Newton iter: 1, lambda:0.191926319741334, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.198549419473868, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.198557209192569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198557209203342, diff to last: 0"
[1] "Final threshold is: 0.0075431949242906"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.97646079021194"
[1] "Starting iterative with newton 2.97646079021194"
[1] "Starting newton at: 0.597834578622386"
[1] "Newton iter: 1, lambda:0.604678971650875, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.604696938842938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.604696938966498, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.604696938842938"
[1] "Starting iterative with newton 0.604696938842938"
[1] "Starting newton at: 0.255073562652208"
[1] "Newton iter: 1, lambda:0.293144407271982, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.293483864702243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293483891609259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293483891609259, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.293483891609259"
[1] "Starting iterative with newton 0.293483891609259"
[1] "Starting newton at: 0.313154488958154"
[1] "Newton iter: 1, lambda:0.245392830654185, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.246369510913768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246369714810627, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246369714810636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246369714810627"
[1] "Starting iterative with newton 0.246369714810627"
[1] "Starting newton at: 0.28124492083946"
[1] "Newton iter: 1, lambda:0.238672169228689, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.239052983933905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.239053014486792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239053014486792, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.239053014486792"
[1] "Starting iterative with newton 0.239053014486792"
[1] "Starting newton at: 0.27993300684623"
[1] "Newton iter: 1, lambda:0.237535398120979, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.237912245509693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237912275361497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237912275361498, diff to last: 0"
[1] "Final threshold is: 0.00903829518521994"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.18271541771081"
[1] "Starting iterative with newton 2.18271541771081"
[1] "Starting newton at: 0.578914083327137"
[1] "Newton iter: 1, lambda:0.671104120789357, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.675097656707172, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.675104961809717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675104961834129, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675104961809717"
[1] "Starting iterative with newton 0.675104961809717"
[1] "Starting newton at: 0.308297295048052"
[1] "Newton iter: 1, lambda:0.390929359134746, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.393095236414356, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.393096711934402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393096711935087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.393096711935087"
[1] "Starting iterative with newton 0.393096711935087"
[1] "Starting newton at: 0.302956391617145"
[1] "Newton iter: 1, lambda:0.337231098494029, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.337570056223728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337570089278374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337570089278374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337570089278374"
[1] "Starting iterative with newton 0.337570089278374"
[1] "Starting newton at: 0.26646145190252"
[1] "Newton iter: 1, lambda:0.325592008486307, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.326583596127203, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326583873794825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326583873794847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326583873794825"
[1] "Starting iterative with newton 0.326583873794825"
[1] "Starting newton at: 0.276162410517403"
[1] "Newton iter: 1, lambda:0.323767283189581, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.324407088983701, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324407204149115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324407204149119, diff to last: 0"
[1] "Final threshold is: 0.0123242403816971"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79219908654558"
[1] "Starting iterative with newton 1.79219908654558"
[1] "Starting newton at: 0.739120709872077"
[1] "Newton iter: 1, lambda:0.736066725343146, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.736071504284426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.736071504296142, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.736071504284426"
[1] "Starting iterative with newton 0.736071504284426"
[1] "Starting newton at: 0.523368044607562"
[1] "Newton iter: 1, lambda:0.492278490144998, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.492653772562844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.492653827580712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492653827580713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492653827580713"
[1] "Starting iterative with newton 0.492653827580713"
[1] "Starting newton at: 0.494846781676911"
[1] "Newton iter: 1, lambda:0.433156776328752, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.434518626724273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.434519297246597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43451929724676, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.434519297246597"
[1] "Starting iterative with newton 0.434519297246597"
[1] "Starting newton at: 0.498804413159251"
[1] "Newton iter: 1, lambda:0.418196721986454, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.420470878860343, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.420472712848718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420472712849911, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.420472712848718"
[1] "Starting iterative with newton 0.420472712848718"
[1] "Starting newton at: 0.505493149411956"
[1] "Newton iter: 1, lambda:0.414165273187716, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.417065610712499, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.417068579790168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417068579793279, diff to last: 0"
[1] "Final threshold is: 0.015844449097451"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.72179273627565"
[1] "Starting iterative with newton 1.72179273627565"
[1] "Starting newton at: 0.790866044527346"
[1] "Newton iter: 1, lambda:0.682831403371576, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.688051523744503, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.688064228297447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.688064228372569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.688064228297447"
[1] "Starting iterative with newton 0.688064228297447"
[1] "Starting newton at: 0.497723283978896"
[1] "Newton iter: 1, lambda:0.483097964091408, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.483176721297178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483176723587638, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483176721297178"
[1] "Starting iterative with newton 0.483176721297178"
[1] "Starting newton at: 0.497953192544562"
[1] "Newton iter: 1, lambda:0.436714904015183, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.438012278115459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.438012867011857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438012867011978, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438012867011857"
[1] "Starting iterative with newton 0.438012867011857"
[1] "Starting newton at: 0.48732166908484"
[1] "Newton iter: 1, lambda:0.426585276051047, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.427846198276028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.427846747592534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427846747592638, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427846747592534"
[1] "Starting iterative with newton 0.427846747592534"
[1] "Starting newton at: 0.485317010481354"
[1] "Newton iter: 1, lambda:0.424277045987759, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.425547014347154, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425547569981095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425547569981202, diff to last: 0"
[1] "Final threshold is: 0.0161665662143662"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27238455752496"
[1] "Starting iterative with newton 1.27238455752496"
[1] "Starting newton at: 0.675808073934263"
[1] "Newton iter: 1, lambda:0.774062851519897, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.779612347284024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.779629510381574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779629510545391, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.779629510545391"
[1] "Starting iterative with newton 0.779629510545391"
[1] "Starting newton at: 0.647182336323489"
[1] "Newton iter: 1, lambda:0.649988414932964, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.649992279492688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.649992279500012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.649992279492688"
[1] "Starting iterative with newton 0.649992279492688"
[1] "Starting newton at: 0.630660122454455"
[1] "Newton iter: 1, lambda:0.614155185533258, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.614283519575022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.614283527369631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.614283519575022"
[1] "Starting iterative with newton 0.614283519575022"
[1] "Starting newton at: 0.629420976989559"
[1] "Newton iter: 1, lambda:0.603999724618413, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.604300420034578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.604300462402434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604300462402435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.604300462402434"
[1] "Starting iterative with newton 0.604300462402434"
[1] "Starting newton at: 0.629884733904151"
[1] "Newton iter: 1, lambda:0.601113862438662, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.60149759293932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.601497661744609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601497661744611, diff to last: 0"
[1] "Final threshold is: 0.0228509160017355"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.91478661605578"
[1] "Starting iterative with newton 0.91478661605578"
[1] "Starting newton at: 0.990585739865143"
[1] "Newton iter: 1, lambda:0.936839785979061, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.938808493753026, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.938811215371613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.938811215376809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.938811215371613"
[1] "Starting iterative with newton 0.938811215371613"
[1] "Starting newton at: 0.997183725997804"
[1] "Newton iter: 1, lambda:0.945889110472654, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.947695896614074, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.947698203696974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.947698203700732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.947698203696974"
[1] "Starting iterative with newton 0.947698203696974"
[1] "Starting newton at: 0.999042698159534"
[1] "Newton iter: 1, lambda:0.949267211779818, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.950973906984999, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.950975970360387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9509759703634, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.9509759703634"
[1] "Starting iterative with newton 0.9509759703634"
[1] "Starting newton at: 0.998228539815521"
[1] "Newton iter: 1, lambda:0.95061708834802, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.952181850320658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.952183586177029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.952183586179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.952183586177029"
[1] "Starting iterative with newton 0.952183586177029"
[1] "Starting newton at: 0.997433378432181"
[1] "Newton iter: 1, lambda:0.951146273387712, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.95262677042019, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.952628324789988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9526283247917, diff to last: 0"
[1] "Final threshold is: 0.0361903814680694"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.996676576788557"
[1] "Starting iterative with newton 0.996676576788557"
[1] "Starting newton at: 0.870121114040852"
[1] "Newton iter: 1, lambda:0.826065422437383, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.827192011386667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.8271927630939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.827192763094235, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.827192763094235"
[1] "Starting iterative with newton 0.827192763094235"
[1] "Starting newton at: 0.83488455993577"
[1] "Newton iter: 1, lambda:0.776816182379408, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.778688473567297, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.778690469260975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.77869046926324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.77869046926324"
[1] "Starting iterative with newton 0.77869046926324"
[1] "Starting newton at: 0.827773866451798"
[1] "Newton iter: 1, lambda:0.762106726123909, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.764466753837238, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.764469888280038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764469888285562, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764469888285562"
[1] "Starting iterative with newton 0.764469888285562"
[1] "Starting newton at: 0.823452538852763"
[1] "Newton iter: 1, lambda:0.757922689925721, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.760265326539601, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.760268404223188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760268404228495, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.760268404223188"
[1] "Starting iterative with newton 0.760268404223188"
[1] "Starting newton at: 0.82158459723073"
[1] "Newton iter: 1, lambda:0.756728100226898, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.75902128900218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.759024235042236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.759024235047095, diff to last: 0"
[1] "Final threshold is: 0.0288353557153261"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.04524388946746"
[1] "Newton iter: 1, lambda:1.09243816374135, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.09438714960442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0943903853666, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09439038537551, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09439038537551"
[1] "Starting iterative with newton 1.09439038537551"
[1] "Starting newton at: 1.48094088441671"
[1] "Newton iter: 1, lambda:1.25416574659656, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.29396383870158, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.29552485983846, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29552719373208, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29552719373729, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29552719373208"
[1] "Starting iterative with newton 1.29552719373208"
[1] "Starting newton at: 1.49876351612232"
[1] "Newton iter: 1, lambda:1.37256728937584, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.38676830491689, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.3869735160096, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38697355835918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38697355835918, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38697355835918"
[1] "Starting iterative with newton 1.38697355835918"
[1] "Starting newton at: 1.51888454498535"
[1] "Newton iter: 1, lambda:1.41810598203509, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.42757231080413, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.42766514003896, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42766514889265, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42766514003896"
[1] "Starting iterative with newton 1.42766514003896"
[1] "Starting newton at: 1.51144361168868"
[1] "Newton iter: 1, lambda:1.44073841347848, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.44558323313731, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.44560768015173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44560768077152, diff to last: 0"
[1] "Final threshold is: 0.0549186834322834"
threshold is:
[{'ad': 0.0007474840763699245, 'da': 0.0021608389009778873, 'dd': 0.004148293096999395}, {'ad': 0.002882687291480704, 'da': 0.004043538783189891, 'dd': 0.006720174179566448}, {'ad': 0.007543194924290597, 'da': 0.009038295185219937, 'dd': 0.012324240381697098}, {'ad': 0.01584444909745102, 'da': 0.01616656621436623, 'dd': 0.022850916001735524}, {'ad': 0.036190381468069376, 'da': 0.02883535571532614, 'dd': 0.05491868343228335}]
Number of points in noise estimation: 128
Estimated noise: 0.03799003297113038
0.03799003297113038
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.684680289949"
[1] "Starting iterative with newton 34.684680289949"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.4712571924672"
[1] "Starting iterative with newton 16.4712571924672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.90767665723346"
[1] "Starting iterative with newton 8.90767665723346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.3311955956056"
[1] "Starting iterative with newton 8.3311955956056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.57329017622745"
[1] "Starting iterative with newton 5.57329017622745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.93446949738863"
[1] "Starting iterative with newton 3.93446949738863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.45817525521932"
[1] "Starting iterative with newton 3.45817525521932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97646079021194"
[1] "Starting iterative with newton 2.97646079021194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18271541771081"
[1] "Starting iterative with newton 2.18271541771081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79219908654558"
[1] "Starting iterative with newton 1.79219908654558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72179273627565"
[1] "Starting iterative with newton 1.72179273627565"
[1] "Starting newton at: 2.01914674313031"
[1] "Newton iter: 1, lambda:1.57836783339134, diff to last: 0.441"
[1] "Newton iter: 2, lambda:1.52301023981927, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.52071052494444, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52070630666125, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52070630664703, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52070630664703"
[1] "Starting iterative with newton 1.52070630664703"
[1] "Starting newton at: 1.82704936551498"
[1] "Newton iter: 1, lambda:1.42763484435236, diff to last: 0.399"
[1] "Newton iter: 2, lambda:1.34814530764265, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.3417357665694, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34169134493987, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34169134279907, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34169134493987"
[1] "Starting iterative with newton 1.34169134493987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27238455752496"
[1] "Starting iterative with newton 1.27238455752496"
[1] "Starting newton at: 1.51734041861853"
[1] "Newton iter: 1, lambda:1.32940141361281, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.29853323772281, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.29747753264936, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29747627365834, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29747627365655, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29747627365655"
[1] "Starting iterative with newton 1.29747627365655"
[1] "Starting newton at: 1.53996124461329"
[1] "Newton iter: 1, lambda:1.35521910091977, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.32697868747205, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.32613928483297, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32613852855238, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32613852855177, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32613852855177"
[1] "Starting iterative with newton 1.32613852855177"
[1] "Starting newton at: 1.55984549041405"
[1] "Newton iter: 1, lambda:1.37415086977609, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.34689573136898, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.34614209170074, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34614150365108, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34614150365072, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34614150365072"
[1] "Starting iterative with newton 1.34614150365072"
[1] "Starting newton at: 1.57178886913742"
[1] "Newton iter: 1, lambda:1.38465828258221, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.35772186866271, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.35700048639391, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35699995810759, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3569999581073, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35699995810759"
[1] "Starting iterative with newton 1.35699995810759"
[1] "Starting newton at: 1.57807724689735"
[1] "Newton iter: 1, lambda:1.3933830488889, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.36757653619296, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.36692605575088, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36692563388186, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36692563388169, diff to last: 0"
[1] "Final threshold is: 0.0519295499002553"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.91478661605578"
[1] "Starting iterative with newton 0.91478661605578"
[1] "Starting newton at: 1.22600713768471"
[1] "Newton iter: 1, lambda:1.24499151155163, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.24455858661033, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24455836319343, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24455836319337, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24455836319343"
[1] "Starting iterative with newton 1.24455836319343"
[1] "Starting newton at: 1.56916065043486"
[1] "Newton iter: 1, lambda:1.59748982953873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.59703615630748, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59703604613968, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59703604613968, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59703604613968"
[1] "Starting iterative with newton 1.59703604613968"
[1] "Starting newton at: 1.75986734972262"
[1] "Newton iter: 1, lambda:1.84383455472487, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.84165163170434, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84165057223722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84165057223697, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84165057223697"
[1] "Starting iterative with newton 1.84165057223697"
[1] "Starting newton at: 2.00292179145395"
[1] "Newton iter: 1, lambda:1.97251168649225, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.97244498829123, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97244498784117, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.97244498784117"
[1] "Starting iterative with newton 1.97244498784117"
[1] "Starting newton at: 2.12935833224926"
[1] "Newton iter: 1, lambda:2.03991354514516, diff to last: 0.089"
[1] "Newton iter: 2, lambda:2.04015449136895, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04015448858545, diff to last: 0"
[1] "Final threshold is: 0.0775055363933062"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.996676576788557"
[1] "Starting iterative with newton 0.996676576788557"
[1] "Starting newton at: 1.39823926290123"
[1] "Newton iter: 1, lambda:1.31229379419015, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.30489083704, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.3048312741146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30483127024107, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3048312741146"
[1] "Starting iterative with newton 1.3048312741146"
[1] "Starting newton at: 1.49803544089274"
[1] "Newton iter: 1, lambda:1.57267877554315, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.56886841959923, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.56885945837658, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56885945832671, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56885945837658"
[1] "Starting iterative with newton 1.56885945837658"
[1] "Starting newton at: 1.76668007913423"
[1] "Newton iter: 1, lambda:1.73791059871277, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.73760650278192, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73760646608305, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73760646608305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73760646608305"
[1] "Starting iterative with newton 1.73760646608305"
[1] "Starting newton at: 1.94573132819843"
[1] "Newton iter: 1, lambda:1.83858523492227, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.83646525494785, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.83646395466086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83646395466037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83646395466037"
[1] "Starting iterative with newton 1.83646395466037"
[1] "Starting newton at: 2.03867208292758"
[1] "Newton iter: 1, lambda:1.88840240145154, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.8860818251315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88608051940871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88608051940829, diff to last: 0"
[1] "Final threshold is: 0.0716522611185277"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4623363741177"
[1] "Newton iter: 1, lambda:1.62541364849496, diff to last: 0.163"
[1] "Newton iter: 2, lambda:1.60808669657244, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.60793488514189, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60793487305341, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60793487305341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60793488514189"
[1] "Starting iterative with newton 1.60793488514189"
[1] "Starting newton at: 2.21249025629098"
[1] "Newton iter: 1, lambda:2.13689542575653, diff to last: 0.076"
[1] "Newton iter: 2, lambda:2.13844757486216, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13844808013974, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1384480801398, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13844808013974"
[1] "Starting iterative with newton 2.13844808013974"
[1] "Starting newton at: 2.41428807945386"
[1] "Newton iter: 1, lambda:2.37390970560082, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.37452951456547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37452965169963, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37452965169964, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37452965169963"
[1] "Starting iterative with newton 2.37452965169963"
[1] "Starting newton at: 2.48908863597531"
[1] "Newton iter: 1, lambda:2.4748248814781, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.47490783816758, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47490784092709, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47490784092709"
[1] "Starting iterative with newton 2.47490784092709"
[1] "Starting newton at: 2.57918247515381"
[1] "Newton iter: 1, lambda:2.51952717592698, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.52109519880284, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52109622680437, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52109622680481, diff to last: 0"
[1] "Final threshold is: 0.0957765287796905"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.051929549900255265}, {'ad': 0.07750553639330625, 'da': 0.07165226111852772, 'dd': 0.09577652877969046}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505645091764099. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016949284827327264
0.016949284827327264
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.74204995858"
[1] "Starting iterative with newton 77.74204995858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.9185844826274"
[1] "Starting iterative with newton 36.9185844826274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.96561703647"
[1] "Starting iterative with newton 19.96561703647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6734955834654"
[1] "Starting iterative with newton 18.6734955834654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4919416783407"
[1] "Starting iterative with newton 12.4919416783407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.81869810156886"
[1] "Starting iterative with newton 8.81869810156886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.75113482982549"
[1] "Starting iterative with newton 7.75113482982549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.67142270068626"
[1] "Starting iterative with newton 6.67142270068626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.89232622675231"
[1] "Starting iterative with newton 4.89232622675231"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.01702508880622"
[1] "Starting iterative with newton 4.01702508880622"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.85921668595142"
[1] "Starting iterative with newton 3.85921668595142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.85191568758083"
[1] "Starting iterative with newton 2.85191568758083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05039764565618"
[1] "Starting iterative with newton 2.05039764565618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23394534928713"
[1] "Starting iterative with newton 2.23394534928713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51179758377329"
[1] "Starting iterative with newton 1.51179758377329"
[1] "Starting newton at: 1.75491972147085"
[1] "Newton iter: 1, lambda:1.4306225820217, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.37454905505266, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.37155108326646, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.3715420791048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37154207902341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3715420791048"
[1] "Starting iterative with newton 1.3715420791048"
[1] "Starting newton at: 1.61848919211542"
[1] "Newton iter: 1, lambda:1.3078265996805, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.23516673666346, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.22870979390881, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.22865639805221, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22865639439334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22865639439334"
[1] "Starting iterative with newton 1.22865639439334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505645091764099. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016949284827327264
0.016949284827327264
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335425236900323, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335684990723788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335684990879513, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0335684990879513"
[1] "Starting iterative with newton 0.0335684990879513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00751160734365613, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00751205635315459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00751205635315619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00751205635315459"
[1] "Starting iterative with newton 0.00751205635315459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00730943890354222, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00730986221599059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00730986221599201, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00730986221599059"
[1] "Starting iterative with newton 0.00730986221599059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00730787306713925, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00730829618316678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0073082961831682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00730829618316678"
[1] "Starting iterative with newton 0.00730829618316678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00730786093962829, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00730828405413467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00730828405413609, diff to last: 0"
[1] "Final threshold is: 0.000123870188032543"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0386639757683733"
[1] "Newton iter: 1, lambda:0.0745033237984134, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0745643228086489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0745643229852832, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0745643228086489"
[1] "Starting iterative with newton 0.0745643228086489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275977929525861, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276188068811066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276188068932886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0276188068932886"
[1] "Starting iterative with newton 0.0276188068932886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263950913949306, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0264141293183872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0264141293282901, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0264141293183872"
[1] "Starting iterative with newton 0.0264141293183872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026364262800419, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263832513162111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263832513260601, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0263832513162111"
[1] "Starting iterative with newton 0.0263832513162111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263634726440361, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263824598942952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263824599041428, diff to last: 0"
[1] "Final threshold is: 0.000447163827193947"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146025484612926, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147791696543556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147791953330155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14779195333016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147791953330155"
[1] "Starting iterative with newton 0.147791953330155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0496613302262839, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497835463014834, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497835470418211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0497835463014834"
[1] "Starting iterative with newton 0.0497835463014834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0460300079540835, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0461301010839543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0461301015573452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0461301010839543"
[1] "Starting iterative with newton 0.0461301010839543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0458948530745355, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0459941811747696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0459941816401175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0459941811747696"
[1] "Starting iterative with newton 0.0459941811747696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0458898254141858, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.045989125133763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.045989125598814, diff to last: 0"
[1] "Final threshold is: 0.000779482788734025"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.136492498746618"
[1] "Newton iter: 1, lambda:0.133586533875064, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.133587231295021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.133587231295061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133587231295021"
[1] "Starting iterative with newton 0.133587231295021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298553548284693, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0298818285953037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0298818286161213, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0298818285953037"
[1] "Starting iterative with newton 0.0298818285953037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275598659567893, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275813642046916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275813642177738, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0275813642177738"
[1] "Starting iterative with newton 0.0275813642177738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275092105161601, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275306067087525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275306067216968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0275306067087525"
[1] "Starting iterative with newton 0.0275306067087525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275080929382773, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275294868829868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275294868959281, diff to last: 0"
[1] "Final threshold is: 0.000466605114329914"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149790885908092, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.151942944357985, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.151943385985865, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151943385985884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.151943385985884"
[1] "Starting iterative with newton 0.151943385985884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486968479921558, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048820099327352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488201001167527, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.048820099327352"
[1] "Starting iterative with newton 0.048820099327352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443391847721816, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444371976701718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444371981490704, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444371976701718"
[1] "Starting iterative with newton 0.0444371976701718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441565735361852, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442535976488174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.04425359811722, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442535976488174"
[1] "Starting iterative with newton 0.0442535976488174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441489284329456, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442459112713363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442459117393034, diff to last: 0"
[1] "Final threshold is: 0.000749936560514236"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.307776135971298"
[1] "Newton iter: 1, lambda:0.247192435609178, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.24774641946109, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247746466156602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247746466156603, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247746466156602"
[1] "Starting iterative with newton 0.247746466156602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0846246358595859, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0851982403364164, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0851982666762852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0851982666762852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0851982666762852"
[1] "Starting iterative with newton 0.0851982666762852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0748552310503725, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0752789092743018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.075278922843596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.075278922843596, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.075278922843596"
[1] "Starting iterative with newton 0.075278922843596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0742591029589979, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0746745067131808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0746745197092425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0746745197092425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0746745197092425"
[1] "Starting iterative with newton 0.0746745197092425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.074222790624966, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0746376934871592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0746377064489514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0746377064489514, diff to last: 0"
[1] "Final threshold is: 0.00126505574546172"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.508138283986083"
[1] "Newton iter: 1, lambda:0.28189326963422, diff to last: 0.226"
[1] "Newton iter: 2, lambda:0.290885499966636, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.290900241076759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290900241116331, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290900241116331"
[1] "Starting iterative with newton 0.290900241116331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0956388183941849, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964457339461922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964457913708604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964457913708607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0964457913708607"
[1] "Starting iterative with newton 0.0964457913708607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.084047373535684, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846231112592571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0846231382767346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0846231382767347, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0846231382767346"
[1] "Starting iterative with newton 0.0846231382767346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0833490285934379, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0839124070489088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0839124327898846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0839124327898846, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0839124327898846"
[1] "Starting iterative with newton 0.0839124327898846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.083307076803066, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838697182618789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838697439278182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838697439278183, diff to last: 0"
[1] "Final threshold is: 0.00142153217822759"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.282232969847615"
[1] "Newton iter: 1, lambda:0.346716607111613, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.347590277774571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.347590436621175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34759043662118, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34759043662118"
[1] "Starting iterative with newton 0.34759043662118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113759839215909, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115107953623984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115108142832131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115108142832135, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115108142832131"
[1] "Starting iterative with newton 0.115108142832131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967198167365805, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0976135996572371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0976136759723789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0976136759723795, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0976136759723789"
[1] "Starting iterative with newton 0.0976136759723789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954386163177578, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0963029180972329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963029889743472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963029889743477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0963029889743477"
[1] "Starting iterative with newton 0.0963029889743477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0953426473820656, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0962047659850942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962048364682979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962048364682984, diff to last: 0"
[1] "Final threshold is: 0.00163060317506762"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.359853947994927"
[1] "Newton iter: 1, lambda:0.44596620377939, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.448042427305948, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.448043615107484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448043615107872, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.448043615107484"
[1] "Starting iterative with newton 0.448043615107484"
[1] "Starting newton at: 0.321195611692996"
[1] "Newton iter: 1, lambda:0.159582910428395, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.163129967469835, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163131686736333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163131686736737, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.163131686736737"
[1] "Starting iterative with newton 0.163131686736737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134987553382445, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137250348152587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137250983577653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137250983577703, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137250983577653"
[1] "Starting iterative with newton 0.137250983577653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132689084651352, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.134855825703093, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13485640312399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134856403124031, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13485640312399"
[1] "Starting iterative with newton 0.13485640312399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1324759789796, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134633957041478, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134634529324656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134634529324696, diff to last: 0"
[1] "Final threshold is: 0.00228195898511674"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.01702508880622"
[1] "Starting iterative with newton 4.01702508880622"
[1] "Starting newton at: 0.645422958744484"
[1] "Newton iter: 1, lambda:0.571153654751327, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.573053796654471, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573055069538899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573055069539469, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573055069538899"
[1] "Starting iterative with newton 0.573055069538899"
[1] "Starting newton at: 0.422057830693895"
[1] "Newton iter: 1, lambda:0.203548428250994, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.211793425077797, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.211805363857977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211805363882999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211805363857977"
[1] "Starting iterative with newton 0.211805363857977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166120107259589, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.170428587278316, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.17043148188759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170431481888896, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.170431481888896"
[1] "Starting iterative with newton 0.170431481888896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161657259384381, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165676057683092, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165678538852307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165678538853253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165678538852307"
[1] "Starting iterative with newton 0.165678538852307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161143567729915, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.165129859539401, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165132296509334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165132296510244, diff to last: 0"
[1] "Final threshold is: 0.00279887432772736"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.85921668595142"
[1] "Starting iterative with newton 3.85921668595142"
[1] "Starting newton at: 0.656488709908784"
[1] "Newton iter: 1, lambda:0.54914916116012, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.552852791559465, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.552857356285365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552857356292292, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.552857356285365"
[1] "Starting iterative with newton 0.552857356285365"
[1] "Starting newton at: 0.355765838905631"
[1] "Newton iter: 1, lambda:0.220737199644427, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.223996526256986, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.223998443858803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223998443859467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.223998443858803"
[1] "Starting iterative with newton 0.223998443858803"
[1] "Starting newton at: 0.311083746342434"
[1] "Newton iter: 1, lambda:0.183619997296257, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.186254316150074, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.186255448210591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1862554482108, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1862554482108"
[1] "Starting iterative with newton 0.1862554482108"
[1] "Starting newton at: 0.312581464199302"
[1] "Newton iter: 1, lambda:0.178979745595282, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.181838415218833, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.181839732014121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181839732014401, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181839732014121"
[1] "Starting iterative with newton 0.181839732014121"
[1] "Starting newton at: 0.313560078536652"
[1] "Newton iter: 1, lambda:0.178398924552862, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.181320334107697, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.18132170734748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181321707347784, diff to last: 0"
[1] "Final threshold is: 0.00307327326321486"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.85191568758083"
[1] "Starting iterative with newton 2.85191568758083"
[1] "Starting newton at: 0.647515122466847"
[1] "Newton iter: 1, lambda:0.593898053716409, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.594953867289808, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.594954283766373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594954283766437, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594954283766373"
[1] "Starting iterative with newton 0.594954283766373"
[1] "Starting newton at: 0.297968488479894"
[1] "Newton iter: 1, lambda:0.299847126494901, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.299847971390125, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299847971390296, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299847971390125"
[1] "Starting iterative with newton 0.299847971390125"
[1] "Starting newton at: 0.311399062144604"
[1] "Newton iter: 1, lambda:0.253671284149872, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.254400308018352, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254400424771061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254400424771064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.254400424771061"
[1] "Starting iterative with newton 0.254400424771061"
[1] "Starting newton at: 0.312369665843661"
[1] "Newton iter: 1, lambda:0.24631759896596, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.247258193359921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247258384969614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247258384969622, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247258384969614"
[1] "Starting iterative with newton 0.247258384969614"
[1] "Starting newton at: 0.31050646627945"
[1] "Newton iter: 1, lambda:0.245215299564837, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.246132369243313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246132550976689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246132550976696, diff to last: 0"
[1] "Final threshold is: 0.00417177071178055"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05039764565618"
[1] "Starting iterative with newton 2.05039764565618"
[1] "Starting newton at: 0.834301948655253"
[1] "Newton iter: 1, lambda:0.663285021981063, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.675573082069005, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.675641134200501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675641136279233, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675641136279233"
[1] "Starting iterative with newton 0.675641136279233"
[1] "Starting newton at: 0.538326852693789"
[1] "Newton iter: 1, lambda:0.412736025729242, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.417829404073392, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.4178379783466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41783797837088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.4178379783466"
[1] "Starting iterative with newton 0.4178379783466"
[1] "Starting newton at: 0.27878887416884"
[1] "Newton iter: 1, lambda:0.362468935426448, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.364626936732271, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.364628361421528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364628361422149, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364628361421528"
[1] "Starting iterative with newton 0.364628361421528"
[1] "Starting newton at: 0.288483344785252"
[1] "Newton iter: 1, lambda:0.352223610986646, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.353452455051344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.353452909253029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353452909253091, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.353452909253091"
[1] "Starting iterative with newton 0.353452909253091"
[1] "Starting newton at: 0.29201177037618"
[1] "Newton iter: 1, lambda:0.35008211478439, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.351097901641555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351098210880142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35109821088017, diff to last: 0"
[1] "Final threshold is: 0.00595086357857302"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23394534928713"
[1] "Starting iterative with newton 2.23394534928713"
[1] "Starting newton at: 0.578340029070938"
[1] "Newton iter: 1, lambda:0.622211268665886, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.622987220914222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.622987460561556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622987460561579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.622987460561556"
[1] "Starting iterative with newton 0.622987460561556"
[1] "Starting newton at: 0.260249576306738"
[1] "Newton iter: 1, lambda:0.371279985786693, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.37492646283229, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.374930351781385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374930351785807, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374930351781385"
[1] "Starting iterative with newton 0.374930351781385"
[1] "Starting newton at: 0.269236133646689"
[1] "Newton iter: 1, lambda:0.328444558533573, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.329408755109339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.329409009473263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329409009473281, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.329409009473281"
[1] "Starting iterative with newton 0.329409009473281"
[1] "Starting newton at: 0.276564944406544"
[1] "Newton iter: 1, lambda:0.320324538585096, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.320843615769333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320843688529568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32084368852957, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.320843688529568"
[1] "Starting iterative with newton 0.320843688529568"
[1] "Starting newton at: 0.277826933715725"
[1] "Newton iter: 1, lambda:0.318771872687349, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.319225071570245, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319225126895412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319225126895412, diff to last: 0"
[1] "Final threshold is: 0.00541063759979003"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.51179758377329"
[1] "Starting iterative with newton 1.51179758377329"
[1] "Starting newton at: 0.707981168809182"
[1] "Newton iter: 1, lambda:0.748398689729615, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.74925907859105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.74925946300209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749259463002167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.74925946300209"
[1] "Starting iterative with newton 0.74925946300209"
[1] "Starting newton at: 0.695592324994386"
[1] "Newton iter: 1, lambda:0.558428125020118, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.566292325373486, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.566319277071033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56631927738699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.56631927738699"
[1] "Starting iterative with newton 0.56631927738699"
[1] "Starting newton at: 0.456032158889476"
[1] "Newton iter: 1, lambda:0.517049256323229, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.518607504013926, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.518608509000912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518608509001329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.518608509001329"
[1] "Starting iterative with newton 0.518608509001329"
[1] "Starting newton at: 0.463618237898262"
[1] "Newton iter: 1, lambda:0.505212184834259, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.505923791898346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505923998600676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505923998600693, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505923998600676"
[1] "Starting iterative with newton 0.505923998600676"
[1] "Starting newton at: 0.466496538786314"
[1] "Newton iter: 1, lambda:0.502019005112956, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.502535529539057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502535638038559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502535638038563, diff to last: 0"
[1] "Final threshold is: 0.00851761966499817"
threshold is:
[{'ad': 0.0001238701880325426, 'da': 0.0004471638271939471, 'dd': 0.0007794827887340252}, {'ad': 0.0004666051143299139, 'da': 0.0007499365605142357, 'dd': 0.0012650557454617175}, {'ad': 0.0014215321782275927, 'da': 0.0016306031750676225, 'dd': 0.0022819589851167366}, {'ad': 0.002798874327727358, 'da': 0.003073273263214864, 'dd': 0.004171770711780548}, {'ad': 0.005950863578573018, 'da': 0.005410637599790033, 'dd': 0.008517619664998168}]
Number of points in noise estimation: 128
Estimated noise: 0.03799003297113038
0.03799003297113038
threshold is:
[{'ad': 0.017768311844655216, 'da': 0.012711907756933712, 'dd': 0.010191975178183689}, {'ad': 0.0016824338589196406, 'da': 0.0033140524553127797, 'dd': 0.005450802722355135}, {'ad': 0.006675793444704592, 'da': 0.005967232720520563, 'dd': 0.011969027965506834}, {'ad': 0.011142001541738056, 'da': 0.017798551264244008, 'dd': 0.021229515438619777}, {'ad': 0.028497663432646262, 'da': 0.026927932397243518, 'dd': 0.037770875125576725}]
['baboon256', 0.025, 0, 0.0001743750296076137, 0.0005408371260511476, 0.00044173110235798624, 0.005889739819061107, 0.0007199811447494547, 0.0008195404068286021, 0.00017039650278136105, 0.0001743750296076137, 37.585157056422716, 32.669335036682554, 33.548420209206874, 22.299038898719505, 31.426788769555248, 30.86429629000036, 37.685393229398755, 37.585157056422716]
baboon256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.03779747857011722
0.03779747857011722
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0711625309678616, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714142228332965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714142259783553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0714142259783553"
[1] "Starting iterative with newton 0.0714142259783553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255879103274008, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0256035126350014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0256035126408016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0256035126408016"
[1] "Starting iterative with newton 0.0256035126408016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0246316126557317, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246459450870864, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246459450919384, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0246459450870864"
[1] "Starting iterative with newton 0.0246459450870864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0246115661323182, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246258725247666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246258725296002, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0246258725296002"
[1] "Starting iterative with newton 0.0246258725296002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0246111458964246, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246254517432727, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246254517481059, diff to last: 0"
[1] "Final threshold is: 0.000930779984545806"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.20574034276129"
[1] "Newton iter: 1, lambda:0.204682942971524, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.204683083555201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.204683083555204, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.204683083555201"
[1] "Starting iterative with newton 0.204683083555201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.062721644096604, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0629274206859212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0629274229015491, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0629274206859212"
[1] "Starting iterative with newton 0.0629274206859212"
[1] "Starting newton at: 0.06910272773954"
[1] "Newton iter: 1, lambda:0.0585429356177395, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0585484319071186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0585484319086076, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0585484319071186"
[1] "Starting iterative with newton 0.0585484319071186"
[1] "Starting newton at: 0.0734817165183426"
[1] "Newton iter: 1, lambda:0.0584023592089472, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0584135473700738, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584135473762323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0584135473700738"
[1] "Starting iterative with newton 0.0584135473700738"
[1] "Starting newton at: 0.0736166010553874"
[1] "Newton iter: 1, lambda:0.0583979956184179, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0584093907464338, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584093907528218, diff to last: 0"
[1] "Final threshold is: 0.00220772769527339"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.418557062869111"
[1] "Newton iter: 1, lambda:0.24285127746574, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.24749044860016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.247493777616942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247493777618656, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247493777618656"
[1] "Starting iterative with newton 0.247493777618656"
[1] "Starting newton at: 0.196995336919038"
[1] "Newton iter: 1, lambda:0.105567421578138, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.106311227127165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106311276490309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106311276490309, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.106311276490309"
[1] "Starting iterative with newton 0.106311276490309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0966100238623843, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974116291500834, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974116842861837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974116842861839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0974116842861839"
[1] "Starting iterative with newton 0.0974116842861839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960507924179332, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968411254456943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968411789065208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968411789065211, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0968411789065208"
[1] "Starting iterative with newton 0.0968411789065208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960149126483966, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968045258969141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968045792517291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968045792517293, diff to last: 0"
[1] "Final threshold is: 0.00365896900975644"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.344945304085071"
[1] "Newton iter: 1, lambda:0.254925243758008, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.256216824640152, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256217093524592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256217093524603, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.256217093524592"
[1] "Starting iterative with newton 0.256217093524592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.090280915737014, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910148807256816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910149291812512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910149291812514, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0910149291812512"
[1] "Starting iterative with newton 0.0910149291812512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0783970353878755, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0789202177909473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0789202410796155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0789202410796156, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0789202410796155"
[1] "Starting iterative with newton 0.0789202410796155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0775377851067057, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780471939475488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.078047215924845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078047215924845, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.078047215924845"
[1] "Starting iterative with newton 0.078047215924845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0774758472857438, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0779842709119837, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0779842927970228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0779842927970228, diff to last: 0"
[1] "Final threshold is: 0.00294760963580122"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.220122549362455"
[1] "Newton iter: 1, lambda:0.343960435726133, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.3474606939499, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.34746344947127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347463449472977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34746344947127"
[1] "Starting iterative with newton 0.34746344947127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125019461098533, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126704383238493, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126704688693845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126704688693855, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.126704688693845"
[1] "Starting iterative with newton 0.126704688693845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107971670874635, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109156051298937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109156193639446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109156193639448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109156193639446"
[1] "Starting iterative with newton 0.109156193639446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106604985432272, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107753582013899, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107753715196499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107753715196501, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107753715196499"
[1] "Starting iterative with newton 0.107753715196499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10649573433607, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107641497301519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107641629772853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107641629772855, diff to last: 0"
[1] "Final threshold is: 0.00406858219459198"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.508123607818467"
[1] "Newton iter: 1, lambda:0.515278416081425, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.515295444766334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515295444862625, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515295444862625"
[1] "Starting iterative with newton 0.515295444862625"
[1] "Starting newton at: 0.229968836765958"
[1] "Newton iter: 1, lambda:0.202806341919029, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.202928784450334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.202928786940867, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.202928784450334"
[1] "Starting iterative with newton 0.202928784450334"
[1] "Starting newton at: 0.233875262362469"
[1] "Newton iter: 1, lambda:0.17016748879479, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.17077131301444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.170771367344406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170771367344406, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.170771367344406"
[1] "Starting iterative with newton 0.170771367344406"
[1] "Starting newton at: 0.246543347759233"
[1] "Newton iter: 1, lambda:0.166417392755805, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.167361522558824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.167361653906017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16736165390602, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16736165390602"
[1] "Starting iterative with newton 0.16736165390602"
[1] "Starting newton at: 0.249953061197619"
[1] "Newton iter: 1, lambda:0.165962693621979, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.166998744326658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.166998902307487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16699890230749, diff to last: 0"
[1] "Final threshold is: 0.00631213743120046"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.36584809505104"
[1] "Starting iterative with newton 3.36584809505104"
[1] "Starting newton at: 0.657670466312521"
[1] "Newton iter: 1, lambda:0.579191377713203, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.581374672963168, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.581376405424371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581376405425461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.581376405424371"
[1] "Starting iterative with newton 0.581376405424371"
[1] "Starting newton at: 0.355481967221047"
[1] "Newton iter: 1, lambda:0.238840828231741, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.241537700987354, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.241539154233856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241539154234278, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241539154233856"
[1] "Starting iterative with newton 0.241539154233856"
[1] "Starting newton at: 0.361060018434543"
[1] "Newton iter: 1, lambda:0.193215387064369, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.198185323419817, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.198189715552367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198189715555797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198189715555797"
[1] "Starting iterative with newton 0.198189715555797"
[1] "Starting newton at: 0.372598791155402"
[1] "Newton iter: 1, lambda:0.186660516180532, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.192660689581854, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.192666990862707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192666990869655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192666990869655"
[1] "Starting iterative with newton 0.192666990869655"
[1] "Starting newton at: 0.373777567069546"
[1] "Newton iter: 1, lambda:0.185839907865644, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.191957088352821, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.191963624477687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191963624485148, diff to last: 0"
[1] "Final threshold is: 0.0072557409824374"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.99019815473679"
[1] "Starting iterative with newton 2.99019815473679"
[1] "Starting newton at: 0.505693481961085"
[1] "Newton iter: 1, lambda:0.605615037761916, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.609525841403706, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.609531672817598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609531672830547, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.609531672817598"
[1] "Starting iterative with newton 0.609531672817598"
[1] "Starting newton at: 0.279581732267335"
[1] "Newton iter: 1, lambda:0.293837203840404, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.293884916180368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293884916714227, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.293884916180368"
[1] "Starting iterative with newton 0.293884916180368"
[1] "Starting newton at: 0.313816274291648"
[1] "Newton iter: 1, lambda:0.246207784529183, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.24717826062789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247178461509877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247178461509885, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.247178461509877"
[1] "Starting iterative with newton 0.247178461509877"
[1] "Starting newton at: 0.310086010698744"
[1] "Newton iter: 1, lambda:0.239084904617496, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.240139304123124, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240139537714031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240139537714042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240139537714031"
[1] "Starting iterative with newton 0.240139537714031"
[1] "Starting newton at: 0.31649161739851"
[1] "Newton iter: 1, lambda:0.237783766773732, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.239075847851727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239076197825715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239076197825741, diff to last: 0"
[1] "Final threshold is: 0.00903647746394258"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.21676380500356"
[1] "Starting iterative with newton 2.21676380500356"
[1] "Starting newton at: 0.583763343464375"
[1] "Newton iter: 1, lambda:0.673956486278517, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.677811890723926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.677818760300912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677818760322695, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677818760300912"
[1] "Starting iterative with newton 0.677818760300912"
[1] "Starting newton at: 0.291049150964526"
[1] "Newton iter: 1, lambda:0.388770254177973, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.39177217419239, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.39177498094141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391774980943863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.39177498094141"
[1] "Starting iterative with newton 0.39177498094141"
[1] "Starting newton at: 0.269832766368099"
[1] "Newton iter: 1, lambda:0.335799063686928, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.337042977161969, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.337043417286637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337043417286692, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337043417286637"
[1] "Starting iterative with newton 0.337043417286637"
[1] "Starting newton at: 0.268313072796256"
[1] "Newton iter: 1, lambda:0.325499338843778, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.326416570531783, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326416805533569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326416805533584, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326416805533584"
[1] "Starting iterative with newton 0.326416805533584"
[1] "Starting newton at: 0.262226178335239"
[1] "Newton iter: 1, lambda:0.323305168533962, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.324347985126825, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324348287811468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324348287811493, diff to last: 0"
[1] "Final threshold is: 0.0122595474578091"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.78497046622568"
[1] "Starting iterative with newton 1.78497046622568"
[1] "Starting newton at: 0.786030252660491"
[1] "Newton iter: 1, lambda:0.72446635373296, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.726335557997843, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.726337322956367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.72633732295794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.726337322956367"
[1] "Starting iterative with newton 0.726337322956367"
[1] "Starting newton at: 0.514515993206981"
[1] "Newton iter: 1, lambda:0.486237297947091, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.486544165463306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.48654420179823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48654420179823, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.48654420179823"
[1] "Starting iterative with newton 0.48654420179823"
[1] "Starting newton at: 0.524800500327542"
[1] "Newton iter: 1, lambda:0.425652984695589, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.429113416593391, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.429117707014491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429117707021083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429117707014491"
[1] "Starting iterative with newton 0.429117707014491"
[1] "Starting newton at: 0.531768806242588"
[1] "Newton iter: 1, lambda:0.410136834155878, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.415229763316965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.415238884402918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415238884432153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.415238884402918"
[1] "Starting iterative with newton 0.415238884402918"
[1] "Starting newton at: 0.536493902176709"
[1] "Newton iter: 1, lambda:0.406044282583002, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.411866710235227, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.411878577295288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411878577344547, diff to last: 0"
[1] "Final threshold is: 0.0155679717006709"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.74159663410326"
[1] "Starting iterative with newton 1.74159663410326"
[1] "Starting newton at: 0.841613936277209"
[1] "Newton iter: 1, lambda:0.677297128327709, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.689115233238291, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.689180659039821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689180661037156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689180661037156"
[1] "Starting iterative with newton 0.689180661037156"
[1] "Starting newton at: 0.490865725442045"
[1] "Newton iter: 1, lambda:0.482198099020061, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.482225626879467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.482225627157589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.482225627157589"
[1] "Starting iterative with newton 0.482225627157589"
[1] "Starting newton at: 0.469371137944963"
[1] "Newton iter: 1, lambda:0.437553145245424, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.437902516917131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437902559267812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437902559267813, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437902559267813"
[1] "Starting iterative with newton 0.437902559267813"
[1] "Starting newton at: 0.466015688187517"
[1] "Newton iter: 1, lambda:0.427669099834691, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.428169799379284, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.428169885286765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428169885286768, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.428169885286765"
[1] "Starting iterative with newton 0.428169885286765"
[1] "Starting newton at: 0.466422607697631"
[1] "Newton iter: 1, lambda:0.425450853515617, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.426020649805582, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.426020760753984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426020760753988, diff to last: 0"
[1] "Final threshold is: 0.0161025105750237"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32645379102085"
[1] "Starting iterative with newton 1.32645379102085"
[1] "Starting newton at: 0.93434063100385"
[1] "Newton iter: 1, lambda:0.782490786282829, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.794629124070535, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.794712768360082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.794712772312886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.794712768360082"
[1] "Starting iterative with newton 0.794712768360082"
[1] "Starting newton at: 0.639389446059631"
[1] "Newton iter: 1, lambda:0.650189954406203, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.650247931322964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.650247932988342, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.650247931322964"
[1] "Starting iterative with newton 0.650247931322964"
[1] "Starting newton at: 0.667650542910697"
[1] "Newton iter: 1, lambda:0.607505953172922, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.609197438834742, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.609198800956169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609198800957052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609198800956169"
[1] "Starting iterative with newton 0.609198800956169"
[1] "Starting newton at: 0.673777205417118"
[1] "Newton iter: 1, lambda:0.594499804685126, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.597388158908979, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.597392084917157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597392084924405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.597392084917157"
[1] "Starting iterative with newton 0.597392084917157"
[1] "Starting newton at: 0.673786400411945"
[1] "Newton iter: 1, lambda:0.590830752561045, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.593979402866307, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.593984052582933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.593984052593065, diff to last: 0"
[1] "Final threshold is: 0.0224510994988778"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.916156389154555"
[1] "Starting iterative with newton 0.916156389154555"
[1] "Starting newton at: 1.00499156362375"
[1] "Newton iter: 1, lambda:0.933157310400954, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.936625404301148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.93663382672824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936633826777828, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.93663382672824"
[1] "Starting iterative with newton 0.93663382672824"
[1] "Starting newton at: 1.00816322763408"
[1] "Newton iter: 1, lambda:0.94114055169783, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.944183455086283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.944189972945959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.944189972975818, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.944189972945959"
[1] "Starting iterative with newton 0.944189972945959"
[1] "Starting newton at: 1.01131268307377"
[1] "Newton iter: 1, lambda:0.943878979454181, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.946964307923522, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.946971022373932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.946971022405682, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.946971022373932"
[1] "Starting iterative with newton 0.946971022373932"
[1] "Starting newton at: 1.01233531979202"
[1] "Newton iter: 1, lambda:0.944899258133462, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.947986907249282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.947993636762864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.94799363679478, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.94799363679478"
[1] "Starting iterative with newton 0.94799363679478"
[1] "Starting newton at: 1.01226704457183"
[1] "Newton iter: 1, lambda:0.945318148422817, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.948362986739086, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.948369532561935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.948369532592141, diff to last: 0"
[1] "Final threshold is: 0.0358459770835618"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.01404901985537"
[1] "Starting iterative with newton 1.01404901985537"
[1] "Starting newton at: 0.866599373136886"
[1] "Newton iter: 1, lambda:0.825789771467429, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.826756737274361, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.826757290265553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.826757290265734, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.826757290265553"
[1] "Starting iterative with newton 0.826757290265553"
[1] "Starting newton at: 0.841158317291062"
[1] "Newton iter: 1, lambda:0.770925079561752, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.773632852168069, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.773637000920391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.77363700093012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.773637000920391"
[1] "Starting iterative with newton 0.773637000920391"
[1] "Starting newton at: 0.826375731561311"
[1] "Newton iter: 1, lambda:0.755431846310563, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.758160125103094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.758164282254369, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758164282264011, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.758164282254369"
[1] "Starting iterative with newton 0.758164282254369"
[1] "Starting newton at: 0.822005360629977"
[1] "Newton iter: 1, lambda:0.750883068791219, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.753615015797614, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.753619168179286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753619168188869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.753619168179286"
[1] "Starting iterative with newton 0.753619168179286"
[1] "Starting newton at: 0.81964061336055"
[1] "Newton iter: 1, lambda:0.74963118447447, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.75227677014253, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.752280659627122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.752280659635521, diff to last: 0"
[1] "Final threshold is: 0.0284343121109698"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05904575934811"
[1] "Newton iter: 1, lambda:1.08888835173603, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.08965552665832, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.08965602478548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08965602478569, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08965602478569"
[1] "Starting iterative with newton 1.08965602478569"
[1] "Starting newton at: 1.09915552526081"
[1] "Newton iter: 1, lambda:1.25945636965403, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.28633899988219, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.28703895723703, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2870394224976, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28703942249781, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28703942249781"
[1] "Starting iterative with newton 1.28703942249781"
[1] "Starting newton at: 1.52014716217161"
[1] "Newton iter: 1, lambda:1.35110496895326, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.37530113724333, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.37589646566196, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37589681913404, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37589681913416, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37589681913404"
[1] "Starting iterative with newton 1.37589681913404"
[1] "Starting newton at: 1.53492881742063"
[1] "Newton iter: 1, lambda:1.39810504745393, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.41478112088066, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.41506833904946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41506842306185, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41506842306186, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41506842306185"
[1] "Starting iterative with newton 1.41506842306185"
[1] "Starting newton at: 1.52353947778297"
[1] "Newton iter: 1, lambda:1.42260017223833, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.4320959669206, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.43218939381744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.432189402787, diff to last: 0"
[1] "Final threshold is: 0.0541331479211639"
threshold is:
[{'ad': 0.0009307799845458057, 'da': 0.002207727695273386, 'dd': 0.003658969009756444}, {'ad': 0.002947609635801216, 'da': 0.004068582194591979, 'dd': 0.006312137431200461}, {'ad': 0.0072557409824374015, 'da': 0.009036477463942582, 'dd': 0.01225954745780913}, {'ad': 0.015567971700670901, 'da': 0.016102510575023748, 'dd': 0.022451099498877757}, {'ad': 0.03584597708356183, 'da': 0.0284343121109698, 'dd': 0.05413314792116392}]
Number of points in noise estimation: 128
Estimated noise: 0.03779747857011722
0.03779747857011722
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.9181589832861"
[1] "Starting iterative with newton 34.9181589832861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.8679368692472"
[1] "Starting iterative with newton 16.8679368692472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.14820712658482"
[1] "Starting iterative with newton 9.14820712658482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.36549273403841"
[1] "Starting iterative with newton 8.36549273403841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.85918139015569"
[1] "Starting iterative with newton 5.85918139015569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.94049296677667"
[1] "Starting iterative with newton 3.94049296677667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36584809505104"
[1] "Starting iterative with newton 3.36584809505104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.99019815473679"
[1] "Starting iterative with newton 2.99019815473679"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.21676380500356"
[1] "Starting iterative with newton 2.21676380500356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78497046622568"
[1] "Starting iterative with newton 1.78497046622568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74159663410326"
[1] "Starting iterative with newton 1.74159663410326"
[1] "Starting newton at: 2.06155655268511"
[1] "Newton iter: 1, lambda:1.57959485636039, diff to last: 0.482"
[1] "Newton iter: 2, lambda:1.5229441708504, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.5205276246378, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52052294435654, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52052294433895, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52052294435654"
[1] "Starting iterative with newton 1.52052294435654"
[1] "Starting newton at: 1.85030778615444"
[1] "Newton iter: 1, lambda:1.44629584671728, diff to last: 0.404"
[1] "Newton iter: 2, lambda:1.36953005568341, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.36373844490528, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.3637033157614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36370331446477, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36370331446477"
[1] "Starting iterative with newton 1.36370331446477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32645379102085"
[1] "Starting iterative with newton 1.32645379102085"
[1] "Starting newton at: 1.53030820088143"
[1] "Newton iter: 1, lambda:1.31916662387388, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.28132068494431, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.27970107086783, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2796980318396, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27969803182889, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27969803182889"
[1] "Starting iterative with newton 1.27969803182889"
[1] "Starting newton at: 1.4669644367905"
[1] "Newton iter: 1, lambda:1.26088149535711, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.21936020454893, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.21717863825204, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.21717248955563, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21717248950675, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21717248950675"
[1] "Starting iterative with newton 1.21717248950675"
[1] "Starting newton at: 1.41325846899192"
[1] "Newton iter: 1, lambda:1.19266772231463, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.13859832472994, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.1343351803445, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.13430813403072, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13430813294176, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.13430813294176"
[1] "Starting iterative with newton 1.13430813294176"
[1] "Starting newton at: 1.35395315526184"
[1] "Newton iter: 1, lambda:1.11915894781452, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.04910995972624, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.0407306190797, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.04060818818355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04060816208217, diff to last: 0"
[1] "Newton iter: 6, lambda:1.04060816208217, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04060816208217"
[1] "Starting iterative with newton 1.04060816208217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916156389154555"
[1] "Starting iterative with newton 0.916156389154555"
[1] "Starting newton at: 1.23620572294256"
[1] "Newton iter: 1, lambda:1.23995989450111, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.23994297146435, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23994297112108, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23994297112108"
[1] "Starting iterative with newton 1.23994297112108"
[1] "Starting newton at: 1.55678519410684"
[1] "Newton iter: 1, lambda:1.58292667524887, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.58252910387975, diff to last: 0"
[1] "Newton iter: 3, lambda:1.58252901630861, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58252901630861, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58252901630861"
[1] "Starting iterative with newton 1.58252901630861"
[1] "Starting newton at: 1.74569565173937"
[1] "Newton iter: 1, lambda:1.82811875306971, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.82592487622194, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82592373688891, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8259237368886, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8259237368886"
[1] "Starting iterative with newton 1.8259237368886"
[1] "Starting newton at: 1.98902079617905"
[1] "Newton iter: 1, lambda:1.96481727180277, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.96476858461117, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96476858435907, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96476858461117"
[1] "Starting iterative with newton 1.96476858461117"
[1] "Starting newton at: 2.11093474392249"
[1] "Newton iter: 1, lambda:2.03385791952299, diff to last: 0.077"
[1] "Newton iter: 2, lambda:2.0339541227265, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03395412224915, diff to last: 0"
[1] "Final threshold is: 0.076878337348314"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01404901985537"
[1] "Starting iterative with newton 1.01404901985537"
[1] "Starting newton at: 1.40541125319852"
[1] "Newton iter: 1, lambda:1.31622014412745, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.30827938342892, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.30821092528533, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30821092017261, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30821092017261"
[1] "Starting iterative with newton 1.30821092017261"
[1] "Starting newton at: 1.51334915126835"
[1] "Newton iter: 1, lambda:1.57844879321048, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.57559189112443, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57558686443021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57558686441457, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57558686441457"
[1] "Starting iterative with newton 1.57558686441457"
[1] "Starting newton at: 1.7823305751554"
[1] "Newton iter: 1, lambda:1.74159766358887, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.74100061665114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74100047366834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74100047366833, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74100047366834"
[1] "Starting iterative with newton 1.74100047366834"
[1] "Starting newton at: 1.9466691508998"
[1] "Newton iter: 1, lambda:1.83523823104468, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.8328324608952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.83283071473649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83283071473556, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83283071473556"
[1] "Starting iterative with newton 1.83283071473556"
[1] "Starting newton at: 2.02825998858986"
[1] "Newton iter: 1, lambda:1.88293725602915, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.88035811633024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.88035640776415, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8803564077634, diff to last: 0"
[1] "Final threshold is: 0.0710727310266196"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.47079378375747"
[1] "Newton iter: 1, lambda:1.61334140207244, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.60009575281239, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.60000408929263, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60000408478259, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60000408478259"
[1] "Starting iterative with newton 1.60000408478259"
[1] "Starting newton at: 2.20673441406936"
[1] "Newton iter: 1, lambda:2.12880031776993, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.13039863487161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13039914327837, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13039914327842, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13039914327842"
[1] "Starting iterative with newton 2.13039914327842"
[1] "Starting newton at: 2.39272987214916"
[1] "Newton iter: 1, lambda:2.36843832964887, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.36865238548885, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36865240144987, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36865240144987, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36865240144987"
[1] "Starting iterative with newton 2.36865240144987"
[1] "Starting newton at: 2.50994346524298"
[1] "Newton iter: 1, lambda:2.47533205864142, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.47582292697399, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47582302192121, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47582302192121, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47582302192121"
[1] "Starting iterative with newton 2.47582302192121"
[1] "Starting newton at: 2.59782780390206"
[1] "Newton iter: 1, lambda:2.51215239643499, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.51537388808639, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.51537811904663, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51537811905396, diff to last: 0"
[1] "Final threshold is: 0.0950749505504069"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.07687833734831401, 'da': 0.07107273102661957, 'dd': 0.09507495055040689}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505914540229659. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016823300754818783
0.016823300754818783
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.4518083052554"
[1] "Starting iterative with newton 78.4518083052554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.8977640374668"
[1] "Starting iterative with newton 37.8977640374668"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.5535862350342"
[1] "Starting iterative with newton 20.5535862350342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7950353471936"
[1] "Starting iterative with newton 18.7950353471936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.1640209172035"
[1] "Starting iterative with newton 13.1640209172035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.85323876913852"
[1] "Starting iterative with newton 8.85323876913852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.56216470816652"
[1] "Starting iterative with newton 7.56216470816652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.7181792872421"
[1] "Starting iterative with newton 6.7181792872421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.98047818533077"
[1] "Starting iterative with newton 4.98047818533077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.01035349297504"
[1] "Starting iterative with newton 4.01035349297504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.91290403795765"
[1] "Starting iterative with newton 3.91290403795765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.980188577203"
[1] "Starting iterative with newton 2.980188577203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05835953304386"
[1] "Starting iterative with newton 2.05835953304386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27829821600573"
[1] "Starting iterative with newton 2.27829821600573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51539892499976"
[1] "Starting iterative with newton 1.51539892499976"
[1] "Starting newton at: 1.7733212293835"
[1] "Newton iter: 1, lambda:1.43723768129041, diff to last: 0.336"
[1] "Newton iter: 2, lambda:1.3794504127643, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.37629246693696, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37628253669851, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37628253660011, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37628253660011"
[1] "Starting iterative with newton 1.37628253660011"
[1] "Starting newton at: 1.62664643689775"
[1] "Newton iter: 1, lambda:1.31304765064996, diff to last: 0.314"
[1] "Newton iter: 2, lambda:1.2400300632218, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.23355458763533, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.23350122267469, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23350121904285, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23350121904285"
[1] "Starting iterative with newton 1.23350121904285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505914540229659. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016823300754818783
0.016823300754818783
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374570563791403, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374849275469664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374849275623914, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374849275469664"
[1] "Starting iterative with newton 0.0374849275469664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00843328745279249, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00843409480317619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00843409480318359, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00843409480317619"
[1] "Starting iterative with newton 0.00843409480317619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00813691673334484, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00813765568740516, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00813765568741126, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00813765568741126"
[1] "Starting iterative with newton 0.00813765568741126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00813391851284456, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00813465679296388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00813465679296996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00813465679296388"
[1] "Starting iterative with newton 0.00813465679296388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00813388818438341, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00813462645768732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0081346264576934, diff to last: 0"
[1] "Final threshold is: 0.00013685126742578"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.00438394727087088"
[1] "Newton iter: 1, lambda:0.0727124097517325, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0729098408126564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729098424589995, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0729098424589995"
[1] "Starting iterative with newton 0.0729098424589995"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036523006068743, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0365601376021792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0365601376405479, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0365601376021792"
[1] "Starting iterative with newton 0.0365601376021792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359445735123764, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359802532366148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359802532717616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0359802532717616"
[1] "Starting iterative with newton 0.0359802532717616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359352972720105, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359709540024339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359709540375309, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0359709540024339"
[1] "Starting iterative with newton 0.0359709540024339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359351485025616, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359708048642908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359708048993871, diff to last: 0"
[1] "Final threshold is: 0.000605147668624863"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.137908015130552"
[1] "Newton iter: 1, lambda:0.129949807148804, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.129954627343711, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12995462734548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.129954627343711"
[1] "Starting iterative with newton 0.129954627343711"
[1] "Starting newton at: 0.0321712363102563"
[1] "Newton iter: 1, lambda:0.0488405849803337, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0488528066819911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488528066885603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0488528066819911"
[1] "Starting iterative with newton 0.0488528066819911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0460172750195006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0461082068782738, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0461082072332823, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0461082068782738"
[1] "Starting iterative with newton 0.0461082068782738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459239805939914, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460144693002563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460144696515229, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460144696515229"
[1] "Starting iterative with newton 0.0460144696515229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459207934260834, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460112670174124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460112673685518, diff to last: 0"
[1] "Final threshold is: 0.000774061383144202"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.100536136975337"
[1] "Newton iter: 1, lambda:0.140473056605662, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.140611804100034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140611805769884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140611804100034"
[1] "Starting iterative with newton 0.140611804100034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263238983013045, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263444019677842, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026344401980225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0263444019677842"
[1] "Starting iterative with newton 0.0263444019677842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236922811726098, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237078227121514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237078227188397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0237078227121514"
[1] "Starting iterative with newton 0.0237078227121514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236331879607505, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.023648627915209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0236486279217999, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.023648627915209"
[1] "Starting iterative with newton 0.023648627915209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236318621196471, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0236472997996893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0236472998062779, diff to last: 0"
[1] "Final threshold is: 0.000397825636569538"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.182333570431376"
[1] "Newton iter: 1, lambda:0.16310012299972, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.16313588543664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.163135885560486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163135885560486"
[1] "Starting iterative with newton 0.163135885560486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0462785862457283, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0463786616450326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463786621130815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463786621130815"
[1] "Starting iterative with newton 0.0463786621130815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0424287375924837, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0425079563842818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425079566604943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0425079563842818"
[1] "Starting iterative with newton 0.0425079563842818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0423019579439224, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423805455320315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042380545803313, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0423805455320315"
[1] "Starting iterative with newton 0.0423805455320315"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422977855091565, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423763523827458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423763526538663, diff to last: 0"
[1] "Final threshold is: 0.000712910121027114"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.218391650055486, diff to last: 0.218"
[1] "Newton iter: 2, lambda:0.225372782495646, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.225379851584054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225379851591298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225379851591298"
[1] "Starting iterative with newton 0.225379851591298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0854923539590102, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0860593756533833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0860594005726348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0860594005726349, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0860594005726348"
[1] "Starting iterative with newton 0.0860594005726348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772770111363781, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0777219904752367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0777220052205747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0777220052205747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0777220052205747"
[1] "Starting iterative with newton 0.0777220052205747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076782681340779, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0772208542394561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.077220868500582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.077220868500582, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.077220868500582"
[1] "Starting iterative with newton 0.077220868500582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0767529605068591, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0771907261050548, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0771907403374804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0771907403374804, diff to last: 0"
[1] "Final threshold is: 0.00129860304018455"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.458039183648066"
[1] "Newton iter: 1, lambda:0.282675263467021, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.28806132843339, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.28806654869212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288066548697021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.288066548697021"
[1] "Starting iterative with newton 0.288066548697021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0951221296200464, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958746975621494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0958747446466497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958747446466499, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0958747446466497"
[1] "Starting iterative with newton 0.0958747446466497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0844994444000789, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0850537836285852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0850538074809136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0850538074809137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0850538074809136"
[1] "Starting iterative with newton 0.0850538074809136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0838953283844947, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0844396111008244, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0844396340050031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0844396340050031, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0844396340050031"
[1] "Starting iterative with newton 0.0844396340050031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0838610164119684, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0844047317215878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084404754572912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.084404754572912, diff to last: 0"
[1] "Final threshold is: 0.00141996657131676"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.302336856557651"
[1] "Newton iter: 1, lambda:0.346601020827413, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.34701526398841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.34701530001893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34701530001893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34701530001893"
[1] "Starting iterative with newton 0.34701530001893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119370891182027, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12086947982395, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120869715731116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120869715731122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120869715731116"
[1] "Starting iterative with newton 0.120869715731116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103532743547278, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104575264716359, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104575370369042, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104575370369043, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104575370369042"
[1] "Starting iterative with newton 0.104575370369042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102386856530582, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103400365095548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103400464359787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103400464359788, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103400464359788"
[1] "Starting iterative with newton 0.103400464359788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102304181546254, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103315617271679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103315716087917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103315716087918, diff to last: 0"
[1] "Final threshold is: 0.0017381113644465"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.340425466114791"
[1] "Newton iter: 1, lambda:0.440153295285983, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.442902825329672, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.442904878248588, diff to last: 0"
[1] "Newton iter: 4, lambda:0.442904878249732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.442904878248588"
[1] "Starting iterative with newton 0.442904878248588"
[1] "Starting newton at: 0.30706597558539"
[1] "Newton iter: 1, lambda:0.161518269275744, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.164438220986359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164439404054061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164439404054255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.164439404054061"
[1] "Starting iterative with newton 0.164439404054061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13599567396401, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138340684515874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138341381106028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138341381106089, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138341381106089"
[1] "Starting iterative with newton 0.138341381106089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133641221869078, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135884963632364, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135885595566639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135885595566689, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135885595566639"
[1] "Starting iterative with newton 0.135885595566639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133419531258733, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135653883754718, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135654509869874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135654509869923, diff to last: 0"
[1] "Final threshold is: 0.00228215661828842"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.01035349297504"
[1] "Starting iterative with newton 4.01035349297504"
[1] "Starting newton at: 0.70126371101354"
[1] "Newton iter: 1, lambda:0.560522041992525, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.567115200033708, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.567130356439209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567130356519155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567130356439209"
[1] "Starting iterative with newton 0.567130356439209"
[1] "Starting newton at: 0.380990459829693"
[1] "Newton iter: 1, lambda:0.201302837309768, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.206777305042858, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.206782443964784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206782443969311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206782443964784"
[1] "Starting iterative with newton 0.206782443964784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163372910033032, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.167419059136179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167421538779813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167421538780744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167421538779813"
[1] "Starting iterative with newton 0.167421538779813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159296192812289, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.163087415042678, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163089560988358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163089560989046, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.163089560989046"
[1] "Starting iterative with newton 0.163089560989046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158846244985023, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.16261001880439, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.162612130423884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162612130424548, diff to last: 0"
[1] "Final threshold is: 0.00273567277650281"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.91290403795765"
[1] "Starting iterative with newton 3.91290403795765"
[1] "Starting newton at: 0.710356735013019"
[1] "Newton iter: 1, lambda:0.54089432528119, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.549924655090679, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.549951774161594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549951774405566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.549951774161594"
[1] "Starting iterative with newton 0.549951774161594"
[1] "Starting newton at: 0.341198634346211"
[1] "Newton iter: 1, lambda:0.224597241670867, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.227065436260579, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227066552147964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227066552148192, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227066552147964"
[1] "Starting iterative with newton 0.227066552147964"
[1] "Starting newton at: 0.334051998404316"
[1] "Newton iter: 1, lambda:0.185044588064115, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.188710666590243, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.188712903962198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188712903963031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188712903962198"
[1] "Starting iterative with newton 0.188712903962198"
[1] "Starting newton at: 0.313709787879408"
[1] "Newton iter: 1, lambda:0.181211060228712, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.184078719696487, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.184080071858899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184080071859199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.184080071859199"
[1] "Starting iterative with newton 0.184080071859199"
[1] "Starting newton at: 0.313371823482449"
[1] "Newton iter: 1, lambda:0.180644591985011, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.183517931427282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.183519286913856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183519286914158, diff to last: 0"
[1] "Final threshold is: 0.00308740015806168"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.980188577203"
[1] "Starting iterative with newton 2.980188577203"
[1] "Starting newton at: 0.580389565208025"
[1] "Newton iter: 1, lambda:0.603466835924408, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.60367060092899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.603670616709029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603670616709029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.603670616709029"
[1] "Starting iterative with newton 0.603670616709029"
[1] "Starting newton at: 0.305763987223366"
[1] "Newton iter: 1, lambda:0.292733966892444, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.292773482034932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292773482398754, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.292773482034932"
[1] "Starting iterative with newton 0.292773482034932"
[1] "Starting newton at: 0.309517493185359"
[1] "Newton iter: 1, lambda:0.246016641164469, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.246870048892796, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246870203699228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246870203699233, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246870203699228"
[1] "Starting iterative with newton 0.246870203699228"
[1] "Starting newton at: 0.291773904522797"
[1] "Newton iter: 1, lambda:0.239374350877303, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.239947704959259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23994777382918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239947773829181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23994777382918"
[1] "Starting iterative with newton 0.23994777382918"
[1] "Starting newton at: 0.285211754061875"
[1] "Newton iter: 1, lambda:0.238444502349026, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.238900406838344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238900450286483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238900450286484, diff to last: 0"
[1] "Final threshold is: 0.00401909412563114"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05835953304386"
[1] "Starting iterative with newton 2.05835953304386"
[1] "Starting newton at: 0.535532592078298"
[1] "Newton iter: 1, lambda:0.665000219733424, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.672773703625387, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.672800786537385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672800786865287, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672800786865287"
[1] "Starting iterative with newton 0.672800786865287"
[1] "Starting newton at: 0.268598339017089"
[1] "Newton iter: 1, lambda:0.407598459614624, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.414035363339714, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.414048978267941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.414048978328795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.414048978267941"
[1] "Starting iterative with newton 0.414048978267941"
[1] "Starting newton at: 0.280644250471759"
[1] "Newton iter: 1, lambda:0.358858126075893, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.360730315843715, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360731381200211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360731381200556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.360731381200211"
[1] "Starting iterative with newton 0.360731381200211"
[1] "Starting newton at: 0.285613406117807"
[1] "Newton iter: 1, lambda:0.348398837869224, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.349583041899783, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349583460907805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349583460907857, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.349583460907805"
[1] "Starting iterative with newton 0.349583460907805"
[1] "Starting newton at: 0.287702563391133"
[1] "Newton iter: 1, lambda:0.346221404945609, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.347246021489913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.347246334038075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347246334038104, diff to last: 0"
[1] "Final threshold is: 0.0058418295135308"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.27829821600573"
[1] "Starting iterative with newton 2.27829821600573"
[1] "Starting newton at: 0.543972755820192"
[1] "Newton iter: 1, lambda:0.622546348255318, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.62505697434679, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.625059481787668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625059481790168, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625059481787668"
[1] "Starting iterative with newton 0.625059481787668"
[1] "Starting newton at: 0.258786514965227"
[1] "Newton iter: 1, lambda:0.368023073500943, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.371526716212684, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371530281532971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371530281536661, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371530281532971"
[1] "Starting iterative with newton 0.371530281532971"
[1] "Starting newton at: 0.283702495656073"
[1] "Newton iter: 1, lambda:0.324787115995586, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.325246332768314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32524638992793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325246389927931, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.32524638992793"
[1] "Starting iterative with newton 0.32524638992793"
[1] "Starting newton at: 0.294992936949891"
[1] "Newton iter: 1, lambda:0.316464345352696, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.31658786915461, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316587873234958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.31658786915461"
[1] "Starting iterative with newton 0.31658786915461"
[1] "Starting newton at: 0.295970315881853"
[1] "Newton iter: 1, lambda:0.314866309694351, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.31496171143768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314961713865402, diff to last: 0"
[1] "Final threshold is: 0.00529869559776854"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.51539892499976"
[1] "Starting iterative with newton 1.51539892499976"
[1] "Starting newton at: 0.720491500558885"
[1] "Newton iter: 1, lambda:0.744999775304543, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.74531306521182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.745313115957912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745313115957913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745313115957912"
[1] "Starting iterative with newton 0.745313115957912"
[1] "Starting newton at: 0.4508523598247"
[1] "Newton iter: 1, lambda:0.556362770830488, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.561271760498414, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.561282178926263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561282178973136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.561282178926263"
[1] "Starting iterative with newton 0.561282178926263"
[1] "Starting newton at: 0.466499238757602"
[1] "Newton iter: 1, lambda:0.51273695836272, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.51362218006807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513622501753361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513622501753404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.513622501753361"
[1] "Starting iterative with newton 0.513622501753361"
[1] "Starting newton at: 0.474041206615744"
[1] "Newton iter: 1, lambda:0.5007688823958, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.501059525047775, diff to last: 0"
[1] "Newton iter: 3, lambda:0.50105955924523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50105955924523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.50105955924523"
[1] "Starting iterative with newton 0.50105955924523"
[1] "Starting newton at: 0.473632075939126"
[1] "Newton iter: 1, lambda:0.497502271655166, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.49773310596964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.497733127461234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497733127461234, diff to last: 0"
[1] "Final threshold is: 0.00837351409891689"
threshold is:
[{'ad': 0.00013685126742577993, 'da': 0.0006051476686248633, 'dd': 0.0007740613831442025}, {'ad': 0.0003978256365695383, 'da': 0.0007129101210271139, 'dd': 0.0012986030401845542}, {'ad': 0.001419966571316764, 'da': 0.0017381113644464956, 'dd': 0.0022821566182884196}, {'ad': 0.0027356727765028123, 'da': 0.0030874001580616793, 'dd': 0.004019094125631139}, {'ad': 0.005841829513530798, 'da': 0.005298695597768537, 'dd': 0.008373514098916892}]
Number of points in noise estimation: 128
Estimated noise: 0.03779747857011722
0.03779747857011722
threshold is:
[{'ad': 0.01815093309156257, 'da': 0.003343125945012161, 'dd': 0.002727492164385434}, {'ad': 0.0003094945227610779, 'da': 0.004934937479936549, 'dd': 0.005467023967856665}, {'ad': 0.006925958423368073, 'da': 0.00653901005139576, 'dd': 0.014334461842512171}, {'ad': 0.011960701938315887, 'da': 0.016119125449357324, 'dd': 0.02273315416706645}, {'ad': 0.029010558352317917, 'da': 0.02669182952219367, 'dd': 0.036925624286504345}]
['baboon256', 0.025, 1, 0.00017609305544035537, 0.000541851576960151, 0.00043758171099967096, 0.005870943938036356, 0.0007105091997799957, 0.0007906598232466518, 0.0001715602930295121, 0.00017609305544035554, 37.54257770911784, 32.661196583595434, 33.589408379038474, 22.31292066704214, 31.484302943898257, 31.02010328972309, 37.65583220645884, 37.542577709117836]
baboon256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.03750878797794739
0.03750878797794739
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732531661234369, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.073495612761131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0734956154140246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0734956154140246"
[1] "Starting iterative with newton 0.0734956154140246"
[1] "Starting newton at: 0.0262101476053219"
[1] "Newton iter: 1, lambda:0.0175012976226084, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0175027060876201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175027060876569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175027060876569"
[1] "Starting iterative with newton 0.0175027060876569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169327517869627, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169378374996722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016937837500131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0169378374996722"
[1] "Starting iterative with newton 0.0169378374996722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169270873536385, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169321673294027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169321673298603, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0169321673294027"
[1] "Starting iterative with newton 0.0169321673294027"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169270304964254, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169321104146315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169321104150891, diff to last: 0"
[1] "Final threshold is: 0.000635102939561608"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.359773822066225"
[1] "Newton iter: 1, lambda:0.192518608317692, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.195818944303762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195820257418387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195820257418594, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195820257418594"
[1] "Starting iterative with newton 0.195820257418594"
[1] "Starting newton at: 0.0158336436352784"
[1] "Newton iter: 1, lambda:0.0689672970546272, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0691414609292651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.069141462800632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0691414609292651"
[1] "Starting iterative with newton 0.0691414609292651"
[1] "Starting newton at: 0.0740278989961898"
[1] "Newton iter: 1, lambda:0.0644254595865712, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0644308242512929, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0644308242529673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0644308242512929"
[1] "Starting iterative with newton 0.0644308242512929"
[1] "Starting newton at: 0.0787385356741619"
[1] "Newton iter: 1, lambda:0.0642410839768618, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.064253285931384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642532859400274, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.064253285931384"
[1] "Starting iterative with newton 0.064253285931384"
[1] "Starting newton at: 0.0789160739940708"
[1] "Newton iter: 1, lambda:0.0642340757530183, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.064246589323683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642465893327727, diff to last: 0"
[1] "Final threshold is: 0.00240981169724828"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.24001756324108, diff to last: 0.24"
[1] "Newton iter: 2, lambda:0.248730081976386, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.24874138973068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248741389749708, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24874138973068"
[1] "Starting iterative with newton 0.24874138973068"
[1] "Starting newton at: 0.0902696319973086"
[1] "Newton iter: 1, lambda:0.101291431652022, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.10130369357091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101303693586084, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10130369357091"
[1] "Starting iterative with newton 0.10130369357091"
[1] "Starting newton at: 0.166955406209153"
[1] "Newton iter: 1, lambda:0.0898971288701357, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0904587854615448, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0904588153153367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0904588153153368, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0904588153153367"
[1] "Starting iterative with newton 0.0904588153153367"
[1] "Starting newton at: 0.177800284464726"
[1] "Newton iter: 1, lambda:0.0889240813719149, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0896674513973084, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0896675034308884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0896675034308887, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0896675034308887"
[1] "Starting iterative with newton 0.0896675034308887"
[1] "Starting newton at: 0.178591596349174"
[1] "Newton iter: 1, lambda:0.0888521530110973, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0896097531077344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0896098071325898, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0896098071325901, diff to last: 0"
[1] "Final threshold is: 0.00336115525648107"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.397961162034947"
[1] "Newton iter: 1, lambda:0.254216204883252, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.257560773152042, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.257562620907323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257562620907887, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.257562620907887"
[1] "Starting iterative with newton 0.257562620907887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0918689028970685, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0925574263040532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0925574649517016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0925574649517017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0925574649517017"
[1] "Starting iterative with newton 0.0925574649517017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082152055946785, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0826738833204139, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0826739043669517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0826739043669517, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0826739043669517"
[1] "Starting iterative with newton 0.0826739043669517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0815633850808184, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0820760533539492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0820760736010368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0820760736010368, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0820760736010368"
[1] "Starting iterative with newton 0.0820760736010368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0815277528527266, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0820398700666279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0820398902661597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0820398902661597, diff to last: 0"
[1] "Final threshold is: 0.00307721684972745"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.312212595131657"
[1] "Newton iter: 1, lambda:0.344397606000291, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.344634692190446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.344634704997645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344634704997645, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344634704997645"
[1] "Starting iterative with newton 0.344634704997645"
[1] "Starting newton at: 0.243804664675673"
[1] "Newton iter: 1, lambda:0.121421157020107, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.122974919950217, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122975171211245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122975171211252, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122975171211245"
[1] "Starting iterative with newton 0.122975171211245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105909081526611, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106997262435814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106997377245326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106997377245328, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106997377245328"
[1] "Starting iterative with newton 0.106997377245328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104759011974316, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105818130175615, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105818238369728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105818238369729, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105818238369728"
[1] "Starting iterative with newton 0.105818238369728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104673968486297, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105730958807032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105731066525375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105731066525376, diff to last: 0"
[1] "Final threshold is: 0.00396584415698253"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.647981282595925"
[1] "Newton iter: 1, lambda:0.499315060877448, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.506302959791748, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.506319058763165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506319058848474, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.506319058848474"
[1] "Starting iterative with newton 0.506319058848474"
[1] "Starting newton at: 0.423752671809713"
[1] "Newton iter: 1, lambda:0.204933529957537, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.213194831389834, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.213206832825059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213206832850376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213206832825059"
[1] "Starting iterative with newton 0.213206832825059"
[1] "Starting newton at: 0.232292809888919"
[1] "Newton iter: 1, lambda:0.17771335638512, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.178192820110757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.178192857196773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178192857196773, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178192857196773"
[1] "Starting iterative with newton 0.178192857196773"
[1] "Starting newton at: 0.238462459335267"
[1] "Newton iter: 1, lambda:0.173289478418646, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.173965203152234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173965275985012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173965275985012, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.173965275985012"
[1] "Starting iterative with newton 0.173965275985012"
[1] "Starting newton at: 0.242690040547029"
[1] "Newton iter: 1, lambda:0.172675092640259, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.173453712325658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173453808895021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173453808895022, diff to last: 0"
[1] "Final threshold is: 0.00650604214181073"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.4527483805979"
[1] "Starting iterative with newton 3.4527483805979"
[1] "Starting newton at: 0.648776786100043"
[1] "Newton iter: 1, lambda:0.587755521781862, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.589100802594127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589101469431508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589101469431671, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589101469431671"
[1] "Starting iterative with newton 0.589101469431671"
[1] "Starting newton at: 0.321923406226445"
[1] "Newton iter: 1, lambda:0.239765179948265, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.241087777661312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241088122181947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241088122181971, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241088122181971"
[1] "Starting iterative with newton 0.241088122181971"
[1] "Starting newton at: 0.271089572241828"
[1] "Newton iter: 1, lambda:0.197083149901058, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.198039428277885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198039588388797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198039588388802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198039588388797"
[1] "Starting iterative with newton 0.198039588388797"
[1] "Starting newton at: 0.311798999689415"
[1] "Newton iter: 1, lambda:0.190070380972868, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.192613666906685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.192614782500417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192614782500631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192614782500417"
[1] "Starting iterative with newton 0.192614782500417"
[1] "Starting newton at: 0.314163678745293"
[1] "Newton iter: 1, lambda:0.18925588946627, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.191928320268478, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.191929549686691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191929549686951, diff to last: 0"
[1] "Final threshold is: 0.00719904478590102"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.04542196307898"
[1] "Starting iterative with newton 3.04542196307898"
[1] "Starting newton at: 0.493046166603884"
[1] "Newton iter: 1, lambda:0.606219073767819, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.611256330095749, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.611266016034196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611266016069953, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611266016069953"
[1] "Starting iterative with newton 0.611266016069953"
[1] "Starting newton at: 0.264456256420801"
[1] "Newton iter: 1, lambda:0.287209365228912, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.287329466188071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287329469528581, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.287329469528581"
[1] "Starting iterative with newton 0.287329469528581"
[1] "Starting newton at: 0.347249993391954"
[1] "Newton iter: 1, lambda:0.235708074948931, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.238302393419743, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.23830380798078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2383038079812, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23830380798078"
[1] "Starting iterative with newton 0.23830380798078"
[1] "Starting newton at: 0.340477385202705"
[1] "Newton iter: 1, lambda:0.228134949556466, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.230726472288048, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.230727861621365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230727861621764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230727861621365"
[1] "Starting iterative with newton 0.230727861621365"
[1] "Starting newton at: 0.345763919801779"
[1] "Newton iter: 1, lambda:0.226647572753882, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.229552476913229, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.229554218277479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229554218278105, diff to last: 0"
[1] "Final threshold is: 0.00861030050281342"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.29543145181063"
[1] "Starting iterative with newton 2.29543145181063"
[1] "Starting newton at: 0.718921186232953"
[1] "Newton iter: 1, lambda:0.689146516711694, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.68955510887409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689555186630265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689555186630268, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689555186630265"
[1] "Starting iterative with newton 0.689555186630265"
[1] "Starting newton at: 0.279751300131071"
[1] "Newton iter: 1, lambda:0.380674046264121, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.383857011907811, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.383860150823725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383860150826777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383860150826777"
[1] "Starting iterative with newton 0.383860150826777"
[1] "Starting newton at: 0.304982543794926"
[1] "Newton iter: 1, lambda:0.325740932172372, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.325861406116209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32586141016776, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.325861406116209"
[1] "Starting iterative with newton 0.325861406116209"
[1] "Starting newton at: 0.287077316489269"
[1] "Newton iter: 1, lambda:0.314657326053058, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.314865682486047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314865694355558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314865694355558, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.314865694355558"
[1] "Starting iterative with newton 0.314865694355558"
[1] "Starting newton at: 0.27725419203388"
[1] "Newton iter: 1, lambda:0.312441064803497, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.312779000613246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312779031713612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312779031713612, diff to last: 0"
[1] "Final threshold is: 0.0117319623844935"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.80916171364026"
[1] "Starting iterative with newton 1.80916171364026"
[1] "Starting newton at: 0.758709422050403"
[1] "Newton iter: 1, lambda:0.724381340638497, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.724967384609552, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.724967557610668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724967557610684, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.724967557610668"
[1] "Starting iterative with newton 0.724967557610668"
[1] "Starting newton at: 0.521181225935087"
[1] "Newton iter: 1, lambda:0.480708021356615, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.48132880850877, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.4813289557143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481328955714309, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.4813289557143"
[1] "Starting iterative with newton 0.4813289557143"
[1] "Starting newton at: 0.531623406849705"
[1] "Newton iter: 1, lambda:0.419665934102417, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.424015794798854, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.424022492733403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424022492749274, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.424022492733403"
[1] "Starting iterative with newton 0.424022492733403"
[1] "Starting newton at: 0.554289361872901"
[1] "Newton iter: 1, lambda:0.402589152843432, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.410371247834846, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.410392290454312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41039229060801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.41039229060801"
[1] "Starting iterative with newton 0.41039229060801"
[1] "Starting newton at: 0.271236484258007"
[1] "Newton iter: 1, lambda:0.401225417653116, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.407132509811021, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.407144575542771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407144575593073, diff to last: 0"
[1] "Final threshold is: 0.015271499562292"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.77161553398003"
[1] "Starting iterative with newton 1.77161553398003"
[1] "Starting newton at: 0.834971051729505"
[1] "Newton iter: 1, lambda:0.676015271771662, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.687072168435511, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.687129241456675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.687129242971808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.687129241456675"
[1] "Starting iterative with newton 0.687129241456675"
[1] "Starting newton at: 0.480550770689346"
[1] "Newton iter: 1, lambda:0.475144065305426, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.475154670336807, diff to last: 0"
[1] "Newton iter: 3, lambda:0.475154670377649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.475154670336807"
[1] "Starting iterative with newton 0.475154670336807"
[1] "Starting newton at: 0.495805021097708"
[1] "Newton iter: 1, lambda:0.427772332017095, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.429341366208616, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.429342210947724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429342210947969, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429342210947969"
[1] "Starting iterative with newton 0.429342210947969"
[1] "Starting newton at: 0.478987819802947"
[1] "Newton iter: 1, lambda:0.41796302243194, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.419211498325002, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.419212026291053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419212026291147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.419212026291147"
[1] "Starting iterative with newton 0.419212026291147"
[1] "Starting newton at: 0.480451235222054"
[1] "Newton iter: 1, lambda:0.415552102633929, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.416959224154994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.416959892915187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416959892915338, diff to last: 0"
[1] "Final threshold is: 0.0156396602186634"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.28924627367273"
[1] "Starting iterative with newton 1.28924627367273"
[1] "Starting newton at: 0.69186801859613"
[1] "Newton iter: 1, lambda:0.775300881249363, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.779287467039993, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.779296322087267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779296322130888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.779296322087267"
[1] "Starting iterative with newton 0.779296322087267"
[1] "Starting newton at: 0.639791759686574"
[1] "Newton iter: 1, lambda:0.645072696019653, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.645086333107294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.645086333198094, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.645086333107294"
[1] "Starting iterative with newton 0.645086333107294"
[1] "Starting newton at: 0.641192561403127"
[1] "Newton iter: 1, lambda:0.607685141606211, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.608208238458946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608208367151872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60820836715188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.60820836715188"
[1] "Starting iterative with newton 0.60820836715188"
[1] "Starting newton at: 0.618238372411192"
[1] "Newton iter: 1, lambda:0.597728252653871, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.597922934407927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.597922952044733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597922952044733, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.597922952044733"
[1] "Starting iterative with newton 0.597922952044733"
[1] "Starting newton at: 0.61524219139826"
[1] "Newton iter: 1, lambda:0.594849638251694, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.595041539322926, diff to last: 0"
[1] "Newton iter: 3, lambda:0.59504155640882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595041556408821, diff to last: 0"
[1] "Final threshold is: 0.0223192875774063"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.934723788836783"
[1] "Starting iterative with newton 0.934723788836783"
[1] "Starting newton at: 0.99862667029845"
[1] "Newton iter: 1, lambda:0.932076552336594, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.935058340273459, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935064555291886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935064555318846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.935064555291886"
[1] "Starting iterative with newton 0.935064555291886"
[1] "Starting newton at: 0.998896079070065"
[1] "Newton iter: 1, lambda:0.932187585088158, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.935183563722752, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935189838658997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935189838686482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.935189838658997"
[1] "Starting iterative with newton 0.935189838658997"
[1] "Starting newton at: 0.998770795702953"
[1] "Newton iter: 1, lambda:0.932250143858746, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.93522969090099, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935235897354292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935235897381181, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.935235897354292"
[1] "Starting iterative with newton 0.935235897354292"
[1] "Starting newton at: 0.998724737007659"
[1] "Newton iter: 1, lambda:0.932273130486775, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.935246648512582, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935252829932325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935252829958998, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.935252829932325"
[1] "Starting iterative with newton 0.935252829932325"
[1] "Starting newton at: 0.998707804429626"
[1] "Newton iter: 1, lambda:0.932281579417071, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.935252882591708, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935259054827656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93525905485425, diff to last: 0"
[1] "Final threshold is: 0.0350804335929835"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.02169424260537"
[1] "Starting iterative with newton 1.02169424260537"
[1] "Starting newton at: 0.866823351237646"
[1] "Newton iter: 1, lambda:0.825337694095971, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.826334309810494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.826334895904234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.826334895904436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.826334895904436"
[1] "Starting iterative with newton 0.826334895904436"
[1] "Starting newton at: 0.835896569504232"
[1] "Newton iter: 1, lambda:0.768443031951207, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.770935485327688, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.770938988475545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770938988482458, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.770938988475545"
[1] "Starting iterative with newton 0.770938988475545"
[1] "Starting newton at: 0.819378156546822"
[1] "Newton iter: 1, lambda:0.752349811455609, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.7547804483605, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.75478373530772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754783735313725, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.75478373530772"
[1] "Starting iterative with newton 0.75478373530772"
[1] "Starting newton at: 0.817568792121818"
[1] "Newton iter: 1, lambda:0.74737513676347, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.750027236638655, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.750031134697956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750031134706369, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.750031134706369"
[1] "Starting iterative with newton 0.750031134706369"
[1] "Starting newton at: 0.816013821439767"
[1] "Newton iter: 1, lambda:0.745988811810802, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.74862548328508, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.748629331603663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748629331611852, diff to last: 0"
[1] "Final threshold is: 0.0280801788731942"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.07767339912764"
[1] "Newton iter: 1, lambda:1.08224623051067, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.08226380584923, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08226380610812, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08226380610812"
[1] "Starting iterative with newton 1.08226380610812"
[1] "Starting newton at: 1.10820276425251"
[1] "Newton iter: 1, lambda:1.25165568470126, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.27275342905592, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.27317763409068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27317780295489, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27317780295492, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27317780295489"
[1] "Starting iterative with newton 1.27317780295489"
[1] "Starting newton at: 1.5304548876992"
[1] "Newton iter: 1, lambda:1.32187094295218, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.3568482715664, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.35808610762391, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35808761684427, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35808761684651, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35808761684427"
[1] "Starting iterative with newton 1.35808761684427"
[1] "Starting newton at: 1.52357298618268"
[1] "Newton iter: 1, lambda:1.3757052957562, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.39474218714838, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.39511200372234, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39511214111527, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39511214111529, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39511214111529"
[1] "Starting iterative with newton 1.39511214111529"
[1] "Starting newton at: 1.51844676920705"
[1] "Newton iter: 1, lambda:1.39782469198576, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.4109513974852, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.41112794377173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41112797535423, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41112797535424, diff to last: 0"
[1] "Final threshold is: 0.0529297000373122"
threshold is:
[{'ad': 0.0006351029395616079, 'da': 0.0024098116972482825, 'dd': 0.0033611552564810697}, {'ad': 0.003077216849727454, 'da': 0.0039658441569825256, 'dd': 0.006506042141810732}, {'ad': 0.007199044785901023, 'da': 0.008610300502813419, 'dd': 0.011731962384493548}, {'ad': 0.015271499562291959, 'da': 0.01563966021866341, 'dd': 0.022319287577406272}, {'ad': 0.035080433592983545, 'da': 0.028080178873194247, 'dd': 0.052929700037312205}]
Number of points in noise estimation: 128
Estimated noise: 0.03750878797794739
0.03750878797794739
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.0974329204511"
[1] "Starting iterative with newton 35.0974329204511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6593876169233"
[1] "Starting iterative with newton 16.6593876169233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.04153264118152"
[1] "Starting iterative with newton 9.04153264118152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.13533176506171"
[1] "Starting iterative with newton 8.13533176506171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.82197922616072"
[1] "Starting iterative with newton 5.82197922616072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02600253493195"
[1] "Starting iterative with newton 4.02600253493195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4527483805979"
[1] "Starting iterative with newton 3.4527483805979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.04542196307898"
[1] "Starting iterative with newton 3.04542196307898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29543145181063"
[1] "Starting iterative with newton 2.29543145181063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80916171364026"
[1] "Starting iterative with newton 1.80916171364026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77161553398003"
[1] "Starting iterative with newton 1.77161553398003"
[1] "Starting newton at: 2.07442976365927"
[1] "Newton iter: 1, lambda:1.59365769031835, diff to last: 0.481"
[1] "Newton iter: 2, lambda:1.5371052227108, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.53474129797727, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53473690121729, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53473690120205, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53473690120205"
[1] "Starting iterative with newton 1.53473690120205"
[1] "Starting newton at: 1.84477986049981"
[1] "Newton iter: 1, lambda:1.43762376956449, diff to last: 0.407"
[1] "Newton iter: 2, lambda:1.35685825398872, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.35029190008779, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.35024559405475, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35024559174407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35024559174407"
[1] "Starting iterative with newton 1.35024559174407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28924627367273"
[1] "Starting iterative with newton 1.28924627367273"
[1] "Starting newton at: 1.5085264878054"
[1] "Newton iter: 1, lambda:1.32817589802839, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.29928508739268, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.2983581993813, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29835722813078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29835722812971, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29835722813078"
[1] "Starting iterative with newton 1.29835722813078"
[1] "Starting newton at: 1.51245341940633"
[1] "Newton iter: 1, lambda:1.33452359516919, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.30670581543311, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.30585763933792, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30585683676756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30585683676684, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30585683676684"
[1] "Starting iterative with newton 1.30585683676684"
[1] "Starting newton at: 1.52038686687434"
[1] "Newton iter: 1, lambda:1.34169721824912, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.31412790021215, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.31330608110152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31330533755616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31330533755555, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31330533755616"
[1] "Starting iterative with newton 1.31330533755616"
[1] "Starting newton at: 1.52630130990993"
[1] "Newton iter: 1, lambda:1.34910892786816, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.32239536031456, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.32163510600233, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32163447906603, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3216344790656, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3216344790656"
[1] "Starting iterative with newton 1.3216344790656"
[1] "Starting newton at: 1.53741241292013"
[1] "Newton iter: 1, lambda:1.35754383547738, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.3306582214979, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.32990003892293, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32989942457417, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32989942457377, diff to last: 0"
[1] "Final threshold is: 0.0498829155483318"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.934723788836783"
[1] "Starting iterative with newton 0.934723788836783"
[1] "Starting newton at: 1.24624126975663"
[1] "Newton iter: 1, lambda:1.230594044518, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.23029723337448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23029712569893, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23029712569891, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23029712569891"
[1] "Starting iterative with newton 1.23029712569891"
[1] "Starting newton at: 1.56039083888644"
[1] "Newton iter: 1, lambda:1.55893873346524, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.55893748208537, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55893748208444, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55893748208537"
[1] "Starting iterative with newton 1.55893748208537"
[1] "Starting newton at: 1.7084077008659"
[1] "Newton iter: 1, lambda:1.79873601749707, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.79571945796477, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.79571695233746, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79571695233571, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79571695233571"
[1] "Starting iterative with newton 1.79571695233571"
[1] "Starting newton at: 1.95249920808499"
[1] "Newton iter: 1, lambda:1.93444612397826, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.934406498346, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93440649812717, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.934406498346"
[1] "Starting iterative with newton 1.934406498346"
[1] "Starting newton at: 2.09059708097723"
[1] "Newton iter: 1, lambda:2.01093128707637, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.01090690412837, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01090690408339, diff to last: 0"
[1] "Final threshold is: 0.0754266807103415"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02169424260537"
[1] "Starting iterative with newton 1.02169424260537"
[1] "Starting newton at: 1.20269585480607"
[1] "Newton iter: 1, lambda:1.31873720561289, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.30383621640126, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.30359517804038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30359511436642, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30359511436641, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30359511436642"
[1] "Starting iterative with newton 1.30359511436642"
[1] "Starting newton at: 1.49144157137978"
[1] "Newton iter: 1, lambda:1.56389129742982, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.5602247717116, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.56021623550849, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56021623546196, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56021623546196"
[1] "Starting iterative with newton 1.56021623546196"
[1] "Starting newton at: 1.76975161777854"
[1] "Newton iter: 1, lambda:1.73154684165605, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.73100539903058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73100527885956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73100527885955, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73100527885956"
[1] "Starting iterative with newton 1.73100527885956"
[1] "Starting newton at: 1.93726990128396"
[1] "Newton iter: 1, lambda:1.82426147860684, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.8217169830264, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82171497706621, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82171497706495, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82171497706495"
[1] "Starting iterative with newton 1.82171497706495"
[1] "Starting newton at: 2.0373082592177"
[1] "Newton iter: 1, lambda:1.87701679108544, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.87417790440627, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.87417581315944, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741758131583, diff to last: 0"
[1] "Final threshold is: 0.0702980632091517"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.47413862658061"
[1] "Newton iter: 1, lambda:1.61102248415976, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.59878221565067, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.59870290954166, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5987029061299, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59870290954166"
[1] "Starting iterative with newton 1.59870290954166"
[1] "Starting newton at: 2.22201958130689"
[1] "Newton iter: 1, lambda:2.12195627951622, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.12463609789863, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.12463743777049, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12463743777083, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.12463743777049"
[1] "Starting iterative with newton 2.12463743777049"
[1] "Starting newton at: 2.40089154684115"
[1] "Newton iter: 1, lambda:2.35902218502764, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.35965174992903, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35965188251355, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35965188251356, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35965188251356"
[1] "Starting iterative with newton 2.35965188251356"
[1] "Starting newton at: 2.48377457027037"
[1] "Newton iter: 1, lambda:2.46051114278765, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.46072191127402, diff to last: 0"
[1] "Newton iter: 3, lambda:2.46072192807754, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46072192807754, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46072192807754"
[1] "Starting iterative with newton 2.46072192807754"
[1] "Starting newton at: 2.58721601443012"
[1] "Newton iter: 1, lambda:2.50201522769191, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.50510650256454, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.50511026398387, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50511026398946, diff to last: 0"
[1] "Final threshold is: 0.0939636497533606"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.049882915548331797}, {'ad': 0.07542668071034148, 'da': 0.07029806320915173, 'dd': 0.09396364975336058}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.508661533198195. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016840355402931308
0.016840355402931308
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.1730633638694"
[1] "Starting iterative with newton 78.1730633638694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.1057155870268"
[1] "Starting iterative with newton 37.1057155870268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.1383476013064"
[1] "Starting iterative with newton 20.1383476013064"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1199521628175"
[1] "Starting iterative with newton 18.1199521628175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9673857339178"
[1] "Starting iterative with newton 12.9673857339178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.96717865319847"
[1] "Starting iterative with newton 8.96717865319847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.69036067531598"
[1] "Starting iterative with newton 7.69036067531598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.78311615066214"
[1] "Starting iterative with newton 6.78311615066214"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.11265051026715"
[1] "Starting iterative with newton 5.11265051026715"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02957428813768"
[1] "Starting iterative with newton 4.02957428813768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.94594709271565"
[1] "Starting iterative with newton 3.94594709271565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.87155846616704"
[1] "Starting iterative with newton 2.87155846616704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.08192496978536"
[1] "Starting iterative with newton 2.08192496978536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27563562687661"
[1] "Starting iterative with newton 2.27563562687661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.50230160991732"
[1] "Starting iterative with newton 1.50230160991732"
[1] "Starting newton at: 1.7577641550911"
[1] "Newton iter: 1, lambda:1.4332015895157, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.3776986850897, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.37478291762253, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37477446199676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3747744619255, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3747744619255"
[1] "Starting iterative with newton 1.3747744619255"
[1] "Starting newton at: 1.61974234793939"
[1] "Newton iter: 1, lambda:1.31150235927241, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.24046053585647, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.23434967508332, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.23430235174858, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23430234890478, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23430234890478"
[1] "Starting iterative with newton 1.23430234890478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.508661533198195. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016840355402931308
0.016840355402931308
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.021463179203017, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0214722999416773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0214722999433243, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0214722999433243"
[1] "Starting iterative with newton 0.0214722999433243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122235994526446, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122245554396424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122245554396482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0122245554396482"
[1] "Starting iterative with newton 0.0122245554396482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122002512339483, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122012050235251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012201205023531, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.012201205023531"
[1] "Starting iterative with newton 0.012201205023531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012200191023484, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122011448073999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122011448074058, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0122011448073999"
[1] "Starting iterative with newton 0.0122011448073999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122001908682049, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122011446521062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012201144652112, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000205471612264141"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0860717980234185, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0864927632974973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0864927733488408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0864927733488408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0864927733488408"
[1] "Starting iterative with newton 0.0864927733488408"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0407338346369692, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0407797161409455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0407797161991305, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0407797161409455"
[1] "Starting iterative with newton 0.0407797161409455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398770047525625, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399209630914473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399209631448411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0399209630914473"
[1] "Starting iterative with newton 0.0399209630914473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398604056486265, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399043273776439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399043274309487, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0399043273776439"
[1] "Starting iterative with newton 0.0399043273776439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398600839129189, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399040049325628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399040049858659, diff to last: 0"
[1] "Final threshold is: 0.000671997625962324"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0860275736533856"
[1] "Newton iter: 1, lambda:0.135947025942585, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.136180289488518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136180294570372, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.136180294570372"
[1] "Starting iterative with newton 0.136180294570372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419070118953549, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419647122611917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419647123705671, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0419647123705671"
[1] "Starting iterative with newton 0.0419647123705671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393991214484939, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394494542118844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394494542940164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0394494542118844"
[1] "Starting iterative with newton 0.0394494542118844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393302828533893, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393804237460924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039380423827573, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.039380423827573"
[1] "Starting iterative with newton 0.039380423827573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393283923504478, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393785279809063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393785280623691, diff to last: 0"
[1] "Final threshold is: 0.000663148407814599"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122905285422893, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124131687761419, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124131809397949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12413180939795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124131809397949"
[1] "Starting iterative with newton 0.124131809397949"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0378082979873179, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0378641378793038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0378641380010967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0378641378793038"
[1] "Starting iterative with newton 0.0378641378793038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351230301521235, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351695708791337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351695709608482, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0351695709608482"
[1] "Starting iterative with newton 0.0351695709608482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0350400266401754, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0350862949962591, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0350862950769283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0350862949962591"
[1] "Starting iterative with newton 0.0350862949962591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0350374623512791, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035083722307096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0350837223877331, diff to last: 0"
[1] "Final threshold is: 0.000590822352509246"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152082447998292, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.154348867474181, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.154349367692607, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154349367692631, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.154349367692607"
[1] "Starting iterative with newton 0.154349367692607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0512214578015206, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0513513496731579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0513513505083101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0513513496731579"
[1] "Starting iterative with newton 0.0513513496731579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471676284356561, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472738838377439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472738843769081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0472738838377439"
[1] "Starting iterative with newton 0.0472738838377439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0470071743171004, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0471125521604613, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0471125526899745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0471125521604613"
[1] "Starting iterative with newton 0.0471125521604613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0470008259862636, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0471061691985268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0471061697276611, diff to last: 0"
[1] "Final threshold is: 0.000793284630973807"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.247929442317908"
[1] "Newton iter: 1, lambda:0.251561231610086, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.251563279125119, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251563279125769, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251563279125119"
[1] "Starting iterative with newton 0.251563279125119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810660023153023, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815554173121987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.081555435151748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.081555435151748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.081555435151748"
[1] "Starting iterative with newton 0.081555435151748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.072001568597445, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0723624344400993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0723624435059599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0723624344400993"
[1] "Starting iterative with newton 0.0723624344400993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715103624308337, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718650099366831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718650186605544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718650099366831"
[1] "Starting iterative with newton 0.0718650099366831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714837846928482, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718380978039761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718381065096644, diff to last: 0"
[1] "Final threshold is: 0.00120977924509638"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.420638819238473"
[1] "Newton iter: 1, lambda:0.283305917355486, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.286633447541032, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.286635441875912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286635441876629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.286635441875912"
[1] "Starting iterative with newton 0.286635441875912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960363305642617, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968379915990029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968380474172044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968380474172047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968380474172044"
[1] "Starting iterative with newton 0.0968380474172044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842087098907569, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.084786502000024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084786529192521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847865291925211, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.084786529192521"
[1] "Starting iterative with newton 0.084786529192521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.083454781890959, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0840198165657621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840198424586571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840198424586571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0840198424586571"
[1] "Starting iterative with newton 0.0840198424586571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0834068148163147, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0839710437536345, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0839710695656164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0839710695656165, diff to last: 0"
[1] "Final threshold is: 0.00141410265504925"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.3342198864602"
[1] "Newton iter: 1, lambda:0.341526090134922, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.341537199934498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.341537199960157, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341537199934498"
[1] "Starting iterative with newton 0.341537199934498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108522420979459, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109710857382031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109710999838448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10971099983845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109710999838448"
[1] "Starting iterative with newton 0.109710999838448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0920263669145207, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928075850081039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928076413044843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928076413044846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0928076413044846"
[1] "Starting iterative with newton 0.0928076413044846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0908331700861707, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.091588985757735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091589038088641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0915890380886412, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0915890380886412"
[1] "Starting iterative with newton 0.0915890380886412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0907472231505852, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0915012292101607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0915012812646443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0915012812646446, diff to last: 0"
[1] "Final threshold is: 0.00154091409632019"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.319985955204426"
[1] "Newton iter: 1, lambda:0.431226883206796, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.434666962523128, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.434670193193214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434670193196061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.434670193196061"
[1] "Starting iterative with newton 0.434670193196061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158321503577585, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161684228259882, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1616857422733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161685742273607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1616857422733"
[1] "Starting iterative with newton 0.1616857422733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1354875856739, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137740657226807, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137741279653361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137741279653409, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137741279653361"
[1] "Starting iterative with newton 0.137741279653361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133442480040926, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135610388642292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135610960290419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135610960290459, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135610960290459"
[1] "Starting iterative with newton 0.135610960290459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133260149200507, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135420572168333, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135421139468162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135421139468201, diff to last: 0"
[1] "Final threshold is: 0.00228054011771377"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.02957428813768"
[1] "Starting iterative with newton 4.02957428813768"
[1] "Starting newton at: 0.658219807120504"
[1] "Newton iter: 1, lambda:0.565562718428237, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.568470708002026, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.568473657940489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568473657943522, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.568473657943522"
[1] "Starting iterative with newton 0.568473657943522"
[1] "Starting newton at: 0.373252911730871"
[1] "Newton iter: 1, lambda:0.203954087287983, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.208832756749664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.208836854072923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208836854075813, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.208836854072923"
[1] "Starting iterative with newton 0.208836854072923"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165089035160117, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169256984252273, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169259637771844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16925963777292, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.16925963777292"
[1] "Starting iterative with newton 0.16925963777292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160962942649981, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.16486876761468, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16487106513167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164871065132465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16487106513167"
[1] "Starting iterative with newton 0.16487106513167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160504291815299, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.164381675884969, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164383936486638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164383936487406, diff to last: 0"
[1] "Final threshold is: 0.00276828391296787"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.94594709271565"
[1] "Starting iterative with newton 3.94594709271565"
[1] "Starting newton at: 0.656177987858842"
[1] "Newton iter: 1, lambda:0.548006168810864, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.551754076379185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.551758732068151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551758732075327, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.551758732075327"
[1] "Starting iterative with newton 0.551758732075327"
[1] "Starting newton at: 0.305832373243345"
[1] "Newton iter: 1, lambda:0.220234287097614, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.221543218919033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221543526714376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221543526714393, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221543526714376"
[1] "Starting iterative with newton 0.221543526714376"
[1] "Starting newton at: 0.365141935912039"
[1] "Newton iter: 1, lambda:0.177493543571824, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.183152736999433, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183157935549212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183157935553598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183157935549212"
[1] "Starting iterative with newton 0.183157935549212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173768320839271, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178616212141866, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178619978966672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178619978968946, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178619978966672"
[1] "Starting iterative with newton 0.178619978966672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173266315424719, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.178078848020034, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178082554499779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178082554501977, diff to last: 0"
[1] "Final threshold is: 0.00299897350883816"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.87155846616704"
[1] "Starting iterative with newton 2.87155846616704"
[1] "Starting newton at: 0.585458870905913"
[1] "Newton iter: 1, lambda:0.594577684557578, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.594608690849425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594608691206963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594608690849425"
[1] "Starting iterative with newton 0.594608690849425"
[1] "Starting newton at: 0.295592129513322"
[1] "Newton iter: 1, lambda:0.297026197713901, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.297026690011327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297026690011385, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297026690011327"
[1] "Starting iterative with newton 0.297026690011327"
[1] "Starting newton at: 0.314710686022019"
[1] "Newton iter: 1, lambda:0.249963352490775, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.250877539850754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.250877722935126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250877722935133, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.250877722935126"
[1] "Starting iterative with newton 0.250877722935126"
[1] "Starting newton at: 0.311774276055765"
[1] "Newton iter: 1, lambda:0.24258869637848, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.243617012264182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.243617240482597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243617240482608, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243617240482597"
[1] "Starting iterative with newton 0.243617240482597"
[1] "Starting newton at: 0.309134359520056"
[1] "Newton iter: 1, lambda:0.24149149944849, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.242472295266481, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242472502385395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242472502385404, diff to last: 0"
[1] "Final threshold is: 0.00408332311560815"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.08192496978536"
[1] "Starting iterative with newton 2.08192496978536"
[1] "Starting newton at: 0.82911713167565"
[1] "Newton iter: 1, lambda:0.663255257272893, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.6748245522516, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.674884769635486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674884771260661, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674884769635486"
[1] "Starting iterative with newton 0.674884769635486"
[1] "Starting newton at: 0.274921898452312"
[1] "Newton iter: 1, lambda:0.405984866377891, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.411687128830006, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.411697781532555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411697781569703, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.411697781532555"
[1] "Starting iterative with newton 0.411697781532555"
[1] "Starting newton at: 0.282041164437817"
[1] "Newton iter: 1, lambda:0.355690151253851, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.357341471473093, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357342296319548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357342296319754, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.357342296319548"
[1] "Starting iterative with newton 0.357342296319548"
[1] "Starting newton at: 0.288765882669071"
[1] "Newton iter: 1, lambda:0.344997157981368, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.345941482110818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.345941747158001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345941747158022, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345941747158001"
[1] "Starting iterative with newton 0.345941747158001"
[1] "Starting newton at: 0.288890877340588"
[1] "Newton iter: 1, lambda:0.342683043219294, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.343543789278459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.343544008665462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343544008665476, diff to last: 0"
[1] "Final threshold is: 0.00578540320247409"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.27563562687661"
[1] "Starting iterative with newton 2.27563562687661"
[1] "Starting newton at: 0.562153865387374"
[1] "Newton iter: 1, lambda:0.624401521297801, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.62597474239324, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625975729465286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625975729465674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625975729465674"
[1] "Starting iterative with newton 0.625975729465674"
[1] "Starting newton at: 0.262097474094692"
[1] "Newton iter: 1, lambda:0.36957167926281, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.372964951803842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.372968298108674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372968298111927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372968298108674"
[1] "Starting iterative with newton 0.372968298108674"
[1] "Starting newton at: 0.280023389405773"
[1] "Newton iter: 1, lambda:0.326399784799417, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.326985841619036, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326985934820252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326985934820254, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.326985934820252"
[1] "Starting iterative with newton 0.326985934820252"
[1] "Starting newton at: 0.284898057637623"
[1] "Newton iter: 1, lambda:0.318117716557627, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.31841408337133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318414106891171, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318414106891172, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.318414106891171"
[1] "Starting iterative with newton 0.318414106891171"
[1] "Starting newton at: 0.287385505316497"
[1] "Newton iter: 1, lambda:0.316580990427291, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.316809249571187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316809263488078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316809263488078, diff to last: 0"
[1] "Final threshold is: 0.00533518059208014"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.50230160991732"
[1] "Starting iterative with newton 1.50230160991732"
[1] "Starting newton at: 0.711785427557109"
[1] "Newton iter: 1, lambda:0.74483508131771, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.745405008484043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.745405175999887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745405175999901, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745405175999887"
[1] "Starting iterative with newton 0.745405175999887"
[1] "Starting newton at: 0.445619900922266"
[1] "Newton iter: 1, lambda:0.559182256520361, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.564899567071626, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.564913754092625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56491375417986, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.564913754092625"
[1] "Starting iterative with newton 0.564913754092625"
[1] "Starting newton at: 0.45674156918081"
[1] "Newton iter: 1, lambda:0.516629163543363, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.518126183736213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.518127108921084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518127108921437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.518127108921437"
[1] "Starting iterative with newton 0.518127108921437"
[1] "Starting newton at: 0.461864546590917"
[1] "Newton iter: 1, lambda:0.50500356068426, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.50576754783144, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505767785560812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505767785560835, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505767785560835"
[1] "Starting iterative with newton 0.505767785560835"
[1] "Starting newton at: 0.461360558060816"
[1] "Newton iter: 1, lambda:0.501818245377973, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.502487447082665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502487628828687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5024876288287, diff to last: 0"
[1] "Final threshold is: 0.00846207025505132"
threshold is:
[{'ad': 0.00020547161226414142, 'da': 0.0006719976259623244, 'dd': 0.0006631484078145993}, {'ad': 0.0005908223525092463, 'da': 0.0007932846309738065, 'dd': 0.0012097792450963818}, {'ad': 0.0014141026550492488, 'da': 0.0015409140963201942, 'dd': 0.002280540117713774}, {'ad': 0.002768283912967866, 'da': 0.0029989735088381615, 'dd': 0.004083323115608154}, {'ad': 0.005785403202474087, 'da': 0.005335180592080141, 'dd': 0.008462070255051315}]
Number of points in noise estimation: 128
Estimated noise: 0.03750878797794739
0.03750878797794739
threshold is:
[{'ad': 0.0037398423252721358, 'da': 0.007946107564108684, 'dd': 0.007432015538053317}, {'ad': 0.004544424529793645, 'da': 0.004743361045933453, 'dd': 0.011131283692921101}, {'ad': 0.0060356944144988045, 'da': 0.005539264944109341, 'dd': 0.00916420244561799}, {'ad': 0.01377364953848559, 'da': 0.013981730619660734, 'dd': 0.02395759988055757}, {'ad': 0.026034033593339334, 'da': 0.026627714511888348, 'dd': 0.038741831423995336}]
['baboon256', 0.025, 2, 0.00017706088088054937, 0.0005308128776312664, 0.00042653595425102544, 0.005832641801703129, 0.0006924393699231344, 0.000794825510062304, 0.0001726030197013896, 0.00017706088088054945, 37.51877379489433, 32.75058549604967, 33.700443547082, 22.341346939489405, 31.59618247477337, 30.997282025819754, 37.62951610543298, 37.51877379489433]
baboon256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.03825301758108829
0.03825301758108829
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.118500411049316"
[1] "Newton iter: 1, lambda:0.0772939741729419, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0773740773245078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0773740776277239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0773740776277239"
[1] "Starting iterative with newton 0.0773740776277239"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208454398415287, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208564755915585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208564755946516, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208564755915585"
[1] "Starting iterative with newton 0.0208564755915585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195875603348337, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195970366796366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195970366818546, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0195970366796366"
[1] "Starting iterative with newton 0.0195970366796366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195598869143881, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195693304448022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195693304470035, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0195693304448022"
[1] "Starting iterative with newton 0.0195693304448022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195592783120842, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195687211215526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195687211237535, diff to last: 0"
[1] "Final threshold is: 0.000748562633102166"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.131878294336818"
[1] "Newton iter: 1, lambda:0.195378236300323, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.19586701608967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195867044900744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195867044900744, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195867044900744"
[1] "Starting iterative with newton 0.195867044900744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0611154586180941, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0613376229980818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0613376259346324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0613376229980818"
[1] "Starting iterative with newton 0.0613376229980818"
[1] "Starting newton at: 0.060598786214612"
[1] "Newton iter: 1, lambda:0.0559364180374167, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0559376257443926, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0559376257444736, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0559376257444736"
[1] "Starting iterative with newton 0.0559376257444736"
[1] "Starting newton at: 0.0659987834682201"
[1] "Newton iter: 1, lambda:0.0557174627351337, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0557233195395481, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557233195414485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0557233195395481"
[1] "Starting iterative with newton 0.0557233195395481"
[1] "Starting newton at: 0.0662130896731456"
[1] "Newton iter: 1, lambda:0.0557087011037518, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0557148141466902, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557148141487603, diff to last: 0"
[1] "Final threshold is: 0.00213125976508041"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.110710802258799"
[1] "Newton iter: 1, lambda:0.255272395322029, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.258428529779619, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.25843001191153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258430011911857, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25843001191153"
[1] "Starting iterative with newton 0.25843001191153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105119109078222, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106224127054015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106224248987463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106224248987465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.106224248987463"
[1] "Starting iterative with newton 0.106224248987463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927156851346602, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935399937326942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.093540058830403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935400588304034, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935400588304034"
[1] "Starting iterative with newton 0.0935400588304034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0916928664980377, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0924959126208998, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0924959741628676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.092495974162868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0924959741628676"
[1] "Starting iterative with newton 0.0924959741628676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0916087922321024, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0924101032534468, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0924101645098581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0924101645098584, diff to last: 0"
[1] "Final threshold is: 0.00353496764766686"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.250645093969148, diff to last: 0.251"
[1] "Newton iter: 2, lambda:0.261377458431097, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.261396880120267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261396880183798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261396880120267"
[1] "Starting iterative with newton 0.261396880120267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0912509925318204, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919781876779304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0919782338267284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0919782338267285, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0919782338267284"
[1] "Starting iterative with newton 0.0919782338267284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0801263468033968, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0806536513512969, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0806536741815998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0806536741815999, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0806536741815998"
[1] "Starting iterative with newton 0.0806536741815998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0793885435342188, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0799038943899057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0799039161010199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0799039161010199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0799039161010199"
[1] "Starting iterative with newton 0.0799039161010199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0793397354712037, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0798543011564871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0798543227951519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0798543227951519, diff to last: 0"
[1] "Final threshold is: 0.00305466881380885"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.285854299738189"
[1] "Newton iter: 1, lambda:0.349317872729813, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.35026472332799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350264932329124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350264932329134, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350264932329134"
[1] "Starting iterative with newton 0.350264932329134"
[1] "Starting newton at: 0.219869432597951"
[1] "Newton iter: 1, lambda:0.120990827147551, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.122016991547785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122017102406694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122017102406696, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122017102406694"
[1] "Starting iterative with newton 0.122017102406694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103875533145252, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.10493361383749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104933723540952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104933723540953, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104933723540952"
[1] "Starting iterative with newton 0.104933723540952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102607189240264, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103633700577532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103633803247946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103633803247947, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103633803247946"
[1] "Starting iterative with newton 0.103633803247946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102510504659705, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.10353463481466, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103534736964997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103534736964998, diff to last: 0"
[1] "Final threshold is: 0.00396051611337539"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.470098939863192"
[1] "Newton iter: 1, lambda:0.525566443312612, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.526614825908551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.526615195316325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526615195316371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.526615195316325"
[1] "Starting iterative with newton 0.526615195316325"
[1] "Starting newton at: 0.320640219176575"
[1] "Newton iter: 1, lambda:0.214613743986293, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.216553721987233, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216554376470076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21655437647015, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21655437647015"
[1] "Starting iterative with newton 0.21655437647015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175857141117307, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.1808122346215, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180816157497573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180816157500031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.180816157497573"
[1] "Starting iterative with newton 0.180816157497573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172014350593768, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176702076477116, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.176705548924735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17670554892664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176705548924735"
[1] "Starting iterative with newton 0.176705548924735"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171572388861061, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176229916885464, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.176233340324906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176233340326755, diff to last: 0"
[1] "Final threshold is: 0.00674145706582253"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.38968909165912"
[1] "Starting iterative with newton 3.38968909165912"
[1] "Starting newton at: 0.590805194219046"
[1] "Newton iter: 1, lambda:0.598443641867001, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.598465423648701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598465423825408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598465423648701"
[1] "Starting iterative with newton 0.598465423648701"
[1] "Starting newton at: 0.285227820868988"
[1] "Newton iter: 1, lambda:0.249439870825495, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.2496983792984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.249698392814995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249698392814995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.249698392814995"
[1] "Starting iterative with newton 0.249698392814995"
[1] "Starting newton at: 0.331611369131136"
[1] "Newton iter: 1, lambda:0.202597380232694, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.205578351227675, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.205579952550261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205579952550724, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.205579952550724"
[1] "Starting iterative with newton 0.205579952550724"
[1] "Starting newton at: 0.336101722049865"
[1] "Newton iter: 1, lambda:0.196471118699879, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.199909413079981, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199911511348773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199911511349554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.199911511348773"
[1] "Starting iterative with newton 0.199911511348773"
[1] "Starting newton at: 0.3273421599658"
[1] "Newton iter: 1, lambda:0.196149020632137, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.199180034499461, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199181661896609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199181661897078, diff to last: 0"
[1] "Final threshold is: 0.00761929961436137"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.94075326996957"
[1] "Starting iterative with newton 2.94075326996957"
[1] "Starting newton at: 0.662778404022196"
[1] "Newton iter: 1, lambda:0.60580653464175, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.607033983343171, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607034564005278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607034564005408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607034564005278"
[1] "Starting iterative with newton 0.607034564005278"
[1] "Starting newton at: 0.242162677540529"
[1] "Newton iter: 1, lambda:0.294603312704032, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.295251358773849, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.29525145735313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295251457353132, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.29525145735313"
[1] "Starting iterative with newton 0.29525145735313"
[1] "Starting newton at: 0.284993646622467"
[1] "Newton iter: 1, lambda:0.248381642644895, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.24866810940501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248668126984628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248668126984628, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248668126984628"
[1] "Starting iterative with newton 0.248668126984628"
[1] "Starting newton at: 0.261549373703708"
[1] "Newton iter: 1, lambda:0.241424686805005, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.241510096881741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241510098421944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.241510096881741"
[1] "Starting iterative with newton 0.241510096881741"
[1] "Starting newton at: 0.264576286201393"
[1] "Newton iter: 1, lambda:0.240281963885232, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.240406122726382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.2404061259738, diff to last: 0"
[1] "Final threshold is: 0.00919625963925355"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.19057511528018"
[1] "Starting iterative with newton 2.19057511528018"
[1] "Starting newton at: 0.788771215206265"
[1] "Newton iter: 1, lambda:0.678830261468956, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.6841799740666, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.684193193339093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.684193193419665, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.684193193339093"
[1] "Starting iterative with newton 0.684193193339093"
[1] "Starting newton at: 0.264527494545063"
[1] "Newton iter: 1, lambda:0.392065717551891, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.39729406014692, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397302751535782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397302751559785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.397302751559785"
[1] "Starting iterative with newton 0.397302751559785"
[1] "Starting newton at: 0.248333086637087"
[1] "Newton iter: 1, lambda:0.339436354564754, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.341850176502632, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341851860840265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341851860841085, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.341851860841085"
[1] "Starting iterative with newton 0.341851860841085"
[1] "Starting newton at: 0.265189885656832"
[1] "Newton iter: 1, lambda:0.32980787266941, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.33099712139915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.330997522468005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330997522468051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.330997522468051"
[1] "Starting iterative with newton 0.330997522468051"
[1] "Starting newton at: 0.2706877533468"
[1] "Newton iter: 1, lambda:0.327936427050744, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.328865934664879, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328866178745497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328866178745513, diff to last: 0"
[1] "Final threshold is: 0.0125801237173768"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.73884419492084"
[1] "Starting iterative with newton 1.73884419492084"
[1] "Starting newton at: 0.77868725614816"
[1] "Newton iter: 1, lambda:0.723837461587418, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.725326520002969, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.72532764097258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.725327640973215, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.72532764097258"
[1] "Starting iterative with newton 0.72532764097258"
[1] "Starting newton at: 0.497035712993351"
[1] "Newton iter: 1, lambda:0.493675475943601, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.493679881550158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.493679881557736, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493679881550158"
[1] "Starting iterative with newton 0.493679881550158"
[1] "Starting newton at: 0.495005229281556"
[1] "Newton iter: 1, lambda:0.43677329104059, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.437993255104812, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.437993795874823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43799379587493, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437993795874823"
[1] "Starting iterative with newton 0.437993795874823"
[1] "Starting newton at: 0.507418469970182"
[1] "Newton iter: 1, lambda:0.421860829053926, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.424435486964048, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.42443785249204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424437852494036, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.424437852494036"
[1] "Starting iterative with newton 0.424437852494036"
[1] "Starting newton at: 0.509354050292068"
[1] "Newton iter: 1, lambda:0.418219834960571, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.421125507349843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.421128506862311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.421128506865506, diff to last: 0"
[1] "Final threshold is: 0.0161094361769014"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.73743157579715"
[1] "Starting iterative with newton 1.73743157579715"
[1] "Starting newton at: 0.79083756144567"
[1] "Newton iter: 1, lambda:0.688889405831595, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.693575781110053, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.693586082140174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693586082189866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.693586082189866"
[1] "Starting iterative with newton 0.693586082189866"
[1] "Starting newton at: 0.470061029340799"
[1] "Newton iter: 1, lambda:0.487084861216706, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.487192697335338, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487192701648409, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487192697335338"
[1] "Starting iterative with newton 0.487192697335338"
[1] "Starting newton at: 0.479790766137422"
[1] "Newton iter: 1, lambda:0.441511012105652, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.442022138125549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.442022229874271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.442022229874274, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.442022229874271"
[1] "Starting iterative with newton 0.442022229874271"
[1] "Starting newton at: 0.477140725607022"
[1] "Newton iter: 1, lambda:0.431175128143341, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.431902111914706, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.431902295217103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431902295217115, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.431902295217103"
[1] "Starting iterative with newton 0.431902295217103"
[1] "Starting newton at: 0.473078787079201"
[1] "Newton iter: 1, lambda:0.428954063309169, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.429622357048641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.429622511509317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429622511509325, diff to last: 0"
[1] "Final threshold is: 0.0164343574859972"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.29856764592839"
[1] "Starting iterative with newton 1.29856764592839"
[1] "Starting newton at: 0.645208509485124"
[1] "Newton iter: 1, lambda:0.778965582038998, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.789496856687703, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.789559626427872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789559628648724, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789559628648724"
[1] "Starting iterative with newton 0.789559628648724"
[1] "Starting newton at: 0.643224782560245"
[1] "Newton iter: 1, lambda:0.652903251553241, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.652949745897814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.652949746967767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652949745897814"
[1] "Starting iterative with newton 0.652949745897814"
[1] "Starting newton at: 0.655825751025214"
[1] "Newton iter: 1, lambda:0.613788247000378, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.614620209632851, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.614620539523581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614620539523633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.614620539523581"
[1] "Starting iterative with newton 0.614620539523581"
[1] "Starting newton at: 0.647379395305959"
[1] "Newton iter: 1, lambda:0.602793457378058, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.603718767666384, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.603719171307761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603719171307838, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.603719171307761"
[1] "Starting iterative with newton 0.603719171307761"
[1] "Starting newton at: 0.650554420872581"
[1] "Newton iter: 1, lambda:0.599393665696519, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.600605929005535, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.600606619698545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600606619698769, diff to last: 0"
[1] "Final threshold is: 0.022975015582655"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.908982504913648"
[1] "Starting iterative with newton 0.908982504913648"
[1] "Starting newton at: 1.00192072050708"
[1] "Newton iter: 1, lambda:0.937557018664056, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.940366717905583, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.940372270690964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.940372270712621, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.940372270690964"
[1] "Starting iterative with newton 0.940372270690964"
[1] "Starting newton at: 1.00727396288389"
[1] "Newton iter: 1, lambda:0.949686820806494, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.951963003469004, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.951966677913199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.951966677922763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.951966677913199"
[1] "Starting iterative with newton 0.951966677913199"
[1] "Starting newton at: 1.00648750693391"
[1] "Newton iter: 1, lambda:0.954353484308375, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.95623044380979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.956232949683316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.956232949687779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.956232949683316"
[1] "Starting iterative with newton 0.956232949683316"
[1] "Starting newton at: 1.00536597759322"
[1] "Newton iter: 1, lambda:0.956119135273915, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.957798583323977, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.957800591667512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.957800591670381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.957800591670381"
[1] "Starting iterative with newton 0.957800591670381"
[1] "Starting newton at: 1.00552078896039"
[1] "Newton iter: 1, lambda:0.956724439557474, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.958374392110823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.958376331319905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.958376331322581, diff to last: 0"
[1] "Final threshold is: 0.0366607866513816"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.00357807941144"
[1] "Starting iterative with newton 1.00357807941144"
[1] "Starting newton at: 0.871142918958658"
[1] "Newton iter: 1, lambda:0.830205659868938, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.831185030066555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.831185601194469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831185601194663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.831185601194663"
[1] "Starting iterative with newton 0.831185601194663"
[1] "Starting newton at: 0.827558404558732"
[1] "Newton iter: 1, lambda:0.780499525679743, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.781740282023113, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.781741161954174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781741161954616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.781741161954174"
[1] "Starting iterative with newton 0.781741161954174"
[1] "Starting newton at: 0.81418736161372"
[1] "Newton iter: 1, lambda:0.765914693839978, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.767204569438816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.767205509005259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767205509005758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767205509005259"
[1] "Starting iterative with newton 0.767205509005259"
[1] "Starting newton at: 0.813669986750341"
[1] "Newton iter: 1, lambda:0.761392423614749, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.762897462780803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.762898737475552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762898737476465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.762898737476465"
[1] "Starting iterative with newton 0.762898737476465"
[1] "Starting newton at: 0.814003903650371"
[1] "Newton iter: 1, lambda:0.760015904382184, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.761618243356953, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.761619686711143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761619686712313, diff to last: 0"
[1] "Final threshold is: 0.0291342512659091"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.04071945853742"
[1] "Newton iter: 1, lambda:1.09915883497657, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.10218246669645, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.10219030036408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10219030041656, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10219030041656"
[1] "Starting iterative with newton 1.10219030041656"
[1] "Starting newton at: 1.48503382640277"
[1] "Newton iter: 1, lambda:1.26928361215552, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.30582742000297, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.30714710635268, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30714878190787, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30714878191057, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30714878190787"
[1] "Starting iterative with newton 1.30714878190787"
[1] "Starting newton at: 1.48993428054816"
[1] "Newton iter: 1, lambda:1.39043463556546, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.39954335798825, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.39962784915871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39962785637261, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39962785637261"
[1] "Starting iterative with newton 1.39962785637261"
[1] "Starting newton at: 1.49660044888768"
[1] "Newton iter: 1, lambda:1.43686077971022, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.44034388610472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.44035645223671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44035645239977, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44035645223671"
[1] "Starting iterative with newton 1.44035645223671"
[1] "Starting newton at: 1.49298809433182"
[1] "Newton iter: 1, lambda:1.45679931205902, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.45811878948264, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.45812060631949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45812060632293, diff to last: 0"
[1] "Final threshold is: 0.0557775131890183"
threshold is:
[{'ad': 0.0007485626331021658, 'da': 0.002131259765080408, 'dd': 0.0035349676476668615}, {'ad': 0.003054668813808846, 'da': 0.003960516113375395, 'dd': 0.006741457065822527}, {'ad': 0.007619299614361374, 'da': 0.009196259639253551, 'dd': 0.012580123717376808}, {'ad': 0.016109436176901446, 'da': 0.016434357485997204, 'dd': 0.022975015582655037}, {'ad': 0.03666078665138159, 'da': 0.029134251265909062, 'dd': 0.055777513189018336}]
Number of points in noise estimation: 128
Estimated noise: 0.03825301758108829
0.03825301758108829
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.0660565364537"
[1] "Starting iterative with newton 34.0660565364537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.3463068903281"
[1] "Starting iterative with newton 16.3463068903281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.90880810904914"
[1] "Starting iterative with newton 8.90880810904914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.01511009761605"
[1] "Starting iterative with newton 8.01511009761605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.51650437917298"
[1] "Starting iterative with newton 5.51650437917298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84489218452182"
[1] "Starting iterative with newton 3.84489218452182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.38968909165912"
[1] "Starting iterative with newton 3.38968909165912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.94075326996957"
[1] "Starting iterative with newton 2.94075326996957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19057511528018"
[1] "Starting iterative with newton 2.19057511528018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.73884419492084"
[1] "Starting iterative with newton 1.73884419492084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.73743157579715"
[1] "Starting iterative with newton 1.73743157579715"
[1] "Starting newton at: 2.01458485656474"
[1] "Newton iter: 1, lambda:1.57477562419434, diff to last: 0.44"
[1] "Newton iter: 2, lambda:1.51942573869596, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.51711572742428, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51711145128585, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51711145127116, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51711145128585"
[1] "Starting iterative with newton 1.51711145128585"
[1] "Starting newton at: 1.81027010061876"
[1] "Newton iter: 1, lambda:1.42883244385444, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.35406593385473, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.34844488877798, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34841114513056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34841114391085, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34841114391085"
[1] "Starting iterative with newton 1.34841114391085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29856764592839"
[1] "Starting iterative with newton 1.29856764592839"
[1] "Starting newton at: 1.48929449110573"
[1] "Newton iter: 1, lambda:1.31589611937297, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.28833003803889, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.28747183710597, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2874709915411, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28747099154028, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28747099154028"
[1] "Starting iterative with newton 1.28747099154028"
[1] "Starting newton at: 1.48303584657547"
[1] "Newton iter: 1, lambda:1.31025989753836, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.28252177231906, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.28164359812177, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28164270361214, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28164270361121, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28164270361121"
[1] "Starting iterative with newton 1.28164270361121"
[1] "Starting newton at: 1.48026359545239"
[1] "Newton iter: 1, lambda:1.30610777475808, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.27771949623944, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.27679189323301, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27679088665823, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27679088665704, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27679088665704"
[1] "Starting iterative with newton 1.27679088665704"
[1] "Starting newton at: 1.4752439597673"
[1] "Newton iter: 1, lambda:1.300034902426, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.27095621672669, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.26997120230794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26997005362978, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26997005362822, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26997005362822"
[1] "Starting iterative with newton 1.26997005362822"
[1] "Starting newton at: 1.47190268655813"
[1] "Newton iter: 1, lambda:1.29360216140456, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.26318974641235, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.26209772062063, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26209628927081, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26209628926835, diff to last: 0"
[1] "Final threshold is: 0.0482789915424086"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908982504913648"
[1] "Starting iterative with newton 0.908982504913648"
[1] "Starting newton at: 1.22095421021126"
[1] "Newton iter: 1, lambda:1.25547564667177, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.25406089089898, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25405854440238, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25405854439592, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25405854439592"
[1] "Starting iterative with newton 1.25405854439592"
[1] "Starting newton at: 1.57489283417424"
[1] "Newton iter: 1, lambda:1.61765237929336, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.61664389783954, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61664338253086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61664338253072, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61664338253086"
[1] "Starting iterative with newton 1.61664338253086"
[1] "Starting newton at: 1.7842533612572"
[1] "Newton iter: 1, lambda:1.86013435153994, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.85850239669031, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.85850185056844, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85850185056838, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85850185056838"
[1] "Starting iterative with newton 1.85850185056838"
[1] "Starting newton at: 2.02000889701566"
[1] "Newton iter: 1, lambda:1.9837739129309, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.98369805292252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.983698052394, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.983698052394"
[1] "Starting iterative with newton 1.983698052394"
[1] "Starting newton at: 2.13944225695267"
[1] "Newton iter: 1, lambda:2.048513239865, diff to last: 0.091"
[1] "Newton iter: 2, lambda:2.04881231718654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04881231343119, diff to last: 0"
[1] "Final threshold is: 0.0783732534460336"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00357807941144"
[1] "Starting iterative with newton 1.00357807941144"
[1] "Starting newton at: 1.38805581965375"
[1] "Newton iter: 1, lambda:1.31237972421153, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.30656273753688, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.30652595364219, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30652595216609, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30652595364219"
[1] "Starting iterative with newton 1.30652595364219"
[1] "Starting newton at: 1.50399365258775"
[1] "Newton iter: 1, lambda:1.5839040524591, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.57960128000225, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.57959012526091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57959012518541, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57959012518541"
[1] "Starting iterative with newton 1.57959012518541"
[1] "Starting newton at: 1.78793919759971"
[1] "Newton iter: 1, lambda:1.74940224125807, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.74888953132758, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74888943022487, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74888943022486, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74888943022487"
[1] "Starting iterative with newton 1.74888943022487"
[1] "Starting newton at: 1.96869680493659"
[1] "Newton iter: 1, lambda:1.84380272908671, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.84124742931314, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.84124556852503, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84124556852403, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84124556852503"
[1] "Starting iterative with newton 1.84124556852503"
[1] "Starting newton at: 2.04745515010406"
[1] "Newton iter: 1, lambda:1.88752369328805, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.88507483507713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88507337148915, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88507337148862, diff to last: 0"
[1] "Final threshold is: 0.0721097448211955"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.73953427273987"
[1] "Newton iter: 1, lambda:1.62827947309955, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.623738080336, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62372790562271, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62372790557113, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62372790557113"
[1] "Starting iterative with newton 1.62372790557113"
[1] "Starting newton at: 2.21410227313011"
[1] "Newton iter: 1, lambda:2.15798355786508, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.15885541050714, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15885558666954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15885558666955, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15885558666954"
[1] "Starting iterative with newton 2.15885558666954"
[1] "Starting newton at: 2.42904046606091"
[1] "Newton iter: 1, lambda:2.40254202094519, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.40281520965903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40281523761672, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40281523761672, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40281523761672"
[1] "Starting iterative with newton 2.40281523761672"
[1] "Starting newton at: 2.53152887521131"
[1] "Newton iter: 1, lambda:2.50494865622155, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.50524995029239, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50524998799022, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50524998799023, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.50524998799022"
[1] "Starting iterative with newton 2.50524998799022"
[1] "Starting newton at: 2.63097562518842"
[1] "Newton iter: 1, lambda:2.54436925898593, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.54779330454944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.54779833170045, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54779833171132, diff to last: 0"
[1] "Final threshold is: 0.0974609743756049"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04827899154240864}, {'ad': 0.0783732534460336, 'da': 0.07210974482119548, 'dd': 0.09746097437560486}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.506627549700368. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016932845904173537
0.016932845904173537
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 76.9586794199858"
[1] "Starting iterative with newton 76.9586794199858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.927966415112"
[1] "Starting iterative with newton 36.927966415112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.1259017622078"
[1] "Starting iterative with newton 20.1259017622078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.106947244048"
[1] "Starting iterative with newton 18.106947244048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4623433176488"
[1] "Starting iterative with newton 12.4623433176488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.68600170132363"
[1] "Starting iterative with newton 8.68600170132363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.6576517114409"
[1] "Starting iterative with newton 7.6576517114409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64346012326623"
[1] "Starting iterative with newton 6.64346012326623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.94873152875346"
[1] "Starting iterative with newton 4.94873152875346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92822552898126"
[1] "Starting iterative with newton 3.92822552898126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92503427900001"
[1] "Starting iterative with newton 3.92503427900001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.93359611674537"
[1] "Starting iterative with newton 2.93359611674537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05348374030813"
[1] "Starting iterative with newton 2.05348374030813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26718474454779"
[1] "Starting iterative with newton 2.26718474454779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.52374080639068"
[1] "Starting iterative with newton 1.52374080639068"
[1] "Starting newton at: 1.75610815435124"
[1] "Newton iter: 1, lambda:1.42970417195555, diff to last: 0.326"
[1] "Newton iter: 2, lambda:1.37293809008978, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.36985537207761, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36984581608771, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36984581599569, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36984581608771"
[1] "Starting iterative with newton 1.36984581608771"
[1] "Starting newton at: 1.62992388897675"
[1] "Newton iter: 1, lambda:1.30532910675524, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.22768218582066, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.22022892266823, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.22015674359051, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22015673680636, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22015674359051"
[1] "Starting iterative with newton 1.22015674359051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.506627549700368. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016932845904173537
0.016932845904173537
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355597608235408, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355899591559468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355899591777183, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0355899591559468"
[1] "Starting iterative with newton 0.0355899591559468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0040159539949907, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00401606779768285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00401606779768294, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00401606779768285"
[1] "Starting iterative with newton 0.00401606779768285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00382090950751062, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00382100998995783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0038210099899579, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00382100998995783"
[1] "Starting iterative with newton 0.00382100998995783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0038197234885978, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381982389294213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0038198238929422, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00381982389294213"
[1] "Starting iterative with newton 0.00381982389294213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381971627743045, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381981668130001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381981668130008, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 6.46803672466446e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0730685848978982, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733683046331986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733683096711098, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0733683046331986"
[1] "Starting iterative with newton 0.0733683046331986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0289277964214222, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0289481023819082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0289481023919129, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0289481023819082"
[1] "Starting iterative with newton 0.0289481023819082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281889089698851, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0282079330948765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282079331035406, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0282079331035406"
[1] "Starting iterative with newton 0.0282079331035406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281764492924124, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0281954523516134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0281954523602564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0281954523516134"
[1] "Starting iterative with newton 0.0281954523516134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281762391568805, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0281952418609545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0281952418695971, diff to last: 0"
[1] "Final threshold is: 0.000477425685662445"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0664177528026602"
[1] "Newton iter: 1, lambda:0.142939104756871, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.143413390112473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143413408252033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143413408252033, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.143413408252033"
[1] "Starting iterative with newton 0.143413408252033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278562796030312, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278839882108235, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278839882382466, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0278839882108235"
[1] "Starting iterative with newton 0.0278839882108235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251292692237588, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.025149720824023, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251497208375728, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.025149720824023"
[1] "Starting iterative with newton 0.025149720824023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025067196655683, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250874996217357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025087499635058, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250874996217357"
[1] "Starting iterative with newton 0.0250874996217357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025065785379255, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250860849743616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250860849876787, diff to last: 0"
[1] "Final threshold is: 0.000424778811209868"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12954603792621, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.130945693889607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130945856527962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130945856527964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130945856527962"
[1] "Starting iterative with newton 0.130945856527962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321199372272747, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0321537336488067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0321537336862255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0321537336488067"
[1] "Starting iterative with newton 0.0321537336488067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029682595584122, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0297101333731385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029710133396842, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0297101333731385"
[1] "Starting iterative with newton 0.0297101333731385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296227674444362, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296501619689091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0296501619923389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0296501619689091"
[1] "Starting iterative with newton 0.0296501619689091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296212993581133, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296486903732554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0296486903966786, diff to last: 0"
[1] "Final threshold is: 0.000502036705350887"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.242372353466655"
[1] "Newton iter: 1, lambda:0.156081700351604, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.156779848108013, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.156779894147536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156779894147537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156779894147537"
[1] "Starting iterative with newton 0.156779894147537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0475314671058792, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0476338681544469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0476338686296815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0476338686296815"
[1] "Starting iterative with newton 0.0476338686296815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0435323932748691, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0436151843112414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0436151846106729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0436151843112414"
[1] "Starting iterative with newton 0.0436151843112414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0433847966734421, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434669126567971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434669129509554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0434669129509554"
[1] "Starting iterative with newton 0.0434669129509554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0433793510540864, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434614421952084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434614424891736, diff to last: 0"
[1] "Final threshold is: 0.000735925903464609"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.243262072720205"
[1] "Newton iter: 1, lambda:0.250713360783448, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.250721527877124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250721527886927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.250721527877124"
[1] "Starting iterative with newton 0.250721527877124"
[1] "Starting newton at: 0.147230170180015"
[1] "Newton iter: 1, lambda:0.0864038974593175, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0866751865265982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0866751919236167, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0866751865265982"
[1] "Starting iterative with newton 0.0866751865265982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0790472769905952, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0794755105173205, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0794755230867815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0794755230867815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0794755230867815"
[1] "Starting iterative with newton 0.0794755230867815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0787295597265152, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791531284933701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0791531407549153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791531407549154, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0791531407549153"
[1] "Starting iterative with newton 0.0791531407549153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0787153136575591, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791386742898289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0791386865377405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791386865377405, diff to last: 0"
[1] "Final threshold is: 0.00134004318420225"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.480633981095622"
[1] "Newton iter: 1, lambda:0.283835973374896, diff to last: 0.197"
[1] "Newton iter: 2, lambda:0.290629186027811, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.290637548434021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290637548446682, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290637548446682"
[1] "Starting iterative with newton 0.290637548446682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0985469589435287, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0994090817010561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0994091476401354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0994091476401357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0994091476401357"
[1] "Starting iterative with newton 0.0994091476401357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0866721172821273, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0872948151076058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0872948472418751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0872948472418752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0872948472418752"
[1] "Starting iterative with newton 0.0872948472418752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0859145592723884, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0865236611222651, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0865236917306332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0865236917306333, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0865236917306332"
[1] "Starting iterative with newton 0.0865236917306332"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0858663185861527, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.086474561202034, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.086474591715346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0864745917153461, diff to last: 0"
[1] "Final threshold is: 0.00146426093614228"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.296354868169542"
[1] "Newton iter: 1, lambda:0.345412414786241, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.345921911783368, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.345921966329829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34592196632983, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.345921966329829"
[1] "Starting iterative with newton 0.345921966329829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11641334696769, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117851432600737, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117851651836011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117851651836016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117851651836011"
[1] "Starting iterative with newton 0.117851651836011"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0994449991059673, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100412174404744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100412265859144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100412265859145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100412265859144"
[1] "Starting iterative with newton 0.100412265859144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0981507356504077, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0990866071569658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0990866922188263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099086692218827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.099086692218827"
[1] "Starting iterative with newton 0.099086692218827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0980523842424321, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0989859029235922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0989859875152271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0989859875152278, diff to last: 0"
[1] "Final threshold is: 0.0016761144732678"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.324535839731866"
[1] "Newton iter: 1, lambda:0.441518327745961, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.445395688157178, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.445399862560103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445399862564937, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445399862560103"
[1] "Starting iterative with newton 0.445399862560103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163188795588766, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.166959272252553, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.166961279669418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166961279669987, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.166961279669987"
[1] "Starting iterative with newton 0.166961279669987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137293033246714, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139736042005342, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139736814604724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139736814604801, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.139736814604801"
[1] "Starting iterative with newton 0.139736814604801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134714211365232, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137044443002072, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137045139468911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137045139468973, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.137045139468911"
[1] "Starting iterative with newton 0.137045139468911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13445887506698, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136778122011712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136778811294167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136778811294228, diff to last: 0"
[1] "Final threshold is: 0.00231605453460017"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.92822552898126"
[1] "Starting iterative with newton 3.92822552898126"
[1] "Starting newton at: 0.378268646042623"
[1] "Newton iter: 1, lambda:0.55147295454293, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.562326822266696, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.562367939188201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562367939776505, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.562367939188201"
[1] "Starting iterative with newton 0.562367939188201"
[1] "Starting newton at: 0.381904183715162"
[1] "Newton iter: 1, lambda:0.203981352748402, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.209452207157532, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.209457441646186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209457441650977, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.209457441646186"
[1] "Starting iterative with newton 0.209457441646186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164966396708234, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169192433815391, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169195204496431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169195204497622, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.169195204496431"
[1] "Starting iterative with newton 0.169195204496431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160650477367832, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.164598578867905, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164600961522374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164600961523242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164600961523242"
[1] "Starting iterative with newton 0.164600961523242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160157205050762, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.164074326134124, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164076667543294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164076667544131, diff to last: 0"
[1] "Final threshold is: 0.00277828492799508"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.92503427900001"
[1] "Starting iterative with newton 3.92503427900001"
[1] "Starting newton at: 0.606266499110251"
[1] "Newton iter: 1, lambda:0.555966401426521, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.556797458703668, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.556797689056987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556797689057004, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.556797689056987"
[1] "Starting iterative with newton 0.556797689056987"
[1] "Starting newton at: 0.352075142747501"
[1] "Newton iter: 1, lambda:0.223009938741302, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.226018894946569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.226020546442017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226020546442515, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.226020546442017"
[1] "Starting iterative with newton 0.226020546442017"
[1] "Starting newton at: 0.31299340656175"
[1] "Newton iter: 1, lambda:0.184700278002479, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.187397771085382, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.187398971236747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187398971236984, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187398971236747"
[1] "Starting iterative with newton 0.187398971236747"
[1] "Starting newton at: 0.30732116901051"
[1] "Newton iter: 1, lambda:0.180175439600137, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.182792942362503, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.18279405826411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182794058264312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18279405826411"
[1] "Starting iterative with newton 0.18279405826411"
[1] "Starting newton at: 0.301427457200105"
[1] "Newton iter: 1, lambda:0.179852137335634, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.182242573473978, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.182243502753292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182243502753433, diff to last: 0"
[1] "Final threshold is: 0.0030859011491607"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.93359611674537"
[1] "Starting iterative with newton 2.93359611674537"
[1] "Starting newton at: 0.553705186092594"
[1] "Newton iter: 1, lambda:0.59926048756774, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.600052250074453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.600052486207576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600052486207597, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600052486207576"
[1] "Starting iterative with newton 0.600052486207576"
[1] "Starting newton at: 0.30591997545474"
[1] "Newton iter: 1, lambda:0.296361132923953, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.296382614866726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296382614975311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296382614866726"
[1] "Starting iterative with newton 0.296382614866726"
[1] "Starting newton at: 0.294676680436098"
[1] "Newton iter: 1, lambda:0.251332287253151, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.251734932584655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251734967430121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251734967430121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251734967430121"
[1] "Starting iterative with newton 0.251734967430121"
[1] "Starting newton at: 0.307703068389728"
[1] "Newton iter: 1, lambda:0.244172912601966, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.245024721138179, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.245024874907564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245024874907569, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.245024874907569"
[1] "Starting iterative with newton 0.245024874907569"
[1] "Starting newton at: 0.304948157665614"
[1] "Newton iter: 1, lambda:0.243210052687712, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.244012900678803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24401303698714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.244013036987144, diff to last: 0"
[1] "Final threshold is: 0.00413183515391264"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05348374030813"
[1] "Starting iterative with newton 2.05348374030813"
[1] "Starting newton at: 0.813488569820531"
[1] "Newton iter: 1, lambda:0.666624307271559, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.675755049941489, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.675792486399823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675792487027237, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675792487027237"
[1] "Starting iterative with newton 0.675792487027237"
[1] "Starting newton at: 0.555571521357018"
[1] "Newton iter: 1, lambda:0.410273862301867, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.417069337417776, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.417084620288414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417084620365637, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.417084620288414"
[1] "Starting iterative with newton 0.417084620288414"
[1] "Starting newton at: 0.270534874154933"
[1] "Newton iter: 1, lambda:0.360853723657319, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.363370311139569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.36337224993341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36337224993456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36337224993456"
[1] "Starting iterative with newton 0.36337224993456"
[1] "Starting newton at: 0.277104218611746"
[1] "Newton iter: 1, lambda:0.350408831055523, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.352035713650369, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.352036510063946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352036510064137, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.352036510064137"
[1] "Starting iterative with newton 0.352036510064137"
[1] "Starting newton at: 0.279856872224187"
[1] "Newton iter: 1, lambda:0.348226841872553, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.349636271833063, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349636867373778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349636867373884, diff to last: 0"
[1] "Final threshold is: 0.00592034719765814"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.26718474454779"
[1] "Starting iterative with newton 2.26718474454779"
[1] "Starting newton at: 0.555412203347338"
[1] "Newton iter: 1, lambda:0.62381769697087, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.625715924347231, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625717357921651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625717357922468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625717357921651"
[1] "Starting iterative with newton 0.625717357921651"
[1] "Starting newton at: 0.257190549758142"
[1] "Newton iter: 1, lambda:0.370625935428243, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.374419929109384, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.374424125671728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374424125676859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374424125671728"
[1] "Starting iterative with newton 0.374424125671728"
[1] "Starting newton at: 0.264594957134126"
[1] "Newton iter: 1, lambda:0.327768967436595, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.328861577522587, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328861902581721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32886190258175, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.32886190258175"
[1] "Starting iterative with newton 0.32886190258175"
[1] "Starting newton at: 0.266217668692464"
[1] "Newton iter: 1, lambda:0.319608998442702, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320378451197917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320378610299233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320378610299239, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.320378610299239"
[1] "Starting iterative with newton 0.320378610299239"
[1] "Starting newton at: 0.267711901106372"
[1] "Newton iter: 1, lambda:0.318107811345127, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.318791469474564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3187915947623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318791594762305, diff to last: 0"
[1] "Final threshold is: 0.00539804894965577"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.52374080639068"
[1] "Starting iterative with newton 1.52374080639068"
[1] "Starting newton at: 0.690533894574992"
[1] "Newton iter: 1, lambda:0.749594650093638, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.751450363512939, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.751452159253726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751452159255406, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751452159253726"
[1] "Starting iterative with newton 0.751452159253726"
[1] "Starting newton at: 0.445328287520676"
[1] "Newton iter: 1, lambda:0.559962199148871, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.565808190732286, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.565823075733474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565823075829839, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.565823075733474"
[1] "Starting iterative with newton 0.565823075733474"
[1] "Starting newton at: 0.448272364102192"
[1] "Newton iter: 1, lambda:0.515793755354857, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.51770076297441, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.517702265966709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.517702265967642, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.517702265966709"
[1] "Starting iterative with newton 0.517702265966709"
[1] "Starting newton at: 0.456181097564083"
[1] "Newton iter: 1, lambda:0.504048128826676, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.504989748697431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.504990109973139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504990109973192, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504990109973139"
[1] "Starting iterative with newton 0.504990109973139"
[1] "Starting newton at: 0.456853022728061"
[1] "Newton iter: 1, lambda:0.500824686594396, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.501615725714221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.501615979720438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.501615979720465, diff to last: 0"
[1] "Final threshold is: 0.00849378608767766"
threshold is:
[{'ad': 6.468036724664459e-05, 'da': 0.00047742568566244524, 'dd': 0.0004247788112098676}, {'ad': 0.0005020367053508874, 'da': 0.0007359259034646091, 'dd': 0.0013400431842022528}, {'ad': 0.001464260936142276, 'da': 0.0016761144732677982, 'dd': 0.002316054534600169}, {'ad': 0.0027782849279950803, 'da': 0.0030859011491607045, 'dd': 0.004131835153912638}, {'ad': 0.005920347197658136, 'da': 0.005398048949655769, 'dd': 0.008493786087677663}]
Number of points in noise estimation: 128
Estimated noise: 0.03825301758108829
0.03825301758108829
threshold is:
[{'ad': 0.026350910812322326, 'da': 0.003271256266766248, 'dd': 0.002038158289130676}, {'ad': 0.0016663453342666832, 'da': 0.007313586228465868, 'dd': 0.0087301771049971}, {'ad': 0.00793192813542154, 'da': 0.00746807920345437, 'dd': 0.010239663168126634}, {'ad': 0.013634153997581056, 'da': 0.014564549660720882, 'dd': 0.021198698165574063}, {'ad': 0.029855702387856838, 'da': 0.02600524193557633, 'dd': 0.03866339627303746}]
['baboon256', 0.025, 3, 0.00017551079618818104, 0.0005466591396150216, 0.0004505373579122786, 0.005919911327297947, 0.0007303319581074308, 0.0008255359269836864, 0.0001711312044412772, 0.00017551079618818112, 37.55696163638379, 32.62283386512513, 33.462691921155724, 22.276847984043794, 31.36479694941134, 30.83264021672846, 37.666707930244215, 37.55696163638379]
baboon256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.037514390473753385
0.037514390473753385
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0780468632650039, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783344980965808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078334501997379, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.078334501997379"
[1] "Starting iterative with newton 0.078334501997379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0238732728299611, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238862928604747, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238862928643476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0238862928643476"
[1] "Starting iterative with newton 0.0238862928643476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228753776581477, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228870724925226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228870724955794, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0228870724955794"
[1] "Starting iterative with newton 0.0228870724955794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228570248569488, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228686962543256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228686962573689, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0228686962543256"
[1] "Starting iterative with newton 0.0228686962543256"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228566873281514, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228683582948031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228683582978461, diff to last: 0"
[1] "Final threshold is: 0.000857892522679098"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.310853829901779"
[1] "Newton iter: 1, lambda:0.187423222537105, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.189171812248908, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.189172167969709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189172167969724, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.189172167969724"
[1] "Starting iterative with newton 0.189172167969724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638861084638218, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0641248324850693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0641248358193815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0641248358193815"
[1] "Starting iterative with newton 0.0641248358193815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0589988281122711, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0591909664029369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.059190968441309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.059190968441309"
[1] "Starting iterative with newton 0.059190968441309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0588069726633857, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0589974298347927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0589974318331009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0589974298347927"
[1] "Starting iterative with newton 0.0589974298347927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0587994489393556, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0589898404005257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0589898423972772, diff to last: 0"
[1] "Final threshold is: 0.00221296798167663"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.142021495189301"
[1] "Newton iter: 1, lambda:0.246562242708321, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.248158796743154, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248159165354419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248159165354438, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.248159165354419"
[1] "Starting iterative with newton 0.248159165354419"
[1] "Starting newton at: 0.191090445730746"
[1] "Newton iter: 1, lambda:0.103099491240501, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.103838400894672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103838453090309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103838453090309, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103838453090309"
[1] "Starting iterative with newton 0.103838453090309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0921793857067723, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929543372698665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929543920214132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929543920214135, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0929543920214135"
[1] "Starting iterative with newton 0.0929543920214135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913688035554601, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921273495934981, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0921274018570442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921274018570445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0921274018570445"
[1] "Starting iterative with newton 0.0921274018570445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913071934300203, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0920645013455084, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09206455342384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920645534238402, diff to last: 0"
[1] "Final threshold is: 0.00345374560593366"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.447826381342651"
[1] "Newton iter: 1, lambda:0.252585327551262, diff to last: 0.195"
[1] "Newton iter: 2, lambda:0.258737932088528, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.258744225066402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258744225072981, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.258744225072981"
[1] "Starting iterative with newton 0.258744225072981"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0911760175300244, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0918732757570231, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0918733165066862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0918733165066863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0918733165066862"
[1] "Starting iterative with newton 0.0918733165066862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.081030660945057, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815501706574718, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815501920049016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815501920049016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0815501920049016"
[1] "Starting iterative with newton 0.0815501920049016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0804072712775923, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0809168560389608, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0809168765001322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0809168765001322, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0809168765001322"
[1] "Starting iterative with newton 0.0809168765001322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0803690406980074, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0808780205241607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0808780409319751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0808780409319752, diff to last: 0"
[1] "Final threshold is: 0.00303409040827432"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.328419556353439"
[1] "Newton iter: 1, lambda:0.34474311509822, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.344803373963213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.344803374782429, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344803373963213"
[1] "Starting iterative with newton 0.344803373963213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123722528425369, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125378203795807, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125378499707056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125378499707065, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125378499707065"
[1] "Starting iterative with newton 0.125378499707065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106949443244812, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108111678840001, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108111815937289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108111815937291, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108111815937289"
[1] "Starting iterative with newton 0.108111815937289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10562507745658, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106752522595193, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106752650912012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106752650912014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106752650912014"
[1] "Starting iterative with newton 0.106752650912014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105520889895619, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106645622951358, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106645750596736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106645750596737, diff to last: 0"
[1] "Final threshold is: 0.00400075033025246"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.539606660677863"
[1] "Newton iter: 1, lambda:0.506906606925758, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.507247810859308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.50724784831353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50724784831353, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.50724784831353"
[1] "Starting iterative with newton 0.50724784831353"
[1] "Starting newton at: 0.277817983407246"
[1] "Newton iter: 1, lambda:0.210074406111681, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.210867661117493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.21086777036179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210867770361792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21086777036179"
[1] "Starting iterative with newton 0.21086777036179"
[1] "Starting newton at: 0.307843154974339"
[1] "Newton iter: 1, lambda:0.172921064441896, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.175800480584124, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.175801801026361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175801801026639, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.175801801026361"
[1] "Starting iterative with newton 0.175801801026361"
[1] "Starting newton at: 0.336062591344582"
[1] "Newton iter: 1, lambda:0.167127777992873, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.17158360095482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.17158672788203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17158672788357, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17158672788203"
[1] "Starting iterative with newton 0.17158672788203"
[1] "Starting newton at: 0.340277664488913"
[1] "Newton iter: 1, lambda:0.166361511287412, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.171076243262089, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.171079739381427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171079739383349, diff to last: 0"
[1] "Final threshold is: 0.0064179521453028"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.42504148740065"
[1] "Starting iterative with newton 3.42504148740065"
[1] "Starting newton at: 0.574090111271261"
[1] "Newton iter: 1, lambda:0.583799869952263, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.583834210344947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583834210773282, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.583834210773282"
[1] "Starting iterative with newton 0.583834210773282"
[1] "Starting newton at: 0.390603539644748"
[1] "Newton iter: 1, lambda:0.233201933524121, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.238013675863023, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.238018220979055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23801822098311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.238018220979055"
[1] "Starting iterative with newton 0.238018220979055"
[1] "Starting newton at: 0.36429326499623"
[1] "Newton iter: 1, lambda:0.189694101922825, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.19496446073249, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.194969301257343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194969301261425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.194969301261425"
[1] "Starting iterative with newton 0.194969301261425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183820006399838, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.189622056000098, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.189627831254343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189627831260064, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.189627831254343"
[1] "Starting iterative with newton 0.189627831254343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183207416676131, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188959442263998, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.188965107238082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188965107243576, diff to last: 0"
[1] "Final threshold is: 0.00708891081884408"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.0255139203725"
[1] "Starting iterative with newton 3.0255139203725"
[1] "Starting newton at: 0.549516503115191"
[1] "Newton iter: 1, lambda:0.605372273678642, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.60658148006279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.606582037795976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606582037796095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606582037795976"
[1] "Starting iterative with newton 0.606582037795976"
[1] "Starting newton at: 0.336726449426235"
[1] "Newton iter: 1, lambda:0.289915749107526, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.290421938685114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.290421998137247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290421998137248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.290421998137247"
[1] "Starting iterative with newton 0.290421998137247"
[1] "Starting newton at: 0.255553482811368"
[1] "Newton iter: 1, lambda:0.243561129176895, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.243591506264017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243591506459063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.243591506264017"
[1] "Starting iterative with newton 0.243591506264017"
[1] "Starting newton at: 0.260709239555743"
[1] "Newton iter: 1, lambda:0.23635613594975, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.236479479244342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.236479482412739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.236479479244342"
[1] "Starting iterative with newton 0.236479479244342"
[1] "Starting newton at: 0.264801455427529"
[1] "Newton iter: 1, lambda:0.235213241896797, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.235394845975277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235394852828149, diff to last: 0"
[1] "Final threshold is: 0.00883069416742557"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.26752465552793"
[1] "Starting iterative with newton 2.26752465552793"
[1] "Starting newton at: 0.754645288429723"
[1] "Newton iter: 1, lambda:0.681674086759705, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.684082526693983, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.684085222129079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.684085222132453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.684085222132453"
[1] "Starting iterative with newton 0.684085222132453"
[1] "Starting newton at: 0.502725670580717"
[1] "Newton iter: 1, lambda:0.382955400537732, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.387321929928169, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.387327840057733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387327840068554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387327840057733"
[1] "Starting iterative with newton 0.387327840057733"
[1] "Starting newton at: 0.320801746650857"
[1] "Newton iter: 1, lambda:0.330285600784466, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.330310930548793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330310930729335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330310930548793"
[1] "Starting iterative with newton 0.330310930548793"
[1] "Starting newton at: 0.328272916623229"
[1] "Newton iter: 1, lambda:0.319184134771499, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.319206917571283, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319206917714545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.319206917571283"
[1] "Starting iterative with newton 0.319206917571283"
[1] "Starting newton at: 0.327210053832"
[1] "Newton iter: 1, lambda:0.317011350806451, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.317039926603857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317039926828381, diff to last: 0"
[1] "Final threshold is: 0.0118935596023872"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79516177949009"
[1] "Starting iterative with newton 1.79516177949009"
[1] "Starting newton at: 0.753280144550312"
[1] "Newton iter: 1, lambda:0.726063407316364, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.726432253720569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.72643232215093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726432322150932, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.72643232215093"
[1] "Starting iterative with newton 0.72643232215093"
[1] "Starting newton at: 0.517781307482212"
[1] "Newton iter: 1, lambda:0.485673191393959, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.486067573862266, diff to last: 0"
[1] "Newton iter: 3, lambda:0.486067633740547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486067633740548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486067633740548"
[1] "Starting iterative with newton 0.486067633740548"
[1] "Starting newton at: 0.531790163021511"
[1] "Newton iter: 1, lambda:0.424877115436233, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.428885803497305, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.42889154921397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428891549225767, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42889154921397"
[1] "Starting iterative with newton 0.42889154921397"
[1] "Starting newton at: 0.535387366668017"
[1] "Newton iter: 1, lambda:0.409713730826953, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.415135308621839, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.415145624631819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415145624669141, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.415145624631819"
[1] "Starting iterative with newton 0.415145624631819"
[1] "Starting newton at: 0.533628306661193"
[1] "Newton iter: 1, lambda:0.406281767973478, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.411823037429283, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.411833764816585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411833764856759, diff to last: 0"
[1] "Final threshold is: 0.0154496926651124"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79062584950067"
[1] "Starting iterative with newton 1.79062584950067"
[1] "Starting newton at: 0.82013493665482"
[1] "Newton iter: 1, lambda:0.682527553872784, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.690953482865027, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.690986874488779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.690986875011725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.690986874488779"
[1] "Starting iterative with newton 0.690986874488779"
[1] "Starting newton at: 0.484081316490378"
[1] "Newton iter: 1, lambda:0.473884809052905, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.473922450799481, diff to last: 0"
[1] "Newton iter: 3, lambda:0.473922451313431, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.473922450799481"
[1] "Starting iterative with newton 0.473922450799481"
[1] "Starting newton at: 0.455562629965476"
[1] "Newton iter: 1, lambda:0.427978056431153, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.428236487953582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428236510736311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428236510736311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.428236510736311"
[1] "Starting iterative with newton 0.428236510736311"
[1] "Starting newton at: 0.445594337935014"
[1] "Newton iter: 1, lambda:0.418149355323395, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.418401826242369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.418401847697087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418401847697087, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418401847697087"
[1] "Starting iterative with newton 0.418401847697087"
[1] "Starting newton at: 0.446839473089859"
[1] "Newton iter: 1, lambda:0.415954378237501, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.416273020623424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416273054699594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416273054699595, diff to last: 0"
[1] "Final threshold is: 0.0156162299177027"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.29343327357616"
[1] "Starting iterative with newton 1.29343327357616"
[1] "Starting newton at: 0.681134394505249"
[1] "Newton iter: 1, lambda:0.776388285660247, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.781621263909785, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.781636579114567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781636579245482, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.781636579114567"
[1] "Starting iterative with newton 0.781636579114567"
[1] "Starting newton at: 0.630666513498228"
[1] "Newton iter: 1, lambda:0.644937594372753, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.645037810704209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.645037815626318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.645037810704209"
[1] "Starting iterative with newton 0.645037810704209"
[1] "Starting newton at: 0.605118064623364"
[1] "Newton iter: 1, lambda:0.606784138756992, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.606785448729808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606785448730618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.606785448730618"
[1] "Starting iterative with newton 0.606785448730618"
[1] "Starting newton at: 0.599748049213823"
[1] "Newton iter: 1, lambda:0.595894061124803, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.595900984417235, diff to last: 0"
[1] "Newton iter: 3, lambda:0.5959009844396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.595900984417235"
[1] "Starting iterative with newton 0.595900984417235"
[1] "Starting newton at: 0.598932578062324"
[1] "Newton iter: 1, lambda:0.592771359485418, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.592788987605565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.5927889877501, diff to last: 0"
[1] "Final threshold is: 0.0222381175495761"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.916382579805994"
[1] "Starting iterative with newton 0.916382579805994"
[1] "Starting newton at: 1.01571404407674"
[1] "Newton iter: 1, lambda:0.923327358924404, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.928959580872982, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.928981662882168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.928981663220665, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.928981663220665"
[1] "Starting iterative with newton 0.928981663220665"
[1] "Starting newton at: 1.01826392746667"
[1] "Newton iter: 1, lambda:0.928164698000999, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.933545647090064, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.933565870305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93356587058989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.933565870305"
[1] "Starting iterative with newton 0.933565870305"
[1] "Starting newton at: 1.02042982549502"
[1] "Newton iter: 1, lambda:0.92975667240489, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.935210735382137, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.93523153883654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935231539138391, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.93523153883654"
[1] "Starting iterative with newton 0.93523153883654"
[1] "Starting newton at: 1.02069211931492"
[1] "Newton iter: 1, lambda:0.930404724997952, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.935815968944167, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.935836455965177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935836456258048, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.935836455965177"
[1] "Starting iterative with newton 0.935836455965177"
[1] "Starting newton at: 1.02053584623427"
[1] "Newton iter: 1, lambda:0.930673378699899, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.93603597921919, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.936056102423595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936056102706203, diff to last: 0"
[1] "Final threshold is: 0.0351155741316584"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.01801861796614"
[1] "Starting iterative with newton 1.01801861796614"
[1] "Starting newton at: 0.857818662067927"
[1] "Newton iter: 1, lambda:0.823885260449669, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.824552713157024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.824552975340293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824552975340333, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.824552975340333"
[1] "Starting iterative with newton 0.824552975340333"
[1] "Starting newton at: 0.837535596642034"
[1] "Newton iter: 1, lambda:0.767200245756871, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.76990164135224, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.769905748821708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769905748831195, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.769905748831195"
[1] "Starting iterative with newton 0.769905748831195"
[1] "Starting newton at: 0.83565907039078"
[1] "Newton iter: 1, lambda:0.750114904409639, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.754035224142856, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.754043764643259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754043764683733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.754043764643259"
[1] "Starting iterative with newton 0.754043764643259"
[1] "Starting newton at: 0.82837717927448"
[1] "Newton iter: 1, lambda:0.745744240889225, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.749393843205824, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749401215467643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749401215497685, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.749401215497685"
[1] "Starting iterative with newton 0.749401215497685"
[1] "Starting newton at: 0.829718543226461"
[1] "Newton iter: 1, lambda:0.744123910493459, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.748030584737758, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.748039023324827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748039023364143, diff to last: 0"
[1] "Final threshold is: 0.0280622280106127"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.06247227286308"
[1] "Newton iter: 1, lambda:1.08380784406062, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.08419476467402, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08419489030649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0841948903065, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0841948903065"
[1] "Starting iterative with newton 1.0841948903065"
[1] "Starting newton at: 1.11284454123436"
[1] "Newton iter: 1, lambda:1.25474684688914, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.27539088664926, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.27579701958021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27579717439358, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27579717439361, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27579717439358"
[1] "Starting iterative with newton 1.27579717439358"
[1] "Starting newton at: 1.50273832277809"
[1] "Newton iter: 1, lambda:1.33698880863735, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.3600724211998, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.36060633293078, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36060661338193, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36060661338201, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36060661338193"
[1] "Starting iterative with newton 1.36060661338193"
[1] "Starting newton at: 1.50889863340013"
[1] "Newton iter: 1, lambda:1.38305327009276, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.39714371214796, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.39734528092515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39734532169267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39734532169268, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39734532169267"
[1] "Starting iterative with newton 1.39734532169267"
[1] "Starting newton at: 1.53878207390418"
[1] "Newton iter: 1, lambda:1.3944832047876, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.41278076921135, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.41312485213577, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41312497196013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41312497196015, diff to last: 0"
[1] "Final threshold is: 0.0530125219863243"
threshold is:
[{'ad': 0.0008578925226790976, 'da': 0.002212967981676629, 'dd': 0.003453745605933663}, {'ad': 0.003034090408274324, 'da': 0.004000750330252459, 'dd': 0.006417952145302805}, {'ad': 0.007088910818844077, 'da': 0.008830694167425568, 'dd': 0.011893559602387213}, {'ad': 0.015449692665112402, 'da': 0.015616229917702697, 'dd': 0.022238117549576105}, {'ad': 0.035115574131658445, 'da': 0.028062228010612672, 'dd': 0.05301252198632428}]
Number of points in noise estimation: 128
Estimated noise: 0.037514390473753385
0.037514390473753385
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.0894088777767"
[1] "Starting iterative with newton 35.0894088777767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6624507496003"
[1] "Starting iterative with newton 16.6624507496003"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.32563416089874"
[1] "Starting iterative with newton 9.32563416089874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.34046699794047"
[1] "Starting iterative with newton 8.34046699794047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.81185735886834"
[1] "Starting iterative with newton 5.81185735886834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92203298262338"
[1] "Starting iterative with newton 3.92203298262338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.42504148740065"
[1] "Starting iterative with newton 3.42504148740065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.0255139203725"
[1] "Starting iterative with newton 3.0255139203725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26752465552793"
[1] "Starting iterative with newton 2.26752465552793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79516177949009"
[1] "Starting iterative with newton 1.79516177949009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79062584950067"
[1] "Starting iterative with newton 1.79062584950067"
[1] "Starting newton at: 2.11684001334545"
[1] "Newton iter: 1, lambda:1.59019934018956, diff to last: 0.527"
[1] "Newton iter: 2, lambda:1.53244723938062, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.52995225068134, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52994729121787, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52994729119823, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52994729121787"
[1] "Starting iterative with newton 1.52994729121787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29343327357616"
[1] "Starting iterative with newton 1.29343327357616"
[1] "Starting newton at: 1.52620829748851"
[1] "Newton iter: 1, lambda:1.32678551346021, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.29253926005816, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.29122863439122, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29122667277228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29122667276789, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29122667276789"
[1] "Starting iterative with newton 1.29122667276789"
[1] "Starting newton at: 1.5207132859646"
[1] "Newton iter: 1, lambda:1.32352282901778, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.28966635485076, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.28837817966533, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28837627506559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28837627506142, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28837627506142"
[1] "Starting iterative with newton 1.28837627506142"
[1] "Starting newton at: 1.52043396475742"
[1] "Newton iter: 1, lambda:1.32278224597301, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.28873351339904, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.2874285675923, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28742660980652, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28742660980211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28742660980211"
[1] "Starting iterative with newton 1.28742660980211"
[1] "Starting newton at: 1.5178574031127"
[1] "Newton iter: 1, lambda:1.32084645578244, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.28683264258037, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.28552572518496, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28552375486096, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28552375485648, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28552375485648"
[1] "Starting iterative with newton 1.28552375485648"
[1] "Starting newton at: 1.51720830848196"
[1] "Newton iter: 1, lambda:1.32002163796331, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.28589160016542, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.28457353063105, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28457152317189, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28457152316723, diff to last: 0"
[1] "Final threshold is: 0.0481899177115596"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916382579805994"
[1] "Starting iterative with newton 0.916382579805994"
[1] "Starting newton at: 1.23389424279514"
[1] "Newton iter: 1, lambda:1.25232289551009, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.25191808912555, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25191789527105, diff to last: 0"
[1] "Newton iter: 4, lambda:1.251917895271, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.251917895271"
[1] "Starting iterative with newton 1.251917895271"
[1] "Starting newton at: 1.59003106944697"
[1] "Newton iter: 1, lambda:1.59820339455051, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.59816671310006, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59816671237284, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59816671237284"
[1] "Starting iterative with newton 1.59816671237284"
[1] "Starting newton at: 1.76103984861589"
[1] "Newton iter: 1, lambda:1.82810200101381, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.82668203798988, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.82668154231059, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82668154231053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82668154231053"
[1] "Starting iterative with newton 1.82668154231053"
[1] "Starting newton at: 1.98571463252535"
[1] "Newton iter: 1, lambda:1.95089854166471, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.95078508274374, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95078508110497, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95078508110497"
[1] "Starting iterative with newton 1.95078508110497"
[1] "Starting newton at: 2.1137696002446"
[1] "Newton iter: 1, lambda:2.01517282149579, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.01530051505464, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01530051383737, diff to last: 0"
[1] "Final threshold is: 0.0756027703980511"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01801861796614"
[1] "Starting iterative with newton 1.01801861796614"
[1] "Starting newton at: 1.19788344716321"
[1] "Newton iter: 1, lambda:1.32386066352365, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.30642363552493, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.30609562547175, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3060955080684, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30609550806839, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3060955080684"
[1] "Starting iterative with newton 1.3060955080684"
[1] "Starting newton at: 1.50749376243905"
[1] "Newton iter: 1, lambda:1.5622205501638, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.5601665365841, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.56016385198053, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56016385197593, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56016385197593"
[1] "Starting iterative with newton 1.56016385197593"
[1] "Starting newton at: 1.75701436423243"
[1] "Newton iter: 1, lambda:1.73032402045381, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.73005018364405, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73005015278537, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73005015278537, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73005015278537"
[1] "Starting iterative with newton 1.73005015278537"
[1] "Starting newton at: 1.93471361472296"
[1] "Newton iter: 1, lambda:1.83023947466624, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.82803620937435, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82803473452208, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82803473452141, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82803473452208"
[1] "Starting iterative with newton 1.82803473452208"
[1] "Starting newton at: 2.04138686331441"
[1] "Newton iter: 1, lambda:1.88187830490802, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.87915623213968, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.87915434401033, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87915434400941, diff to last: 0"
[1] "Final threshold is: 0.070495329821619"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.45877084701114"
[1] "Newton iter: 1, lambda:1.62297051484132, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.60522599416015, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.60506434875397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60506433483865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60506433483865, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60506434875397"
[1] "Starting iterative with newton 1.60506434875397"
[1] "Starting newton at: 2.04196053800647"
[1] "Newton iter: 1, lambda:2.13019697730961, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.13108276417364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13108291896547, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13108291896548, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13108291896547"
[1] "Starting iterative with newton 2.13108291896547"
[1] "Starting newton at: 2.39838559463076"
[1] "Newton iter: 1, lambda:2.36221117739579, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.36268491875426, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36268499524158, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36268499524158, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36268499524158"
[1] "Starting iterative with newton 2.36268499524158"
[1] "Starting newton at: 2.48652052162232"
[1] "Newton iter: 1, lambda:2.46417523382902, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.46437245376869, diff to last: 0"
[1] "Newton iter: 3, lambda:2.46437246872025, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46437246872025, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46437245376869"
[1] "Starting iterative with newton 2.46437245376869"
[1] "Starting newton at: 2.58458674833789"
[1] "Newton iter: 1, lambda:2.51002338869866, diff to last: 0.075"
[1] "Newton iter: 2, lambda:2.5124075260273, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.51240980581254, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51240980581463, diff to last: 0"
[1] "Final threshold is: 0.0942515224853385"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.048189917711559616}, {'ad': 0.07560277039805105, 'da': 0.07049532982161898, 'dd': 0.09425152248533851}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.507467687182429. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01725343458549465
0.01725343458549465
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 76.2954053937061"
[1] "Starting iterative with newton 76.2954053937061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.2294058364304"
[1] "Starting iterative with newton 36.2294058364304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.2768602154989"
[1] "Starting iterative with newton 20.2768602154989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1347971120628"
[1] "Starting iterative with newton 18.1347971120628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6368048783542"
[1] "Starting iterative with newton 12.6368048783542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.52773261068673"
[1] "Starting iterative with newton 8.52773261068673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.44711686884513"
[1] "Starting iterative with newton 7.44711686884513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.57841834506694"
[1] "Starting iterative with newton 6.57841834506694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.93031140639405"
[1] "Starting iterative with newton 4.93031140639405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.90324602476351"
[1] "Starting iterative with newton 3.90324602476351"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89338348707912"
[1] "Starting iterative with newton 3.89338348707912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.81233053258132"
[1] "Starting iterative with newton 2.81233053258132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.99250379695933"
[1] "Starting iterative with newton 1.99250379695933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.21349249360704"
[1] "Starting iterative with newton 2.21349249360704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46655274542688"
[1] "Starting iterative with newton 1.46655274542688"
[1] "Starting newton at: 1.70607217992536"
[1] "Newton iter: 1, lambda:1.40935906921674, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.35744629409172, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.35480150514305, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35479433079966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35479433074677, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35479433074677"
[1] "Starting iterative with newton 1.35479433074677"
[1] "Starting newton at: 1.58564211240574"
[1] "Newton iter: 1, lambda:1.30360649617308, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.24047801907685, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.23564408718778, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.23561461455987, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23561461346246, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23561461346246"
[1] "Starting iterative with newton 1.23561461346246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.507467687182429. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01725343458549465
0.01725343458549465
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030304946472406, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303261961219803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303261961324272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0303261961324272"
[1] "Starting iterative with newton 0.0303261961324272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.010077194994524, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100784562270107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100784562270305, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100784562270107"
[1] "Starting iterative with newton 0.0100784562270107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00984370448007396, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00984489846075379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00984489846077135, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00984489846075379"
[1] "Starting iterative with newton 0.00984489846075379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00984102279483563, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00984221601394563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00984221601396318, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00984221601396318"
[1] "Starting iterative with newton 0.00984221601396318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00984099199683835, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00984218520720349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00984218520722103, diff to last: 0"
[1] "Final threshold is: 0.000169811498651111"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0188723869339196"
[1] "Newton iter: 1, lambda:0.0780919457977749, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0782826080250396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0782826099997387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0782826080250396"
[1] "Starting iterative with newton 0.0782826080250396"
[1] "Starting newton at: 0.0108793769806583"
[1] "Newton iter: 1, lambda:0.033024957659216, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0330391473127039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330391473185283, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0330391473127039"
[1] "Starting iterative with newton 0.0330391473127039"
[1] "Starting newton at: 0.0561228376929941"
[1] "Newton iter: 1, lambda:0.0320320245237644, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0320486610101609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0320486610180976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0320486610101609"
[1] "Starting iterative with newton 0.0320486610101609"
[1] "Starting newton at: 0.057113323995537"
[1] "Newton iter: 1, lambda:0.0320087490397519, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0320268112265034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0320268112358568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0320268112265034"
[1] "Starting iterative with newton 0.0320268112265034"
[1] "Starting newton at: 0.0571351737791945"
[1] "Newton iter: 1, lambda:0.0320082348581748, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.032026329153411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0320263291627976, diff to last: 0"
[1] "Final threshold is: 0.000552564175223848"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128591961594753, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.129995186041368, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.129995352691122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129995352691125, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.129995352691122"
[1] "Starting iterative with newton 0.129995352691122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363332232032132, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363903921058904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03639039224744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.03639039224744"
[1] "Starting iterative with newton 0.03639039224744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328743282044891, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329189013456138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329189014275643, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0329189014275643"
[1] "Starting iterative with newton 0.0329189014275643"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327486838629088, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327928336422851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327928337225348, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0327928337225348"
[1] "Starting iterative with newton 0.0327928337225348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327441248299339, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327882592918764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032788259372065, diff to last: 0"
[1] "Final threshold is: 0.000565710088248155"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.236045794423846"
[1] "Newton iter: 1, lambda:0.129566741975929, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.13048737840048, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130487447727203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130487447727204, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130487447727203"
[1] "Starting iterative with newton 0.130487447727203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0377030959839101, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.037754567802807, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377545678987357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.037754567802807"
[1] "Starting iterative with newton 0.037754567802807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352687651831064, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035312115465263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353121155307564, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.035312115465263"
[1] "Starting iterative with newton 0.035312115465263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352044753782077, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352476236468459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352476237116641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0352476236468459"
[1] "Starting iterative with newton 0.0352476236468459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352027777575547, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352459207003318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352459207651323, diff to last: 0"
[1] "Final threshold is: 0.000608113188326738"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.192971552212879"
[1] "Newton iter: 1, lambda:0.166403121507808, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.166473389086615, diff to last: 0"
[1] "Newton iter: 3, lambda:0.166473389579165, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.166473389086615"
[1] "Starting iterative with newton 0.166473389086615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0490983853839755, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492102360909897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492102366715644, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0492102360909897"
[1] "Starting iterative with newton 0.0492102360909897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454261344702439, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455166667214308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455166670810763, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0455166670810763"
[1] "Starting iterative with newton 0.0455166670810763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453109884365071, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454009033450103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454009036991415, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0454009033450103"
[1] "Starting iterative with newton 0.0454009033450103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453073801561463, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453972757674633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453972761214229, diff to last: 0"
[1] "Final threshold is: 0.000783258927813589"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.341761629837952"
[1] "Newton iter: 1, lambda:0.254400878343214, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.255563504291259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255563712566316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255563712566323, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.255563712566316"
[1] "Starting iterative with newton 0.255563712566316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819522121023725, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824667791739754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824667994561589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824667994561589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0824667994561589"
[1] "Starting iterative with newton 0.0824667994561589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0724062524190776, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0727820023440587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.072782012462849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.072782012462849, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.072782012462849"
[1] "Starting iterative with newton 0.072782012462849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718742064771876, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722430181622749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722430278730879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0722430181622749"
[1] "Starting iterative with newton 0.0722430181622749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718446062246987, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722130342837999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722130439723248, diff to last: 0"
[1] "Final threshold is: 0.00124592303039596"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.509379236945399"
[1] "Newton iter: 1, lambda:0.279793211927616, diff to last: 0.23"
[1] "Newton iter: 2, lambda:0.289028040912564, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.289043524168137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289043524211616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.289043524168137"
[1] "Starting iterative with newton 0.289043524168137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09744809221696, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.098247148173176, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0982472018813329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0982472018813331, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0982472018813331"
[1] "Starting iterative with newton 0.0982472018813331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0869644605242601, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0875584901167578, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0875585178291815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0875585178291815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0875585178291815"
[1] "Starting iterative with newton 0.0875585178291815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863666682821665, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869503020395428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0869503286876348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869503286876349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0869503286876349"
[1] "Starting iterative with newton 0.0869503286876349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863326088458066, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869156543243191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.08691568091289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869156809128901, diff to last: 0"
[1] "Final threshold is: 0.00149959401508427"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.323240412015416"
[1] "Newton iter: 1, lambda:0.353346214728944, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.353540885649343, diff to last: 0"
[1] "Newton iter: 3, lambda:0.353540893749278, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.353540885649343"
[1] "Starting iterative with newton 0.353540885649343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119411629651309, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120932192036482, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120932438345114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12093243834512, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120932438345114"
[1] "Starting iterative with newton 0.120932438345114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101919328743948, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102943727195833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102943830638307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102943830638308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102943830638307"
[1] "Starting iterative with newton 0.102943830638307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100558504592047, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101549343242103, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101549439401795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101549439401795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101549439401795"
[1] "Starting iterative with newton 0.101549439401795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100452965147572, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101441230300991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101441325914236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101441325914237, diff to last: 0"
[1] "Final threshold is: 0.00175021128092711"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.591105603852359"
[1] "Newton iter: 1, lambda:0.445024351482841, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.450787726965441, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.450797031126718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450797031150937, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.450797031126718"
[1] "Starting iterative with newton 0.450797031126718"
[1] "Starting newton at: 0.306202033358443"
[1] "Newton iter: 1, lambda:0.161101536499214, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.164065471401736, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164066716643452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164066716643672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.164066716643452"
[1] "Starting iterative with newton 0.164066716643452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13396930349924, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136274675756315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136275357967144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136275357967204, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.136275357967204"
[1] "Starting iterative with newton 0.136275357967204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131379162482234, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.13357310744019, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133573718915752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133573718915799, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.133573718915752"
[1] "Starting iterative with newton 0.133573718915752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131127116069327, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133310407425798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133311012362004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13331101236205, diff to last: 0"
[1] "Final threshold is: 0.0023000728313139"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.90324602476351"
[1] "Starting iterative with newton 3.90324602476351"
[1] "Starting newton at: 0.615670957716657"
[1] "Newton iter: 1, lambda:0.573203726143774, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.573832658359722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.573832798092031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573832798092038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573832798092031"
[1] "Starting iterative with newton 0.573832798092031"
[1] "Starting newton at: 0.377603641435444"
[1] "Newton iter: 1, lambda:0.210239106271826, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.215161989255951, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.215166296788665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215166296791962, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.215166296788665"
[1] "Starting iterative with newton 0.215166296788665"
[1] "Starting newton at: 0.349792621961197"
[1] "Newton iter: 1, lambda:0.169051442310871, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.174162383816798, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.174166501198014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174166501200686, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.174166501198014"
[1] "Starting iterative with newton 0.174166501198014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1651928729743, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169435357110482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169438152692015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169438152693229, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.169438152692015"
[1] "Starting iterative with newton 0.169438152692015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164680727896364, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.168889660562789, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168892407404281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168892407405451, diff to last: 0"
[1] "Final threshold is: 0.00291397410315666"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.89338348707912"
[1] "Starting iterative with newton 3.89338348707912"
[1] "Starting newton at: 0.710095958409239"
[1] "Newton iter: 1, lambda:0.546323788160101, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.554880068716942, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.55490473115236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554904731356771, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554904731356771"
[1] "Starting iterative with newton 0.554904731356771"
[1] "Starting newton at: 0.300397484157188"
[1] "Newton iter: 1, lambda:0.231291615662207, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.232170656402584, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.232170799401469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232170799401473, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.232170799401469"
[1] "Starting iterative with newton 0.232170799401469"
[1] "Starting newton at: 0.348110777962275"
[1] "Newton iter: 1, lambda:0.188337349173436, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.192622175071478, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.192625288749256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1926252887509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192625288749256"
[1] "Starting iterative with newton 0.192625288749256"
[1] "Starting newton at: 0.344813842199433"
[1] "Newton iter: 1, lambda:0.183313774718977, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.187642311156817, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187645451522935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187645451524588, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187645451524588"
[1] "Starting iterative with newton 0.187645451524588"
[1] "Starting newton at: 0.34828349994029"
[1] "Newton iter: 1, lambda:0.182457702989831, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.187013154118056, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187016627183637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187016627185656, diff to last: 0"
[1] "Final threshold is: 0.00322667914351273"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.81233053258132"
[1] "Starting iterative with newton 2.81233053258132"
[1] "Starting newton at: 0.623337503960788"
[1] "Newton iter: 1, lambda:0.598668446380546, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.598896689795285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598896709482266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598896709482266, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598896709482266"
[1] "Starting iterative with newton 0.598896709482266"
[1] "Starting newton at: 0.329491774822205"
[1] "Newton iter: 1, lambda:0.298530055631999, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.29876117547713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298761188392566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.298761188392566, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.298761188392566"
[1] "Starting iterative with newton 0.298761188392566"
[1] "Starting newton at: 0.287292405937491"
[1] "Newton iter: 1, lambda:0.252285849191269, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.252555050181401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252555066135753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252555066135753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.252555066135753"
[1] "Starting iterative with newton 0.252555066135753"
[1] "Starting newton at: 0.291837557314863"
[1] "Newton iter: 1, lambda:0.244874755083873, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.245351495348064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245351544614996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245351544614996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.245351544614996"
[1] "Starting iterative with newton 0.245351544614996"
[1] "Starting newton at: 0.291764435332843"
[1] "Newton iter: 1, lambda:0.243728490350722, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.24422603081419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.244226084342931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.244226084342931, diff to last: 0"
[1] "Final threshold is: 0.00421373877028227"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.99250379695933"
[1] "Starting iterative with newton 1.99250379695933"
[1] "Starting newton at: 0.823904729690125"
[1] "Newton iter: 1, lambda:0.667278804406534, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.677652082879325, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.677700570950138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677700572005926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677700572005926"
[1] "Starting iterative with newton 0.677700572005926"
[1] "Starting newton at: 0.537123998232429"
[1] "Newton iter: 1, lambda:0.423422842112377, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.427699799213013, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.427705984424743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42770598443767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427705984424743"
[1] "Starting iterative with newton 0.427705984424743"
[1] "Starting newton at: 0.256246173112221"
[1] "Newton iter: 1, lambda:0.370601248187412, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.374749517540449, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.374754923824849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374754923834027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.374754923824849"
[1] "Starting iterative with newton 0.374754923824849"
[1] "Starting newton at: 0.265605547352987"
[1] "Newton iter: 1, lambda:0.360531238568878, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.36333730853359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.363339741132712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36333974113454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.363339741132712"
[1] "Starting iterative with newton 0.363339741132712"
[1] "Starting newton at: 0.271190405688702"
[1] "Newton iter: 1, lambda:0.358504267132301, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.36086829571331, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360870015910964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360870015911874, diff to last: 0"
[1] "Final threshold is: 0.00622624721338623"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.21349249360704"
[1] "Starting iterative with newton 2.21349249360704"
[1] "Starting newton at: 0.564601598238354"
[1] "Newton iter: 1, lambda:0.627230763792084, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.628837482924818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.628838521424756, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62883852142519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628838521424756"
[1] "Starting iterative with newton 0.628838521424756"
[1] "Starting newton at: 0.256627953041476"
[1] "Newton iter: 1, lambda:0.378519390450233, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.382981476176328, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.382987381972232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382987381982571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.382987381982571"
[1] "Starting iterative with newton 0.382987381982571"
[1] "Starting newton at: 0.265559236711038"
[1] "Newton iter: 1, lambda:0.336190986845302, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.337586624329684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.337587165776339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33758716577642, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337587165776339"
[1] "Starting iterative with newton 0.337587165776339"
[1] "Starting newton at: 0.26630973090696"
[1] "Newton iter: 1, lambda:0.327913122309556, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.328960310888078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328960611862221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328960611862246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.328960611862221"
[1] "Starting iterative with newton 0.328960611862221"
[1] "Starting newton at: 0.26503802355474"
[1] "Newton iter: 1, lambda:0.326280386171763, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.327312720624831, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327313012406778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327313012406801, diff to last: 0"
[1] "Final threshold is: 0.00564727364854155"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.46655274542688"
[1] "Starting iterative with newton 1.46655274542688"
[1] "Starting newton at: 0.702942595444485"
[1] "Newton iter: 1, lambda:0.753036169415965, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.754373819554872, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.754374756813558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754374756814018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.754374756813558"
[1] "Starting iterative with newton 0.754374756813558"
[1] "Starting newton at: 0.672761901993339"
[1] "Newton iter: 1, lambda:0.576455872163206, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.580466360345669, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.580473517917033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580473517939808, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.580473517917033"
[1] "Starting iterative with newton 0.580473517917033"
[1] "Starting newton at: 0.430317394630047"
[1] "Newton iter: 1, lambda:0.530024593219027, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.534318466101661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.534326293171635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.534326293197618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.534326293197618"
[1] "Starting iterative with newton 0.534326293197618"
[1] "Starting newton at: 0.435587567128894"
[1] "Newton iter: 1, lambda:0.518863575504528, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.521810726351414, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.521814364611478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521814364617019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.521814364611478"
[1] "Starting iterative with newton 0.521814364611478"
[1] "Starting newton at: 0.438359668731711"
[1] "Newton iter: 1, lambda:0.515859899315812, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.518400628642041, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.518403322710408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518403322713435, diff to last: 0"
[1] "Final threshold is: 0.00894423781728709"
threshold is:
[{'ad': 0.0001698114986511111, 'da': 0.0005525641752238475, 'dd': 0.0005657100882481546}, {'ad': 0.0006081131883267377, 'da': 0.0007832589278135893, 'dd': 0.0012459230303959552}, {'ad': 0.0014995940150842738, 'da': 0.0017502112809271088, 'dd': 0.0023000728313139047}, {'ad': 0.002913974103156661, 'da': 0.0032266791435127252, 'dd': 0.0042137387702822675}, {'ad': 0.006226247213386226, 'da': 0.005647273648541546, 'dd': 0.008944237817287091}]
Number of points in noise estimation: 128
Estimated noise: 0.037514390473753385
0.037514390473753385
threshold is:
[{'ad': 0.016946299937581344, 'da': 0.0015383504758086641, 'dd': 0.01065066279627825}, {'ad': 0.004598458150407492, 'da': 0.0040282091420837385, 'dd': 0.005811651997100393}, {'ad': 0.00775947852618697, 'da': 0.006028184502474162, 'dd': 0.0136137710315212}, {'ad': 0.012249193950630845, 'da': 0.017048429141109253, 'dd': 0.018967365130245578}, {'ad': 0.028583224559106446, 'da': 0.026144562827622272, 'dd': 0.03914980300641677}]
['baboon256', 0.025, 4, 0.00017586177572409716, 0.0005444560525094065, 0.00042971670741616006, 0.005833565165429895, 0.0006945713105793665, 0.0007966148690017779, 0.00017424034199525762, 0.00017586177572409718, 37.54828545966484, 32.64037169944822, 33.668177605874774, 22.34065946364864, 31.582831592838097, 30.987515916435406, 37.58851285163441, 37.54828545966484]
baboon256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.047041965537414555
0.047041965537414555
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922910843698418, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928319711660789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928319897069248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928319897069248, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0928319897069248"
[1] "Starting iterative with newton 0.0928319897069248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277478055106414, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0277696785968463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0277696786104368, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0277696785968463"
[1] "Starting iterative with newton 0.0277696785968463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262339024948529, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262530126874598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262530126976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0262530126874598"
[1] "Starting iterative with newton 0.0262530126874598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261987343203489, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262177827491927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262177827592618, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0262177827491927"
[1] "Starting iterative with newton 0.0262177827491927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261979174973172, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262169644929233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262169645029908, diff to last: 0"
[1] "Final threshold is: 0.00123329754017172"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.307211719140949"
[1] "Newton iter: 1, lambda:0.225942786820588, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.226864424684742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226864544523507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226864544523509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.226864544523507"
[1] "Starting iterative with newton 0.226864544523507"
[1] "Starting newton at: 0.083637264442993"
[1] "Newton iter: 1, lambda:0.0835920386449526, diff to last: 0"
[1] "Newton iter: 2, lambda:0.0835920388020578, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0835920386449526"
[1] "Starting iterative with newton 0.0835920386449526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0746623675524153, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.075070321071116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0750703332483672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0750703332483672, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.075070321071116"
[1] "Starting iterative with newton 0.075070321071116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0741578226270722, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0745590863271085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.074559098073373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.074559098073373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.074559098073373"
[1] "Starting iterative with newton 0.074559098073373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0741275451427281, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0745284096018233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0745284213226358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0745284213226358, diff to last: 0"
[1] "Final threshold is: 0.00350596342741735"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.575402406287854"
[1] "Newton iter: 1, lambda:0.270908009039279, diff to last: 0.304"
[1] "Newton iter: 2, lambda:0.285507795076579, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.285543759584657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285543759802391, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.285543759584657"
[1] "Starting iterative with newton 0.285543759584657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138533792434282, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140718703664378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140719245315213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140719245315246, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140719245315246"
[1] "Starting iterative with newton 0.140719245315246"
[1] "Starting newton at: 0.115483883887999"
[1] "Newton iter: 1, lambda:0.129247657550712, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.129268514509742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129268514557611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129268514509742"
[1] "Starting iterative with newton 0.129268514509742"
[1] "Starting newton at: 0.126934614693504"
[1] "Newton iter: 1, lambda:0.128347409534949, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.128347628621478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128347628621484, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128347628621484"
[1] "Starting iterative with newton 0.128347628621484"
[1] "Starting newton at: 0.127855500581762"
[1] "Newton iter: 1, lambda:0.128273477786934, diff to last: 0"
[1] "Newton iter: 2, lambda:0.128273496958411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128273496958411, diff to last: 0"
[1] "Final threshold is: 0.00603423742328124"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.208280572635663"
[1] "Newton iter: 1, lambda:0.324097191525615, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.326780545383649, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.326781964398461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326781964398858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.326781964398461"
[1] "Starting iterative with newton 0.326781964398461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112130191442768, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113465804602022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1134659938955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113465993895504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1134659938955"
[1] "Starting iterative with newton 0.1134659938955"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945624222800585, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954473857613411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954474632327678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954474632327684, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0954474632327684"
[1] "Starting iterative with newton 0.0954474632327684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0930808361200827, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939326518366985, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939327231448765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.093932723144877, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0939327231448765"
[1] "Starting iterative with newton 0.0939327231448765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0929563805764138, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938054450022022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.093805515811152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938055158111524, diff to last: 0"
[1] "Final threshold is: 0.00441279584200763"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.371181783041951"
[1] "Newton iter: 1, lambda:0.445903895526434, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.447481696047592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.447482388238515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447482388238649, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.447482388238515"
[1] "Starting iterative with newton 0.447482388238515"
[1] "Starting newton at: 0.170983785847723"
[1] "Newton iter: 1, lambda:0.153710206926547, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.153748403299975, diff to last: 0"
[1] "Newton iter: 3, lambda:0.153748403486787, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.153748403299975"
[1] "Starting iterative with newton 0.153748403299975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128394740977772, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.13028923702102, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130289649403973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130289649403993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130289649403973"
[1] "Starting iterative with newton 0.130289649403973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126554227482839, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128379087705413, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12837946707013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128379467070147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12837946707013"
[1] "Starting iterative with newton 0.12837946707013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12640389136502, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128223150007036, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128223526784116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128223526784132, diff to last: 0"
[1] "Final threshold is: 0.00603188672806488"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.636186720794436"
[1] "Newton iter: 1, lambda:0.637002782362242, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.637003058099367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.637003058099398, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637003058099367"
[1] "Starting iterative with newton 0.637003058099367"
[1] "Starting newton at: 0.263544459545124"
[1] "Newton iter: 1, lambda:0.267745104403805, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.267748809650989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267748809653871, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.267748809650989"
[1] "Starting iterative with newton 0.267748809650989"
[1] "Starting newton at: 0.324534050220508"
[1] "Newton iter: 1, lambda:0.218553913304953, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.220646493104065, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.220647313873677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220647313873804, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220647313873677"
[1] "Starting iterative with newton 0.220647313873677"
[1] "Starting newton at: 0.364993673339367"
[1] "Newton iter: 1, lambda:0.210037804440202, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.21443220464275, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.214435772081715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214435772084065, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.214435772084065"
[1] "Starting iterative with newton 0.214435772084065"
[1] "Starting newton at: 0.350899174562972"
[1] "Newton iter: 1, lambda:0.209980554319602, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.213611817558311, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.213614248746529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213614248747619, diff to last: 0"
[1] "Final threshold is: 0.0100488341278349"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.8012412697662"
[1] "Starting iterative with newton 2.8012412697662"
[1] "Starting newton at: 0.553194637715738"
[1] "Newton iter: 1, lambda:0.625557935173241, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.627710323303048, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627712189384242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627712189385644, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627712189385644"
[1] "Starting iterative with newton 0.627712189385644"
[1] "Starting newton at: 0.245167517539875"
[1] "Newton iter: 1, lambda:0.307436954753019, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.308405315522136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308405548681885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308405548681898, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.308405548681885"
[1] "Starting iterative with newton 0.308405548681885"
[1] "Starting newton at: 0.344648286408684"
[1] "Newton iter: 1, lambda:0.256010820026649, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.257765770505232, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.2577664627985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257766462798608, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.2577664627985"
[1] "Starting iterative with newton 0.2577664627985"
[1] "Starting newton at: 0.355764034666845"
[1] "Newton iter: 1, lambda:0.247027499318415, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.249620981171016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.249622467688345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249622467688833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.249622467688345"
[1] "Starting iterative with newton 0.249622467688345"
[1] "Starting newton at: 0.361202914022594"
[1] "Newton iter: 1, lambda:0.245375695540894, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.248308834864307, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.248310731032337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24831073103313, diff to last: 0"
[1] "Final threshold is: 0.0116810248517934"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.35454911912075"
[1] "Starting iterative with newton 2.35454911912075"
[1] "Starting newton at: 0.652502914038778"
[1] "Newton iter: 1, lambda:0.627315648462388, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.627575487081074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627575514957774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627575514957775, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627575514957774"
[1] "Starting iterative with newton 0.627575514957774"
[1] "Starting newton at: 0.258592850456232"
[1] "Newton iter: 1, lambda:0.34930270856916, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.351624084802663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.351625593001903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351625593002539, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351625593001903"
[1] "Starting iterative with newton 0.351625593001903"
[1] "Starting newton at: 0.275433793878558"
[1] "Newton iter: 1, lambda:0.301986997400302, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.302169310137866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302169318714886, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.302169318714886"
[1] "Starting iterative with newton 0.302169318714886"
[1] "Starting newton at: 0.273243639955374"
[1] "Newton iter: 1, lambda:0.292982264722507, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.293081411004914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293081413502795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.293081413502795"
[1] "Starting iterative with newton 0.293081413502795"
[1] "Starting newton at: 0.28180346318024"
[1] "Newton iter: 1, lambda:0.291380914297103, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.291404172837268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291404172974338, diff to last: 0"
[1] "Final threshold is: 0.0137082250625176"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.83365863630211"
[1] "Starting iterative with newton 1.83365863630211"
[1] "Starting newton at: 0.720224168037142"
[1] "Newton iter: 1, lambda:0.735158020428809, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.735273715322617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.73527372223079, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735273715322617"
[1] "Starting iterative with newton 0.735273715322617"
[1] "Starting newton at: 0.539476181404026"
[1] "Newton iter: 1, lambda:0.48182143071495, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.483086863764216, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483087480491984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483087480492131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483087480491984"
[1] "Starting iterative with newton 0.483087480491984"
[1] "Starting newton at: 0.526501573710407"
[1] "Newton iter: 1, lambda:0.418663592864308, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.422721033520362, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422726886867285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42272688687946, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42272688687946"
[1] "Starting iterative with newton 0.42272688687946"
[1] "Starting newton at: 0.502913287753486"
[1] "Newton iter: 1, lambda:0.40482118726112, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.408120471215831, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.408124263157997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.408124263163004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.408124263157997"
[1] "Starting iterative with newton 0.408124263157997"
[1] "Starting newton at: 0.516454678326337"
[1] "Newton iter: 1, lambda:0.399959904702267, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.404575532888781, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.404582918539633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404582918558533, diff to last: 0"
[1] "Final threshold is: 0.0190323757118571"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.48338319895052"
[1] "Starting iterative with newton 1.48338319895052"
[1] "Starting newton at: 0.681038659155257"
[1] "Newton iter: 1, lambda:0.793615326779603, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.801222947110853, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.801256437279405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.801256437926409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.801256437926409"
[1] "Starting iterative with newton 0.801256437926409"
[1] "Starting newton at: 0.691026095199574"
[1] "Newton iter: 1, lambda:0.602251570885966, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.60594240154726, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.605948956750999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605948956771657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605948956750999"
[1] "Starting iterative with newton 0.605948956750999"
[1] "Starting newton at: 0.477897783895241"
[1] "Newton iter: 1, lambda:0.546381166867094, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.54852516477337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.548527240184815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548527240186759, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.548527240184815"
[1] "Starting iterative with newton 0.548527240184815"
[1] "Starting newton at: 0.470837873852601"
[1] "Newton iter: 1, lambda:0.529992948681306, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.531558214142989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.531559298767537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531559298768057, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.531559298767537"
[1] "Starting iterative with newton 0.531559298767537"
[1] "Starting newton at: 0.465175002413358"
[1] "Newton iter: 1, lambda:0.524950530863067, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.526539289938461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.52654040083481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526540400835353, diff to last: 0"
[1] "Final threshold is: 0.0247694953901531"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47595681848492"
[1] "Starting iterative with newton 1.47595681848492"
[1] "Starting newton at: 0.669602889994038"
[1] "Newton iter: 1, lambda:0.750160254556327, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.753676531744805, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.753683060848322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753683060870803, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753683060870803"
[1] "Starting iterative with newton 0.753683060870803"
[1] "Starting newton at: 0.681131391454521"
[1] "Newton iter: 1, lambda:0.57227414807731, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.577356835369554, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.577368281603072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577368281661049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.577368281603072"
[1] "Starting iterative with newton 0.577368281603072"
[1] "Starting newton at: 0.440610585042993"
[1] "Newton iter: 1, lambda:0.527786279069282, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.531041422731893, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.53104589221121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53104589221963, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.53104589221121"
[1] "Starting iterative with newton 0.53104589221121"
[1] "Starting newton at: 0.430505620989189"
[1] "Newton iter: 1, lambda:0.51558244158787, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.518638719057732, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.51864260678377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518642606790057, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.518642606790057"
[1] "Starting iterative with newton 0.518642606790057"
[1] "Starting newton at: 0.436412925879382"
[1] "Newton iter: 1, lambda:0.512848102006516, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.515302638916823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.515305137122829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515305137125415, diff to last: 0"
[1] "Final threshold is: 0.0242409665017848"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11513727611608"
[1] "Starting iterative with newton 1.11513727611608"
[1] "Starting newton at: 0.836257372645564"
[1] "Newton iter: 1, lambda:0.859291864481667, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.859632973156004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.859633047235582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.859633047235585, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.859633047235585"
[1] "Starting iterative with newton 0.859633047235585"
[1] "Starting newton at: 0.818113717450182"
[1] "Newton iter: 1, lambda:0.774858142702894, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.775947665700018, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775948369375579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775948369375872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.775948369375579"
[1] "Starting iterative with newton 0.775948369375579"
[1] "Starting newton at: 0.816771628614131"
[1] "Newton iter: 1, lambda:0.745057807511074, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.747948055543741, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.747952890359789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.747952890373304, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.747952890373304"
[1] "Starting iterative with newton 0.747952890373304"
[1] "Starting newton at: 0.805955527057527"
[1] "Newton iter: 1, lambda:0.735756419317771, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.738505981614442, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.738510320578311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738510320589106, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.738510320578311"
[1] "Starting iterative with newton 0.738510320578311"
[1] "Starting newton at: 0.803428060693731"
[1] "Newton iter: 1, lambda:0.732513374507708, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.735310978334678, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.735315457617412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735315457628884, diff to last: 0"
[1] "Final threshold is: 0.0345906844163665"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.84694642853929"
[1] "Starting iterative with newton 0.84694642853929"
[1] "Starting newton at: 1.14383915882976"
[1] "Newton iter: 1, lambda:1.04145950726433, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.04944356346237, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04949580768601, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04949580991257, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04949580768601"
[1] "Starting iterative with newton 1.04949580768601"
[1] "Starting newton at: 1.1374617709181"
[1] "Newton iter: 1, lambda:1.14400864485228, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.14404595766636, diff to last: 0"
[1] "Newton iter: 3, lambda:1.14404595887316, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14404595887316"
[1] "Starting iterative with newton 1.14404595887316"
[1] "Starting newton at: 1.14315762432989"
[1] "Newton iter: 1, lambda:1.1855986051999, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.18724839054641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.187250817251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18725081725625, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.187250817251"
[1] "Starting iterative with newton 1.187250817251"
[1] "Starting newton at: 1.14869750854501"
[1] "Newton iter: 1, lambda:1.20395074125526, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.20680549309702, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.20681285426426, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20681285431311, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20681285431311"
[1] "Starting iterative with newton 1.20681285431311"
[1] "Starting newton at: 1.15446942087644"
[1] "Newton iter: 1, lambda:1.21245817482091, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.21562617891506, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21563529588878, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21563529596412, diff to last: 0"
[1] "Final threshold is: 0.0571858736988088"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.938157011984265"
[1] "Starting iterative with newton 0.938157011984265"
[1] "Starting newton at: 1.00607613193322"
[1] "Newton iter: 1, lambda:0.920468116208124, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.925259272793756, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.925275036935696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925275037105951, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.925275036935696"
[1] "Starting iterative with newton 0.925275036935696"
[1] "Starting newton at: 1.00098698769594"
[1] "Newton iter: 1, lambda:0.915930075174827, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.920647286989165, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.920662517856341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.920662518014756, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.920662517856341"
[1] "Starting iterative with newton 0.920662517856341"
[1] "Starting newton at: 1.00071332917769"
[1] "Newton iter: 1, lambda:0.914111074311426, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.918991629033081, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.919007915129844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919007915310758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.919007915129844"
[1] "Starting iterative with newton 0.919007915129844"
[1] "Starting newton at: 1.00010728830671"
[1] "Newton iter: 1, lambda:0.913520763600664, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.918397729562818, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.918413984831601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918413985011756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.918413985011756"
[1] "Starting iterative with newton 0.918413985011756"
[1] "Starting newton at: 1.00043900019064"
[1] "Newton iter: 1, lambda:0.913240321553702, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.918184038113499, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.918200739411601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918200739601749, diff to last: 0"
[1] "Final threshold is: 0.0431939675398291"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22996249334494"
[1] "Newton iter: 1, lambda:1.22495720537591, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.22498194885056, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22498194945756, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22498194885056"
[1] "Starting iterative with newton 1.22498194885056"
[1] "Starting newton at: 1.77613107977905"
[1] "Newton iter: 1, lambda:1.4854367859819, diff to last: 0.291"
[1] "Newton iter: 2, lambda:1.55507906487501, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.56115397166204, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.56119759958168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56119760181829, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56119759958168"
[1] "Starting iterative with newton 1.56119759958168"
[1] "Starting newton at: 1.78696192946655"
[1] "Newton iter: 1, lambda:1.74950759488736, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.7512287541557, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.75123256194895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75123256196755, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75123256196755"
[1] "Starting iterative with newton 1.75123256196755"
[1] "Starting newton at: 1.83240337877005"
[1] "Newton iter: 1, lambda:1.85384760691158, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.85448231902251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85448286147143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85448286147182, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85448286147182"
[1] "Starting iterative with newton 1.85448286147182"
[1] "Starting newton at: 1.82343692561669"
[1] "Newton iter: 1, lambda:1.9006089560284, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.90958584400712, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.90969834611818, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90969836359358, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90969836359358, diff to last: 0"
[1] "Final threshold is: 0.0898359646070263"
threshold is:
[{'ad': 0.0012332975401717187, 'da': 0.0035059634274173463, 'dd': 0.006034237423281236}, {'ad': 0.004412795842007629, 'da': 0.006031886728064881, 'dd': 0.010048834127834938}, {'ad': 0.011681024851793426, 'da': 0.01370822506251758, 'dd': 0.01903237571185711}, {'ad': 0.024769495390153117, 'da': 0.024240966501784797, 'dd': 0.03459068441636653}, {'ad': 0.05718587369880883, 'da': 0.04319396753982911, 'dd': 0.08983596460702628}]
Number of points in noise estimation: 128
Estimated noise: 0.047041965537414555
0.047041965537414555
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.1457648902031"
[1] "Starting iterative with newton 28.1457648902031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.241797177216"
[1] "Starting iterative with newton 13.241797177216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.12164877024607"
[1] "Starting iterative with newton 7.12164877024607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.74968482082971"
[1] "Starting iterative with newton 6.74968482082971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.49293212536602"
[1] "Starting iterative with newton 4.49293212536602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35743017122827"
[1] "Starting iterative with newton 3.35743017122827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.8012412697662"
[1] "Starting iterative with newton 2.8012412697662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.35454911912075"
[1] "Starting iterative with newton 2.35454911912075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.83365863630211"
[1] "Starting iterative with newton 1.83365863630211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.48338319895052"
[1] "Starting iterative with newton 1.48338319895052"
[1] "Starting newton at: 1.7068385594436"
[1] "Newton iter: 1, lambda:1.35580865600878, diff to last: 0.351"
[1] "Newton iter: 2, lambda:1.28176860101707, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.27563082398719, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.27558623392029, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27558623156046, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27558623156046"
[1] "Starting iterative with newton 1.27558623156046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47595681848492"
[1] "Starting iterative with newton 1.47595681848492"
[1] "Starting newton at: 1.71348970711685"
[1] "Newton iter: 1, lambda:1.41551186246526, diff to last: 0.298"
[1] "Newton iter: 2, lambda:1.36253142066735, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.35977542822119, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35976763626916, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35976763620677, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35976763626916"
[1] "Starting iterative with newton 1.35976763626916"
[1] "Starting newton at: 1.58528967092143"
[1] "Newton iter: 1, lambda:1.29875282112156, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.232050563697, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.22653928146723, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.22650014549753, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2265001435209, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2265001435209"
[1] "Starting iterative with newton 1.2265001435209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11513727611608"
[1] "Starting iterative with newton 1.11513727611608"
[1] "Starting newton at: 1.30680685535329"
[1] "Newton iter: 1, lambda:1.2028166665205, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.18958225242571, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.18934914127528, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18934906863013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18934906863012, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18934906863012"
[1] "Starting iterative with newton 1.18934906863012"
[1] "Starting newton at: 1.37861633130746"
[1] "Newton iter: 1, lambda:1.2818995152947, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.27212304849679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.27201352211466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27201350829194, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27201350829194, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27201352211466"
[1] "Starting iterative with newton 1.27201352211466"
[1] "Starting newton at: 1.45138713215275"
[1] "Newton iter: 1, lambda:1.36388649782703, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.35711333900185, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.35706851722167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3570685152479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3570685152479"
[1] "Starting iterative with newton 1.3570685152479"
[1] "Starting newton at: 1.52893906272219"
[1] "Newton iter: 1, lambda:1.44570530387709, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.4405876951801, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.44056600176153, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44056600136953, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44056600176153"
[1] "Starting iterative with newton 1.44056600176153"
[1] "Starting newton at: 1.6318800193668"
[1] "Newton iter: 1, lambda:1.52357013004939, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.51673597323253, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.51670311796445, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5167031171979, diff to last: 0"
[1] "Final threshold is: 0.0713486957697128"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.84694642853929"
[1] "Starting iterative with newton 0.84694642853929"
[1] "Starting newton at: 1.27269343492046"
[1] "Newton iter: 1, lambda:1.24458748183689, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.24368987541719, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24368894097607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24368894097505, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24368894097607"
[1] "Starting iterative with newton 1.24368894097607"
[1] "Starting newton at: 1.67488534384366"
[1] "Newton iter: 1, lambda:1.69833814768517, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.69814031043739, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69814029744352, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69814029744352, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69814029744352"
[1] "Starting iterative with newton 1.69814029744352"
[1] "Starting newton at: 1.97262854869919"
[1] "Newton iter: 1, lambda:1.99921132289998, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.99920038900789, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99920038900929, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99920038900789"
[1] "Starting iterative with newton 1.99920038900789"
[1] "Starting newton at: 2.12500606904413"
[1] "Newton iter: 1, lambda:2.16071777652111, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.16085306192073, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16085306443243, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16085306192073"
[1] "Starting iterative with newton 2.16085306192073"
[1] "Starting newton at: 2.28527718342872"
[1] "Newton iter: 1, lambda:2.24520322929158, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.24555563757027, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24555566117857, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24555566117857, diff to last: 0"
[1] "Final threshold is: 0.105635350914928"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.938157011984265"
[1] "Starting iterative with newton 0.938157011984265"
[1] "Starting newton at: 1.25970611582884"
[1] "Newton iter: 1, lambda:1.23575875166189, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.23507552590374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23507496189738, diff to last: 0"
[1] "Newton iter: 4, lambda:1.235074961897, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.235074961897"
[1] "Starting iterative with newton 1.235074961897"
[1] "Starting newton at: 1.56056362129035"
[1] "Newton iter: 1, lambda:1.5619990510003, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.56199783764865, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56199783764779, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56199783764779"
[1] "Starting iterative with newton 1.56199783764779"
[1] "Starting newton at: 1.73045655877446"
[1] "Newton iter: 1, lambda:1.80418945420673, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.8023225980502, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.80232167242932, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80232167242909, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80232167242909"
[1] "Starting iterative with newton 1.80232167242909"
[1] "Starting newton at: 1.9656239835168"
[1] "Newton iter: 1, lambda:1.93776189550239, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.9376801249801, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93768012409269, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9376801249801"
[1] "Starting iterative with newton 1.9376801249801"
[1] "Starting newton at: 2.10749868852724"
[1] "Newton iter: 1, lambda:2.01172800836139, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.01186015856403, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01186015731941, diff to last: 0"
[1] "Final threshold is: 0.0946418561867169"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.58264711274465"
[1] "Newton iter: 1, lambda:1.69580692929047, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.68998106480883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.68996994144001, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68996994139861, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68996994144001"
[1] "Starting iterative with newton 1.68996994144001"
[1] "Starting newton at: 2.34374301874839"
[1] "Newton iter: 1, lambda:2.30403370733263, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.30478992265114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.30479018277179, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30479018277182, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30479018277179"
[1] "Starting iterative with newton 2.30479018277179"
[1] "Starting newton at: 2.65239321932855"
[1] "Newton iter: 1, lambda:2.59351058506669, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.59562552021485, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59562819055589, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59562819056015, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59562819056015"
[1] "Starting iterative with newton 2.59562819056015"
[1] "Starting newton at: 2.68697677217836"
[1] "Newton iter: 1, lambda:2.72339695219281, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.72423609707968, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.72423654677669, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72423654677682, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.72423654677669"
[1] "Starting iterative with newton 2.72423654677669"
[1] "Starting newton at: 2.80952258659397"
[1] "Newton iter: 1, lambda:2.79309415824544, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.79327169888, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7932717196119, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7932717196119, diff to last: 0"
[1] "Final threshold is: 0.131400991970617"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07134869576971276}, {'ad': 0.10563535091492758, 'da': 0.09464185618671687, 'dd': 0.13140099197061747}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.459396510041114. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019772813980237017
0.019772813980237017
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.9622494457532"
[1] "Starting iterative with newton 66.9622494457532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.5038702678657"
[1] "Starting iterative with newton 31.5038702678657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.9432816368139"
[1] "Starting iterative with newton 16.9432816368139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.0583334798599"
[1] "Starting iterative with newton 16.0583334798599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.6892402070167"
[1] "Starting iterative with newton 10.6892402070167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.98774087325443"
[1] "Starting iterative with newton 7.98774087325443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.66449881165297"
[1] "Starting iterative with newton 6.66449881165297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.60176303830782"
[1] "Starting iterative with newton 5.60176303830782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.36250027247121"
[1] "Starting iterative with newton 4.36250027247121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.52915176330271"
[1] "Starting iterative with newton 3.52915176330271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.51148348734161"
[1] "Starting iterative with newton 3.51148348734161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.6530492506009"
[1] "Starting iterative with newton 2.6530492506009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01499011436631"
[1] "Starting iterative with newton 2.01499011436631"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23199135290295"
[1] "Starting iterative with newton 2.23199135290295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.60469438572461"
[1] "Starting iterative with newton 1.60469438572461"
[1] "Starting newton at: 1.8427328446656"
[1] "Newton iter: 1, lambda:1.42524554634695, diff to last: 0.417"
[1] "Newton iter: 2, lambda:1.34743977530964, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.34135316422151, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34131338350024, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34131338179514, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34131338179514"
[1] "Starting iterative with newton 1.34131338179514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.459396510041114. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019772813980237017
0.019772813980237017
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0427014288570252, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0427493815959327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0427493816563628, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0427493816563628"
[1] "Starting iterative with newton 0.0427493816563628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00987134167286672, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00987218172871463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00987218172872072, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00987218172871463"
[1] "Starting iterative with newton 0.00987218172871463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00961660929710531, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00961740190406576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00961740190407114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00961740190406576"
[1] "Starting iterative with newton 0.00961740190406576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00961462584891796, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00961541809369989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00961541809370527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00961541809369989"
[1] "Starting iterative with newton 0.00961541809369989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00961461040452057, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00961540264648277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00961540264648815, diff to last: 0"
[1] "Final threshold is: 0.000190123567873983"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954505025293528, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0960106324619943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0960106517285774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0960106517285774, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0960106517285774"
[1] "Starting iterative with newton 0.0960106517285774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02711583924087, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271383373285423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027138337344032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0271383373285423"
[1] "Starting iterative with newton 0.0271383373285423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253610680939554, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253800193587373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253800193693208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0253800193587373"
[1] "Starting iterative with newton 0.0253800193587373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253167475136439, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253356142234573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253356142339364, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0253356142339364"
[1] "Starting iterative with newton 0.0253356142339364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025315628553308, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253344931314996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025334493141976, diff to last: 0"
[1] "Final threshold is: 0.000500934220179882"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157934431809053, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160360467998436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160361036513651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160361036513682, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.160361036513651"
[1] "Starting iterative with newton 0.160361036513651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0602137212272708, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.060404422569918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0604044244833109, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.060404422569918"
[1] "Starting iterative with newton 0.060404422569918"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569785739351001, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571414993653328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571415006978566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0571414993653328"
[1] "Starting iterative with newton 0.0571414993653328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568725815786151, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0570346572980059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570346586146827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0570346586146827"
[1] "Starting iterative with newton 0.0570346586146827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568691106801205, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.057031158635907, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570311599520679, diff to last: 0"
[1] "Final threshold is: 0.00112766649078518"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.112697062559338"
[1] "Newton iter: 1, lambda:0.147428000595046, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.147536699570663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14753670063326, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147536699570663"
[1] "Starting iterative with newton 0.147536699570663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284723372023431, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0285002660516911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0285002660785687, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0285002660516911"
[1] "Starting iterative with newton 0.0285002660516911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251593945154423, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251796160449635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251796160580284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0251796160449635"
[1] "Starting iterative with newton 0.0251796160449635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250696073753439, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250896416336901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250896416464867, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250896416336901"
[1] "Starting iterative with newton 0.0250896416336901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250671766258967, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250872058296602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250872058424495, diff to last: 0"
[1] "Final threshold is: 0.000496044654153789"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.254446202802805"
[1] "Newton iter: 1, lambda:0.169776100285375, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.17053406836951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.170534129558786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170534129558786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.170534129558786"
[1] "Starting iterative with newton 0.170534129558786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644979562511037, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0647385190734484, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0647385224174985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0647385224174985"
[1] "Starting iterative with newton 0.0647385224174985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597815995183642, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.059982914575184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599829168568645, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.059982914575184"
[1] "Starting iterative with newton 0.059982914575184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0595684428640624, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0597680714093804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597680736501649, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0597680714093804"
[1] "Starting iterative with newton 0.0597680714093804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0595588106788026, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0597583631941511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597583654331011, diff to last: 0"
[1] "Final threshold is: 0.00118159099920139"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201637816791846"
[1] "Newton iter: 1, lambda:0.271268077438187, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.272066127683189, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.27206623173458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272066231734582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.272066231734582"
[1] "Starting iterative with newton 0.272066231734582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100043344796222, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100945720672932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100945794046655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100945794046656, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100945794046656"
[1] "Starting iterative with newton 0.100945794046656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0895118088283394, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0901899286398677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0901899675498937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0901899675498938, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0901899675498938"
[1] "Starting iterative with newton 0.0901899675498938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0888423513361667, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0895076451955418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0895076824957284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0895076824957286, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0895076824957286"
[1] "Starting iterative with newton 0.0895076824957286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0887998632617276, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0894643485827021, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894643857826737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894643857826738, diff to last: 0"
[1] "Final threshold is: 0.00176896265793697"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.414189182033988"
[1] "Newton iter: 1, lambda:0.338217073708677, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.339418590508676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339418894976552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339418894976571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.339418894976552"
[1] "Starting iterative with newton 0.339418894976552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11174061193965, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.11301211396109, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113012278506515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113012278506517, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113012278506517"
[1] "Starting iterative with newton 0.113012278506517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961200792361781, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969816771202595, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969817463453782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969817463453787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0969817463453782"
[1] "Starting iterative with newton 0.0969817463453782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0950114466360938, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958478309146328, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0958478957266382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958478957266386, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0958478957266382"
[1] "Starting iterative with newton 0.0958478957266382"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0949330089503709, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0957676280284483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0957676925375471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0957676925375475, diff to last: 0"
[1] "Final threshold is: 0.00189359676986146"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.331613299045881"
[1] "Newton iter: 1, lambda:0.387683223886303, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.388446743065003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388446883288915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38844688328892, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.388446883288915"
[1] "Starting iterative with newton 0.388446883288915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129329797398005, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.131316562415658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131317030871302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131317030871328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131317030871302"
[1] "Starting iterative with newton 0.131317030871302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108386225230378, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109651659726727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109651832199014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109651832199017, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109651832199014"
[1] "Starting iterative with newton 0.109651832199014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106631265959907, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107845304293836, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107845461655081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107845461655083, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107845461655081"
[1] "Starting iterative with newton 0.107845461655081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106484971141025, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107694786195893, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107694942349405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107694942349408, diff to last: 0"
[1] "Final threshold is: 0.00212943206168714"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.377941525727937"
[1] "Newton iter: 1, lambda:0.50207836246715, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.507081454654006, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.50708937738025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507089377400093, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507089377400093"
[1] "Starting iterative with newton 0.507089377400093"
[1] "Starting newton at: 0.3083797905683"
[1] "Newton iter: 1, lambda:0.181728089672001, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.184224553724589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.184225529611365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184225529611514, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.184225529611365"
[1] "Starting iterative with newton 0.184225529611365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146949836970307, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149981545986861, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149982835400603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149982835400836, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.149982835400603"
[1] "Starting iterative with newton 0.149982835400603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143487407786685, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.146341457236049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146342585685029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146342585685206, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146342585685029"
[1] "Starting iterative with newton 0.146342585685029"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143119000332456, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145954549740426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145955662107223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145955662107395, diff to last: 0"
[1] "Final threshold is: 0.00288595415620846"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.52915176330271"
[1] "Starting iterative with newton 3.52915176330271"
[1] "Starting newton at: 0.660804482270352"
[1] "Newton iter: 1, lambda:0.585439990827118, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.587505528452767, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587507116378923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587507116379861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587507116379861"
[1] "Starting iterative with newton 0.587507116379861"
[1] "Starting newton at: 0.390669720163706"
[1] "Newton iter: 1, lambda:0.22900482527751, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.234025543110636, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.234030442710868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234030442715533, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234030442710868"
[1] "Starting iterative with newton 0.234030442710868"
[1] "Starting newton at: 0.356741304127794"
[1] "Newton iter: 1, lambda:0.184703737350162, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.189760889005152, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.189765292494973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189765292498311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189765292494973"
[1] "Starting iterative with newton 0.189765292494973"
[1] "Starting newton at: 0.362916929672661"
[1] "Newton iter: 1, lambda:0.178494960729992, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.184212042402535, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.184217579363305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184217579368498, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.184217579363305"
[1] "Starting iterative with newton 0.184217579363305"
[1] "Starting newton at: 0.361940635824964"
[1] "Newton iter: 1, lambda:0.177829954283398, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.183516606847735, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.18352207375525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183522073760302, diff to last: 0"
[1] "Final threshold is: 0.00362874782562989"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.51148348734161"
[1] "Starting iterative with newton 3.51148348734161"
[1] "Starting newton at: 0.63006279193109"
[1] "Newton iter: 1, lambda:0.576102605811313, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.577117758489924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.577118123963177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577118123963225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.577118123963177"
[1] "Starting iterative with newton 0.577118123963177"
[1] "Starting newton at: 0.353269864682945"
[1] "Newton iter: 1, lambda:0.237263138992539, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.239892380262852, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.23989374249427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239893742494636, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23989374249427"
[1] "Starting iterative with newton 0.23989374249427"
[1] "Starting newton at: 0.370565866171746"
[1] "Newton iter: 1, lambda:0.191370784708016, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.196985494223553, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.196991059126909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196991059132375, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.196991059126909"
[1] "Starting iterative with newton 0.196991059126909"
[1] "Starting newton at: 0.368571462792945"
[1] "Newton iter: 1, lambda:0.185720150606504, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.19148141178287, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.191487183521259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191487183527051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191487183521259"
[1] "Starting iterative with newton 0.191487183521259"
[1] "Starting newton at: 0.373339188945757"
[1] "Newton iter: 1, lambda:0.184653124795548, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.190774128612374, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190780631029634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190780631036971, diff to last: 0"
[1] "Final threshold is: 0.00377226992838119"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.6530492506009"
[1] "Starting iterative with newton 2.6530492506009"
[1] "Starting newton at: 0.620151466923597"
[1] "Newton iter: 1, lambda:0.618606277412943, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.618607228773467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.618607228773828, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618607228773828"
[1] "Starting iterative with newton 0.618607228773828"
[1] "Starting newton at: 0.304544465115976"
[1] "Newton iter: 1, lambda:0.314838676278723, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.314865780473045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314865780660776, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.314865780660776"
[1] "Starting iterative with newton 0.314865780660776"
[1] "Starting newton at: 0.319205995589855"
[1] "Newton iter: 1, lambda:0.265164825165767, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.265838635947073, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265838741082338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265838741082341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265838741082338"
[1] "Starting iterative with newton 0.265838741082338"
[1] "Starting newton at: 0.306202509372241"
[1] "Newton iter: 1, lambda:0.257329412045549, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.257871560610641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.257871627525484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257871627525485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.257871627525484"
[1] "Starting iterative with newton 0.257871627525484"
[1] "Starting newton at: 0.301788444171756"
[1] "Newton iter: 1, lambda:0.256102230985889, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.256574780101371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256574830796477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256574830796478, diff to last: 0"
[1] "Final threshold is: 0.00507320640134953"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.01499011436631"
[1] "Starting iterative with newton 2.01499011436631"
[1] "Starting newton at: 0.816661987703849"
[1] "Newton iter: 1, lambda:0.699463119169366, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.70578485779822, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.705804149590621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.705804149769887, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.705804149590621"
[1] "Starting iterative with newton 0.705804149590621"
[1] "Starting newton at: 0.293782012937636"
[1] "Newton iter: 1, lambda:0.42513502085734, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.431224502255888, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.431237418227646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4312374182857, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.4312374182857"
[1] "Starting iterative with newton 0.4312374182857"
[1] "Starting newton at: 0.281440468039424"
[1] "Newton iter: 1, lambda:0.368631024476696, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.371066721354025, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.371068608692606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371068608693739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371068608693739"
[1] "Starting iterative with newton 0.371068608693739"
[1] "Starting newton at: 0.284362361962236"
[1] "Newton iter: 1, lambda:0.356196730137042, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.357813123607354, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357813937429133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35781393742934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357813937429133"
[1] "Starting iterative with newton 0.357813937429133"
[1] "Starting newton at: 0.28342944938128"
[1] "Newton iter: 1, lambda:0.353365411411532, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.354889961596788, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354890682165061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354890682165222, diff to last: 0"
[1] "Final threshold is: 0.00701718744176917"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23199135290295"
[1] "Starting iterative with newton 2.23199135290295"
[1] "Starting newton at: 0.546244863116561"
[1] "Newton iter: 1, lambda:0.651893308920567, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.656853066389965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65686368580956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656863685858165, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.65686368580956"
[1] "Starting iterative with newton 0.65686368580956"
[1] "Starting newton at: 0.282588664300131"
[1] "Newton iter: 1, lambda:0.379126984961436, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.381996052973078, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.381998563210529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38199856321245, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.381998563210529"
[1] "Starting iterative with newton 0.381998563210529"
[1] "Starting newton at: 0.287125100000703"
[1] "Newton iter: 1, lambda:0.328539356629521, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.329021913621631, diff to last: 0"
[1] "Newton iter: 3, lambda:0.329021978915354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329021978915355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.329021978915355"
[1] "Starting iterative with newton 0.329021978915355"
[1] "Starting newton at: 0.291462960667213"
[1] "Newton iter: 1, lambda:0.318449602130451, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.318650751560584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318650762711951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318650762711951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.318650762711951"
[1] "Starting iterative with newton 0.318650762711951"
[1] "Starting newton at: 0.288957535600598"
[1] "Newton iter: 1, lambda:0.316407100847784, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.316614501646241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316614513461127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316614513461127, diff to last: 0"
[1] "Final threshold is: 0.00626035987811012"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.60469438572461"
[1] "Starting iterative with newton 1.60469438572461"
[1] "Starting newton at: 0.712271326525505"
[1] "Newton iter: 1, lambda:0.775197612209149, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.777441338680636, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.777444130232388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777444130236706, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777444130236706"
[1] "Starting iterative with newton 0.777444130236706"
[1] "Starting newton at: 0.482462421219684"
[1] "Newton iter: 1, lambda:0.555480906736234, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.557882864336473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.55788542754635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557885427549268, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.55788542754635"
[1] "Starting iterative with newton 0.55788542754635"
[1] "Starting newton at: 0.504841737602374"
[1] "Newton iter: 1, lambda:0.49738711134529, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.497410074232945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.497410074451136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.497410074232945"
[1] "Starting iterative with newton 0.497410074232945"
[1] "Starting newton at: 0.511483289707396"
[1] "Newton iter: 1, lambda:0.48025035419421, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.480643542948753, diff to last: 0"
[1] "Newton iter: 3, lambda:0.480643605624929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48064360562493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.480643605624929"
[1] "Starting iterative with newton 0.480643605624929"
[1] "Starting newton at: 0.51430819883219"
[1] "Newton iter: 1, lambda:0.47538169840435, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.475988091650369, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.475988239873289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.475988239873297, diff to last: 0"
[1] "Final threshold is: 0.00941162692379497"
threshold is:
[{'ad': 0.00019012356787398256, 'da': 0.0005009342201798818, 'dd': 0.0011276664907851766}, {'ad': 0.000496044654153789, 'da': 0.0011815909992013917, 'dd': 0.0017689626579369686}, {'ad': 0.0018935967698614584, 'da': 0.0021294320616871355, 'dd': 0.002885954156208457}, {'ad': 0.003628747825629893, 'da': 0.003772269928381189, 'dd': 0.00507320640134953}, {'ad': 0.00701718744176917, 'da': 0.006260359878110118, 'dd': 0.009411626923794972}]
Number of points in noise estimation: 128
Estimated noise: 0.047041965537414555
0.047041965537414555
threshold is:
[{'ad': 0.015096268297154049, 'da': 0.012687493035935487, 'dd': 0.01211923466787726}, {'ad': 0.006298345617450352, 'da': 0.007873237223748566, 'dd': 0.010261818099185388}, {'ad': 0.01293231772082759, 'da': 0.010742073857620466, 'dd': 0.016051134563798017}, {'ad': 0.020808430678164624, 'da': 0.020858206950718522, 'dd': 0.029335848344541664}, {'ad': 0.044059922847916266, 'da': 0.03772256869564569, 'dd': 0.05559574578750216}]
['baboon256', 0.05, 0, 0.0006975001184304549, 0.001028047504022098, 0.0009592959041133849, 0.00682959814137857, 0.0013469930289699004, 0.0014745902870235256, 0.0006096910054543509, 0.0006975001184304551, 31.56455714314309, 29.879868169963796, 30.180474098245675, 21.65604849776195, 28.70634651855143, 28.313286310771485, 32.14890211916503, 31.56455714314309]
baboon256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.04727866496326418
0.04727866496326418
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0947953502141244, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0953759028607427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0953759245836858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0953759245836858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0953759245836858"
[1] "Starting iterative with newton 0.0953759245836858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352838406599008, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353164050618084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353164050895423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0353164050618084"
[1] "Starting iterative with newton 0.0353164050618084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341383869201875, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341686344982079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341686345219498, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0341686344982079"
[1] "Starting iterative with newton 0.0341686344982079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341158962910021, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341460998615427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341460998852123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0341460998615427"
[1] "Starting iterative with newton 0.0341460998615427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341154545068274, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341456572134585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341456572371267, diff to last: 0"
[1] "Final threshold is: 0.00161436108846457"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.309752776071546"
[1] "Newton iter: 1, lambda:0.236598342335932, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.237321284233824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237321355499765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237321355499765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.237321355499765"
[1] "Starting iterative with newton 0.237321355499765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733654997585321, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737608273959127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737608388834713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0737608388834713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0737608388834713"
[1] "Starting iterative with newton 0.0737608388834713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0649860003356472, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.065270035643163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0652700410728324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.065270035643163"
[1] "Starting iterative with newton 0.065270035643163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0645614462438527, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0648404975405144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648405027572513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0648405027572513"
[1] "Starting iterative with newton 0.0648405027572513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0645399995399728, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0648188006420877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648188058482619, diff to last: 0"
[1] "Final threshold is: 0.00306454660501885"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.306782159297008"
[1] "Newton iter: 1, lambda:0.288884873930788, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.288938552504838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288938552989077, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.288938552504838"
[1] "Starting iterative with newton 0.288938552504838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120453075526628, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121949417545682, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121949648306149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121949648306154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121949648306149"
[1] "Starting iterative with newton 0.121949648306149"
[1] "Starting newton at: 0.123931827278062"
[1] "Newton iter: 1, lambda:0.110745728264118, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.110762620175784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110762620203508, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110762620203508"
[1] "Starting iterative with newton 0.110762620203508"
[1] "Starting newton at: 0.135118855380703"
[1] "Newton iter: 1, lambda:0.109945325671345, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.110006638674593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110006639038406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110006639038406"
[1] "Starting iterative with newton 0.110006639038406"
[1] "Starting newton at: 0.135874836545805"
[1] "Newton iter: 1, lambda:0.109890178265105, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.109955487991664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109955488404342, diff to last: 0"
[1] "Final threshold is: 0.0051985486776301"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.281974194395086"
[1] "Newton iter: 1, lambda:0.309722504610894, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.30986848064124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309868484666371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.30986848064124"
[1] "Starting iterative with newton 0.30986848064124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115903019837308, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117328505038211, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117328720249708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117328720249713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117328720249708"
[1] "Starting iterative with newton 0.117328720249708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996087072370829, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100610766871292, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100610868165623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100610868165625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100610868165623"
[1] "Starting iterative with newton 0.100610868165623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0981863464253526, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991552307654716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991553250066854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991553250066863, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0991553250066854"
[1] "Starting iterative with newton 0.0991553250066854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0980625180494797, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0990285425949476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0990286362407051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0990286362407059, diff to last: 0"
[1] "Final threshold is: 0.00468194171459326"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.485178427314411"
[1] "Newton iter: 1, lambda:0.429871310037767, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.43068567732835, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.430685856096941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430685856096949, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.430685856096941"
[1] "Starting iterative with newton 0.430685856096941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159236916637353, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.162706606600969, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.162708250812547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162708250812917, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162708250812547"
[1] "Starting iterative with newton 0.162708250812547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135346533754939, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137649680509523, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137650346690355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137650346690411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137650346690355"
[1] "Starting iterative with newton 0.137650346690355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133083780309707, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135291910503991, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135292517770906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135292517770951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135292517770906"
[1] "Starting iterative with newton 0.135292517770906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1328706442999, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135069954568543, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135070556518649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135070556518694, diff to last: 0"
[1] "Final threshold is: 0.00638595558804686"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.2361159756797"
[1] "Starting iterative with newton 3.2361159756797"
[1] "Starting newton at: 0.534092448872796"
[1] "Newton iter: 1, lambda:0.625058155996865, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.628483922007636, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.628488662021274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628488662030339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628488662030339"
[1] "Starting iterative with newton 0.628488662030339"
[1] "Starting newton at: 0.336247756509626"
[1] "Newton iter: 1, lambda:0.247773581181911, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.249403065813275, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.24940362093287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249403620932935, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24940362093287"
[1] "Starting iterative with newton 0.24940362093287"
[1] "Starting newton at: 0.303278471538697"
[1] "Newton iter: 1, lambda:0.200945488232541, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.20281861629983, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.20281924538534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202819245385411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20281924538534"
[1] "Starting iterative with newton 0.20281924538534"
[1] "Starting newton at: 0.296735101294869"
[1] "Newton iter: 1, lambda:0.195308260102843, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.197114212770172, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.197114786538806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197114786538864, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.197114786538864"
[1] "Starting iterative with newton 0.197114786538864"
[1] "Starting newton at: 0.302439560141344"
[1] "Newton iter: 1, lambda:0.194369609840283, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.196414779184069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.196415513316119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196415513316214, diff to last: 0"
[1] "Final threshold is: 0.00928626324766034"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.74246909127364"
[1] "Starting iterative with newton 2.74246909127364"
[1] "Starting newton at: 0.569451758771352"
[1] "Newton iter: 1, lambda:0.619745525300763, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.620770493380871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.620770913111544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620770913111614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.620770913111544"
[1] "Starting iterative with newton 0.620770913111544"
[1] "Starting newton at: 0.32561489022408"
[1] "Newton iter: 1, lambda:0.304182502612945, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.304297078937018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30429708221765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.30429708221765"
[1] "Starting iterative with newton 0.30429708221765"
[1] "Starting newton at: 0.359374422763882"
[1] "Newton iter: 1, lambda:0.250212124805863, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.252876731936385, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.252878331811956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252878331812533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.252878331811956"
[1] "Starting iterative with newton 0.252878331811956"
[1] "Starting newton at: 0.354695271530578"
[1] "Newton iter: 1, lambda:0.241715047344229, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.244518538273828, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.244520277263931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2445202772646, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.244520277263931"
[1] "Starting iterative with newton 0.244520277263931"
[1] "Starting newton at: 0.363053326078603"
[1] "Newton iter: 1, lambda:0.239838095398945, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.243160119419504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.243162553912551, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243162553913858, diff to last: 0"
[1] "Final threshold is: 0.0114964009180432"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.40252614081046"
[1] "Starting iterative with newton 2.40252614081046"
[1] "Starting newton at: 0.727712362026143"
[1] "Newton iter: 1, lambda:0.64204069779776, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.644991045650466, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.644994653815852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.644994653821243, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.644994653815852"
[1] "Starting iterative with newton 0.644994653815852"
[1] "Starting newton at: 0.248722122691533"
[1] "Newton iter: 1, lambda:0.355758278255411, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.359078970029326, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.359082137407675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359082137410555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.359082137407675"
[1] "Starting iterative with newton 0.359082137407675"
[1] "Starting newton at: 0.263835631721395"
[1] "Newton iter: 1, lambda:0.307576468616788, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.308080451117341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308080517820062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308080517820063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.308080517820062"
[1] "Starting iterative with newton 0.308080517820062"
[1] "Starting newton at: 0.272530457258585"
[1] "Newton iter: 1, lambda:0.29867267597027, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.298849442993896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298849451061454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298849451061454"
[1] "Starting iterative with newton 0.298849451061454"
[1] "Starting newton at: 0.276414866391996"
[1] "Newton iter: 1, lambda:0.297064687976248, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.297174598206646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297174601315973, diff to last: 0"
[1] "Final threshold is: 0.0140500182642047"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.81612371458887"
[1] "Starting iterative with newton 1.81612371458887"
[1] "Starting newton at: 0.704598995148448"
[1] "Newton iter: 1, lambda:0.738191725176064, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.738787491390372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.738787676633157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738787676633175, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738787676633157"
[1] "Starting iterative with newton 0.738787676633157"
[1] "Starting newton at: 0.540395072076189"
[1] "Newton iter: 1, lambda:0.483362009560968, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.484610259734, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.484610864357839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.484610864357981, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.484610864357839"
[1] "Starting iterative with newton 0.484610864357839"
[1] "Starting newton at: 0.558169071133818"
[1] "Newton iter: 1, lambda:0.417408196981971, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.424297076595734, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.424313996708855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424313996810836, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.424313996708855"
[1] "Starting iterative with newton 0.424313996708855"
[1] "Starting newton at: 0.552385695140904"
[1] "Newton iter: 1, lambda:0.402355210422914, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.410013374150278, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.410033844952414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410033845098548, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.410033844952414"
[1] "Starting iterative with newton 0.410033844952414"
[1] "Starting newton at: 0.273904094064251"
[1] "Newton iter: 1, lambda:0.400976574621881, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.406638975260315, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.406650107062868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406650107105861, diff to last: 0"
[1] "Final threshold is: 0.0192258741711335"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.49384997240443"
[1] "Starting iterative with newton 1.49384997240443"
[1] "Starting newton at: 0.913262929314356"
[1] "Newton iter: 1, lambda:0.789864178251302, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.798119414291971, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.798158634162251, diff to last: 0"
[1] "Newton iter: 4, lambda:0.798158635044579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.798158634162251"
[1] "Starting iterative with newton 0.798158634162251"
[1] "Starting newton at: 0.691861876609746"
[1] "Newton iter: 1, lambda:0.598818053976583, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.602826369314902, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.602834023011669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.602834023039545, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.602834023011669"
[1] "Starting iterative with newton 0.602834023011669"
[1] "Starting newton at: 0.452179635108057"
[1] "Newton iter: 1, lambda:0.542376754577554, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.546075900028302, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.546082026653717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546082026670509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546082026653717"
[1] "Starting iterative with newton 0.546082026653717"
[1] "Starting newton at: 0.449378626251643"
[1] "Newton iter: 1, lambda:0.526783811060165, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.529450012842424, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.529453135451007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.529453135455288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.529453135451007"
[1] "Starting iterative with newton 0.529453135451007"
[1] "Starting newton at: 0.451694528890143"
[1] "Newton iter: 1, lambda:0.522359806902809, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.5245668574234, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.524568984986084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52456898498806, diff to last: 0"
[1] "Final threshold is: 0.0248009212912766"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.43435077146557"
[1] "Starting iterative with newton 1.43435077146557"
[1] "Starting newton at: 0.72676407405362"
[1] "Newton iter: 1, lambda:0.748464920736611, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.748714802396781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.748714835275117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748714835275118, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.748714835275118"
[1] "Starting iterative with newton 0.748714835275118"
[1] "Starting newton at: 0.672114812252572"
[1] "Newton iter: 1, lambda:0.577298117994269, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.581188112990312, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.581194845235391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581194845255536, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.581194845255536"
[1] "Starting iterative with newton 0.581194845255536"
[1] "Starting newton at: 0.442474713588513"
[1] "Newton iter: 1, lambda:0.53403326919425, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.537649914474085, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.537655467444597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537655467457677, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.537655467457677"
[1] "Starting iterative with newton 0.537655467457677"
[1] "Starting newton at: 0.431556027287277"
[1] "Newton iter: 1, lambda:0.522606521662951, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.526135809634435, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.526141031294779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5261410313062, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.526141031294779"
[1] "Starting iterative with newton 0.526141031294779"
[1] "Starting newton at: 0.430945797541442"
[1] "Newton iter: 1, lambda:0.519733878982669, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.523077052486599, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5230817220334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523081722042503, diff to last: 0"
[1] "Final threshold is: 0.0247306054844244"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15320787019674"
[1] "Starting iterative with newton 1.15320787019674"
[1] "Starting newton at: 0.811463545556523"
[1] "Newton iter: 1, lambda:0.877833314035796, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.880763682400624, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.880769243727598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.880769243747601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.880769243727598"
[1] "Starting iterative with newton 0.880769243727598"
[1] "Starting newton at: 0.794376248370536"
[1] "Newton iter: 1, lambda:0.789039323346827, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.789056443190188, diff to last: 0"
[1] "Newton iter: 3, lambda:0.789056443366731, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.789056443190188"
[1] "Starting iterative with newton 0.789056443190188"
[1] "Starting newton at: 0.806005097310135"
[1] "Newton iter: 1, lambda:0.75582921081645, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.757278010877558, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.75727924400185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757279244002743, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.75727924400185"
[1] "Starting iterative with newton 0.75727924400185"
[1] "Starting newton at: 0.809939473690403"
[1] "Newton iter: 1, lambda:0.743669741285084, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.746158146965941, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.746161753166233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.7461617531738, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.7461617531738"
[1] "Starting iterative with newton 0.7461617531738"
[1] "Starting newton at: 0.810116396276968"
[1] "Newton iter: 1, lambda:0.739437919112215, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.742254568854383, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.742259174916589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742259174928894, diff to last: 0"
[1] "Final threshold is: 0.0350930228467903"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.839000846661952"
[1] "Starting iterative with newton 0.839000846661952"
[1] "Starting newton at: 1.13851626075204"
[1] "Newton iter: 1, lambda:1.04298883020883, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.04997586882968, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.05001585541782, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05001585672212, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05001585541782"
[1] "Starting iterative with newton 1.05001585541782"
[1] "Starting newton at: 1.13729142092891"
[1] "Newton iter: 1, lambda:1.14815260853105, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.14825599209963, diff to last: 0"
[1] "Newton iter: 3, lambda:1.14825600140062, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14825599209963"
[1] "Starting iterative with newton 1.14825599209963"
[1] "Starting newton at: 1.14931330623945"
[1] "Newton iter: 1, lambda:1.19141683513532, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.19304975238766, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.19305214377333, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19305214377846, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19305214377333"
[1] "Starting iterative with newton 1.19305214377333"
[1] "Starting newton at: 1.15793141896216"
[1] "Newton iter: 1, lambda:1.21069679664944, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.21331418100969, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21332041046289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21332041049812, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21332041046289"
[1] "Starting iterative with newton 1.21332041046289"
[1] "Starting newton at: 1.1546020913145"
[1] "Newton iter: 1, lambda:1.21855252834378, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.22244763931799, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22246152966952, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22246152984567, diff to last: 0"
[1] "Final threshold is: 0.057796349100053"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.932292397927584"
[1] "Starting iterative with newton 0.932292397927584"
[1] "Starting newton at: 1.01181724946491"
[1] "Newton iter: 1, lambda:0.919534041089847, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.925119989861927, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.925141578658874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925141578980461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.925141578658874"
[1] "Starting iterative with newton 0.925141578658874"
[1] "Starting newton at: 1.01182331723015"
[1] "Newton iter: 1, lambda:0.916600767896185, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.922527638289, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.922551900323982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.92255190072937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.92255190072937"
[1] "Starting iterative with newton 0.92255190072937"
[1] "Starting newton at: 1.01192384431997"
[1] "Newton iter: 1, lambda:0.915521220433486, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.921587860105175, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.921613264038712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921613264482852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.921613264038712"
[1] "Starting iterative with newton 0.921613264038712"
[1] "Starting newton at: 1.01246271369776"
[1] "Newton iter: 1, lambda:0.91505822654979, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.921246521862327, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.921272949784441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921272950264987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.921272949784441"
[1] "Starting iterative with newton 0.921272949784441"
[1] "Starting newton at: 1.01213706977092"
[1] "Newton iter: 1, lambda:0.914964113107418, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.921123373419281, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.921149551168347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921149551639795, diff to last: 0"
[1] "Final threshold is: 0.0435507210330389"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2036057089912"
[1] "Newton iter: 1, lambda:1.22970348833543, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.23039400816746, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23039448267954, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23039448267977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23039448267954"
[1] "Starting iterative with newton 1.23039448267954"
[1] "Starting newton at: 1.78732236318976"
[1] "Newton iter: 1, lambda:1.49217874079666, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.56396071661014, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.57048281059302, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.57053355233563, diff to last: 0"
[1] "Newton iter: 5, lambda:1.570533555387, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.570533555387"
[1] "Starting iterative with newton 1.570533555387"
[1] "Starting newton at: 1.78908700843078"
[1] "Newton iter: 1, lambda:1.76371981344921, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.76453088114387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76453173650119, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76453173650215, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76453173650215"
[1] "Starting iterative with newton 1.76453173650215"
[1] "Starting newton at: 1.82307141450521"
[1] "Newton iter: 1, lambda:1.86895072931646, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.87198096463409, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.87199353911743, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87199353933315, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87199353911743"
[1] "Starting iterative with newton 1.87199353911743"
[1] "Starting newton at: 1.82669366533237"
[1] "Newton iter: 1, lambda:1.91774271976196, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.93061604520865, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.9308520019665, diff to last: 0"
[1] "Newton iter: 4, lambda:1.93085207998163, diff to last: 0"
[1] "Newton iter: 5, lambda:1.93085207998164, diff to last: 0"
[1] "Final threshold is: 0.0912881085830734"
threshold is:
[{'ad': 0.0016143610884645687, 'da': 0.0030645466050188454, 'dd': 0.0051985486776300995}, {'ad': 0.0046819417145932555, 'da': 0.006385955588046857, 'dd': 0.009286263247660345}, {'ad': 0.01149640091804317, 'da': 0.014050018264204673, 'dd': 0.01922587417113352}, {'ad': 0.02480092129127661, 'da': 0.024730605484424403, 'dd': 0.035093022846790334}, {'ad': 0.057796349100053, 'da': 0.0435507210330389, 'dd': 0.09128810858307337}]
Number of points in noise estimation: 128
Estimated noise: 0.04727866496326418
0.04727866496326418
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.0956439688401"
[1] "Starting iterative with newton 28.0956439688401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6307987307633"
[1] "Starting iterative with newton 13.6307987307633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.49361721596071"
[1] "Starting iterative with newton 7.49361721596071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.72376417818358"
[1] "Starting iterative with newton 6.72376417818358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.59159985539184"
[1] "Starting iterative with newton 4.59159985539184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.2361159756797"
[1] "Starting iterative with newton 3.2361159756797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.74246909127364"
[1] "Starting iterative with newton 2.74246909127364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.40252614081046"
[1] "Starting iterative with newton 2.40252614081046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81612371458887"
[1] "Starting iterative with newton 1.81612371458887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.49384997240443"
[1] "Starting iterative with newton 1.49384997240443"
[1] "Starting newton at: 1.71994597951128"
[1] "Newton iter: 1, lambda:1.36546617689168, diff to last: 0.354"
[1] "Newton iter: 2, lambda:1.2916797257158, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.28568941236918, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.28564764548415, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28564764344801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28564764548415"
[1] "Starting iterative with newton 1.28564764548415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.43435077146557"
[1] "Starting iterative with newton 1.43435077146557"
[1] "Starting newton at: 1.70840483758094"
[1] "Newton iter: 1, lambda:1.40981441459552, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.35620043645076, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.35335271291741, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35334431663961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35334431656649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35334431656649"
[1] "Starting iterative with newton 1.35334431656649"
[1] "Starting newton at: 1.62182077406108"
[1] "Newton iter: 1, lambda:1.33712530531864, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.27688995235951, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.27273799253854, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27271746381132, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27271746330861, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27271746330861"
[1] "Starting iterative with newton 1.27271746330861"
[1] "Starting newton at: 1.5082473603408"
[1] "Newton iter: 1, lambda:1.24242987358123, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.17484593367248, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.16856349128238, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.16850741810139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16850741363051, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16850741363051"
[1] "Starting iterative with newton 1.16850741363051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15320787019674"
[1] "Starting iterative with newton 1.15320787019674"
[1] "Starting newton at: 1.3395049854624"
[1] "Newton iter: 1, lambda:1.18817438514157, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.1612958867729, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.16030263088173, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16030126066862, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16030126066601, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16030126066601"
[1] "Starting iterative with newton 1.16030126066601"
[1] "Starting newton at: 1.34242569411427"
[1] "Newton iter: 1, lambda:1.19352421551825, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.16772456031971, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.16681984063577, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16681871683366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16681871683192, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.16681871683192"
[1] "Starting iterative with newton 1.16681871683192"
[1] "Starting newton at: 1.34703498260507"
[1] "Newton iter: 1, lambda:1.20083468925696, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.17627239553757, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.17546480545402, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17546392361426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1754639236132, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1754639236132"
[1] "Starting iterative with newton 1.1754639236132"
[1] "Starting newton at: 1.35830277936046"
[1] "Newton iter: 1, lambda:1.21354150198936, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.1900760200625, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.18935720066559, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18935651910403, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18935651910341, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18935651910341"
[1] "Starting iterative with newton 1.18935651910341"
[1] "Starting newton at: 1.37293361990004"
[1] "Newton iter: 1, lambda:1.23604001138757, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.21586793173606, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.21536081001524, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.21536048625504, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2153604862549, diff to last: 0"
[1] "Final threshold is: 0.0574606212392417"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.839000846661952"
[1] "Starting iterative with newton 0.839000846661952"
[1] "Starting newton at: 1.26801808700465"
[1] "Newton iter: 1, lambda:1.25812194434424, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.25801180350487, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25801178977024, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25801178977024, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25801180350487"
[1] "Starting iterative with newton 1.25801180350487"
[1] "Starting newton at: 1.67810529906471"
[1] "Newton iter: 1, lambda:1.72209850523013, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.72141154865824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7214114051998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72141140519979, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72141140519979"
[1] "Starting iterative with newton 1.72141140519979"
[1] "Starting newton at: 1.9925043853608"
[1] "Newton iter: 1, lambda:2.0245134132781, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.02451019513641, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02451019513671, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.02451019513641"
[1] "Starting iterative with newton 2.02451019513641"
[1] "Starting newton at: 2.15039475502035"
[1] "Newton iter: 1, lambda:2.18367623744737, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.18380741806706, diff to last: 0"
[1] "Newton iter: 3, lambda:2.18380742058765, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.18380741806706"
[1] "Starting iterative with newton 2.18380741806706"
[1] "Starting newton at: 2.31396646171127"
[1] "Newton iter: 1, lambda:2.26291447856386, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.26351283155637, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.26351290088544, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26351290088544, diff to last: 0"
[1] "Final threshold is: 0.107015868080989"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.932292397927584"
[1] "Starting iterative with newton 0.932292397927584"
[1] "Starting newton at: 1.25329905763176"
[1] "Newton iter: 1, lambda:1.23704803114287, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.2367309026581, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2367307808329, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23673078083288, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23673078083288"
[1] "Starting iterative with newton 1.23673078083288"
[1] "Starting newton at: 1.57672625484678"
[1] "Newton iter: 1, lambda:1.56012960644594, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.5599708341398, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55997081915016, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55997081915016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55997081915016"
[1] "Starting iterative with newton 1.55997081915016"
[1] "Starting newton at: 1.72157458687083"
[1] "Newton iter: 1, lambda:1.78952878036883, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.78787671450642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.78787593473639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78787593473621, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78787593473621"
[1] "Starting iterative with newton 1.78787593473621"
[1] "Starting newton at: 1.95316818426894"
[1] "Newton iter: 1, lambda:1.92126384815464, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.92114264487671, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92114264265913, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92114264265913"
[1] "Starting iterative with newton 1.92114264265913"
[1] "Starting newton at: 2.08836122963566"
[1] "Newton iter: 1, lambda:1.99203468180578, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.99202310293297, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99202310292093, diff to last: 0"
[1] "Final threshold is: 0.0941801928820804"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.56596186570568"
[1] "Newton iter: 1, lambda:1.71667234589018, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.7059907746375, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.70595577791518, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70595577752432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70595577791518"
[1] "Starting iterative with newton 1.70595577791518"
[1] "Starting newton at: 2.38218415628623"
[1] "Newton iter: 1, lambda:2.32552372450327, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.3271212879319, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.32712247505715, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3271224750578, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.32712247505715"
[1] "Starting iterative with newton 2.32712247505715"
[1] "Starting newton at: 2.65452506019778"
[1] "Newton iter: 1, lambda:2.5979030769373, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.59985656710665, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59985884338908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59985884339217, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59985884339217"
[1] "Starting iterative with newton 2.59985884339217"
[1] "Starting newton at: 2.68495048552784"
[1] "Newton iter: 1, lambda:2.72319862100436, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.72412350844406, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.72412405498977, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72412405498996, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.72412405498996"
[1] "Starting iterative with newton 2.72412405498996"
[1] "Starting newton at: 2.83313268051655"
[1] "Newton iter: 1, lambda:2.78452883610721, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.78608022276687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.7860818044667, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78608180446835, diff to last: 0"
[1] "Final threshold is: 0.131722228193705"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05746062123924171}, {'ad': 0.10701586808098909, 'da': 0.09418019288208039, 'dd': 0.1317222281937055}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.458515884644228. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01950178234963143
0.01950178234963143
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.1129813837273"
[1] "Starting iterative with newton 68.1129813837273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.0454906541209"
[1] "Starting iterative with newton 33.0454906541209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1669660426218"
[1] "Starting iterative with newton 18.1669660426218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.3005918214622"
[1] "Starting iterative with newton 16.3005918214622"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1315318423983"
[1] "Starting iterative with newton 11.1315318423983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.84539793611834"
[1] "Starting iterative with newton 7.84539793611834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.6486372893442"
[1] "Starting iterative with newton 6.6486372893442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.82450498320778"
[1] "Starting iterative with newton 5.82450498320778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.40287472675587"
[1] "Starting iterative with newton 4.40287472675587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.62157832984046"
[1] "Starting iterative with newton 3.62157832984046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.47733290978925"
[1] "Starting iterative with newton 3.47733290978925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.79575105241915"
[1] "Starting iterative with newton 2.79575105241915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.03401100586968"
[1] "Starting iterative with newton 2.03401100586968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26018007683536"
[1] "Starting iterative with newton 2.26018007683536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63518258736381"
[1] "Starting iterative with newton 1.63518258736381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.458515884644228. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01950178234963143
0.01950178234963143
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0389718860820493, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0390064841098306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0390064841370891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0390064841098306"
[1] "Starting iterative with newton 0.0390064841098306"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179893851129314, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0179955282331898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179955282339061, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0179955282339061"
[1] "Starting iterative with newton 0.0179955282339061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176141129527122, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176199756239076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176199756245571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0176199756239076"
[1] "Starting iterative with newton 0.0176199756239076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176074147301529, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176132724499195, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176132724505677, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0176132724499195"
[1] "Starting iterative with newton 0.0176132724499195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017607295177992, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176131528094011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176131528100494, diff to last: 0"
[1] "Final threshold is: 0.00034348787257974"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.130360329350984"
[1] "Newton iter: 1, lambda:0.0797428229105668, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0798697079730518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0798697087709493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0798697079730518"
[1] "Starting iterative with newton 0.0798697079730518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269978963038067, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270167133584444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270167133675855, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0270167133675855"
[1] "Starting iterative with newton 0.0270167133675855"
[1] "Starting newton at: 0.0169924904329301"
[1] "Newton iter: 1, lambda:0.0260940090013397, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0260960971787473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260960971788572, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0260960971787473"
[1] "Starting iterative with newton 0.0260960971787473"
[1] "Starting newton at: 0.0179131066217684"
[1] "Newton iter: 1, lambda:0.0260784723890304, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0260801523877602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260801523878314, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0260801523877602"
[1] "Starting iterative with newton 0.0260801523877602"
[1] "Starting newton at: 0.0179290514127554"
[1] "Newton iter: 1, lambda:0.0260782028945406, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0260798762156705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260798762157411, diff to last: 0"
[1] "Final threshold is: 0.000508604069664712"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.213830188998815"
[1] "Newton iter: 1, lambda:0.130977921874729, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.13152362747212, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131523651242137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131523651242137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131523651242137"
[1] "Starting iterative with newton 0.131523651242137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0563113464762034, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0564597772281852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.056459778259112, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.056459778259112"
[1] "Starting iterative with newton 0.056459778259112"
[1] "Starting newton at: 0.0677221082370044"
[1] "Newton iter: 1, lambda:0.0539910167790682, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0539996651814328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539996651848641, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0539996651814328"
[1] "Starting iterative with newton 0.0539996651814328"
[1] "Starting newton at: 0.0701822213146836"
[1] "Newton iter: 1, lambda:0.0539052551988218, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0539173997157691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.053917399722531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0539173997157691"
[1] "Starting iterative with newton 0.0539173997157691"
[1] "Starting newton at: 0.0702644867803473"
[1] "Newton iter: 1, lambda:0.0539023754583654, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0539146470877058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539146470946098, diff to last: 0"
[1] "Final threshold is: 0.00105143171296163"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0908915221334557"
[1] "Newton iter: 1, lambda:0.152652630829959, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.152998280027405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.152998290808426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152998290808426, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152998280027405"
[1] "Starting iterative with newton 0.152998280027405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276216257057529, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276485558523213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276485558779262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0276485558779262"
[1] "Starting iterative with newton 0.0276485558779262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242316915944121, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242505489940225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242505490054452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0242505489940225"
[1] "Starting iterative with newton 0.0242505489940225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.024143193030163, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0241618641978348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0241618642090038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0241618642090038"
[1] "Starting iterative with newton 0.0241618642090038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241408857238992, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0241595520522347, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0241595520633972, diff to last: 0"
[1] "Final threshold is: 0.000471154325787273"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.212949321795299"
[1] "Newton iter: 1, lambda:0.185761125836569, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.185842649957852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185842650692648, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.185842650692648"
[1] "Starting iterative with newton 0.185842650692648"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0586445393868907, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0588267889643587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0588267907246642, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0588267907246642"
[1] "Starting iterative with newton 0.0588267907246642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0540891502868458, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0542360930739811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0542360941585975, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0542360930739811"
[1] "Starting iterative with newton 0.0542360930739811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539228639531595, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540686243587284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540686254239122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0540686243587284"
[1] "Starting iterative with newton 0.0540686243587284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539167958104243, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.054062513202851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540625142673317, diff to last: 0"
[1] "Final threshold is: 0.00105431536575608"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.232520920547444, diff to last: 0.233"
[1] "Newton iter: 2, lambda:0.241039626790089, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.241050955733319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241050955753342, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.241050955753342"
[1] "Starting iterative with newton 0.241050955753342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954928010818999, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0962504919866405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962505396305702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962505396305704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0962505396305702"
[1] "Starting iterative with newton 0.0962505396305702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0870159812930875, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0876195250224352, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0876195540341896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0876195540341897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0876195540341897"
[1] "Starting iterative with newton 0.0876195540341897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0865026164097832, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0870975131761842, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870975412901204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870975412901205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0870975412901204"
[1] "Starting iterative with newton 0.0870975412901204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864715359014905, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870659116551958, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870659397155272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870659397155273, diff to last: 0"
[1] "Final threshold is: 0.00169794100639834"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.394273086525225"
[1] "Newton iter: 1, lambda:0.332780655650327, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.333558256811488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.333558382402077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33355838240208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.333558382402077"
[1] "Starting iterative with newton 0.333558382402077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106505743806681, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.1075787445974, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107578853465293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107578853465294, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.107578853465294"
[1] "Starting iterative with newton 0.107578853465294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925441488633914, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0932866222976389, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0932866700868277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0932866700868279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0932866700868277"
[1] "Starting iterative with newton 0.0932866700868277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0916531501372579, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0923773087556942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0923773539618604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0923773539618605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0923773539618604"
[1] "Starting iterative with newton 0.0923773539618604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0915964146546845, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0923194178097939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0923194628557068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.092319462855707, diff to last: 0"
[1] "Final threshold is: 0.00180039407124688"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.354785200584427"
[1] "Newton iter: 1, lambda:0.386963026814715, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.387210344068281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.387210358598444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387210358598444, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.387210344068281"
[1] "Starting iterative with newton 0.387210344068281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137070129043743, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.13930656580413, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13930716006348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139307160063522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139307160063522"
[1] "Starting iterative with newton 0.139307160063522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117361532525214, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118876066590511, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118876318587138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118876318587145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118876318587138"
[1] "Starting iterative with newton 0.118876318587138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115703602935522, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117165471449079, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117165704617687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117165704617693, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117165704617687"
[1] "Starting iterative with newton 0.117165704617687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11556459281758, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117022099423299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117022331068535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117022331068541, diff to last: 0"
[1] "Final threshold is: 0.00228214403054509"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.407642819392113"
[1] "Newton iter: 1, lambda:0.49202369492204, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.494265368185878, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494266923142037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494266923142785, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.494266923142037"
[1] "Starting iterative with newton 0.494266923142037"
[1] "Starting newton at: 0.301122420907734"
[1] "Newton iter: 1, lambda:0.185980134950256, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.1880125105827, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188013147293474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188013147293537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188013147293537"
[1] "Starting iterative with newton 0.188013147293537"
[1] "Starting newton at: 0.304038668722302"
[1] "Newton iter: 1, lambda:0.154168613098946, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.157290666840525, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157292028840581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157292028840841, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.157292028840841"
[1] "Starting iterative with newton 0.157292028840841"
[1] "Starting newton at: 0.301174843293234"
[1] "Newton iter: 1, lambda:0.151032607429697, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.154134981577455, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.154136312846003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154136312846248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.154136312846248"
[1] "Starting iterative with newton 0.154136312846248"
[1] "Starting newton at: 0.304330559287826"
[1] "Newton iter: 1, lambda:0.150559598810442, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.153809882788625, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153811342495238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153811342495532, diff to last: 0"
[1] "Final threshold is: 0.00299959532425249"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.62157832984046"
[1] "Starting iterative with newton 3.62157832984046"
[1] "Starting newton at: 0.670345352500778"
[1] "Newton iter: 1, lambda:0.585052111088847, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.587673792627902, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.587676338126707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587676338129105, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587676338126707"
[1] "Starting iterative with newton 0.587676338126707"
[1] "Starting newton at: 0.371363839212833"
[1] "Newton iter: 1, lambda:0.224011521677941, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.228119583557483, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228122809076256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228122809078244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228122809076256"
[1] "Starting iterative with newton 0.228122809076256"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.178011340731491, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.183360487361882, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183365313390275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183365313394203, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183365313390275"
[1] "Starting iterative with newton 0.183365313390275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172861405614836, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177819903225157, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177823980607098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177823980609854, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177823980607098"
[1] "Starting iterative with newton 0.177823980607098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172222896439376, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.177134309753786, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177138301622067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177138301624704, diff to last: 0"
[1] "Final threshold is: 0.00345451260401691"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.47733290978925"
[1] "Starting iterative with newton 3.47733290978925"
[1] "Starting newton at: 0.712722795971735"
[1] "Newton iter: 1, lambda:0.557910461252946, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.565886227092151, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.565908515577236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565908515750908, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565908515577236"
[1] "Starting iterative with newton 0.565908515577236"
[1] "Starting newton at: 0.320509986479201"
[1] "Newton iter: 1, lambda:0.241369216884001, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.242598593023708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242598891369353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24259889136937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24259889136937"
[1] "Starting iterative with newton 0.24259889136937"
[1] "Starting newton at: 0.30645424867991"
[1] "Newton iter: 1, lambda:0.19967596443278, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.201696840457507, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201697568141949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201697568142044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.201697568141949"
[1] "Starting iterative with newton 0.201697568141949"
[1] "Starting newton at: 0.302576565663542"
[1] "Newton iter: 1, lambda:0.194389801111954, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.196436463650234, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.19643719980373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196437199803826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19643719980373"
[1] "Starting iterative with newton 0.19643719980373"
[1] "Starting newton at: 0.304714325250014"
[1] "Newton iter: 1, lambda:0.193603497833401, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.195758168403489, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.195758982850827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195758982850943, diff to last: 0"
[1] "Final threshold is: 0.00381764907654433"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.79575105241915"
[1] "Starting iterative with newton 2.79575105241915"
[1] "Starting newton at: 0.594209350881865"
[1] "Newton iter: 1, lambda:0.627789835894591, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.628253522871899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.628253610415715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628253610415718, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628253610415715"
[1] "Starting iterative with newton 0.628253610415715"
[1] "Starting newton at: 0.340833033681113"
[1] "Newton iter: 1, lambda:0.303027597207443, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.303380981620318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303381012601971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303381012601972, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.303381012601972"
[1] "Starting iterative with newton 0.303381012601972"
[1] "Starting newton at: 0.322819851306143"
[1] "Newton iter: 1, lambda:0.250540494386987, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.251700096262713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.25170039609665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25170039609667, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.25170039609665"
[1] "Starting iterative with newton 0.25170039609665"
[1] "Starting newton at: 0.324723821707783"
[1] "Newton iter: 1, lambda:0.241931775294951, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.24342520242083, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.243425690757743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243425690757795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243425690757795"
[1] "Starting iterative with newton 0.243425690757795"
[1] "Starting newton at: 0.319318229481014"
[1] "Newton iter: 1, lambda:0.240757929113619, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.24209910883954, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242099501520295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242099501520328, diff to last: 0"
[1] "Final threshold is: 0.0047213717856037"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.03401100586968"
[1] "Starting iterative with newton 2.03401100586968"
[1] "Starting newton at: 0.821728853142143"
[1] "Newton iter: 1, lambda:0.694405258749001, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.701793644063527, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.701819850471739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701819850800611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.701819850800611"
[1] "Starting iterative with newton 0.701819850800611"
[1] "Starting newton at: 0.289228900621744"
[1] "Newton iter: 1, lambda:0.420000440233507, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.425961376785844, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.425973603054213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425973603105603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425973603054213"
[1] "Starting iterative with newton 0.425973603054213"
[1] "Starting newton at: 0.300515905527768"
[1] "Newton iter: 1, lambda:0.364496696689505, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.365790867445202, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.365791394014198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365791394014285, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.365791394014285"
[1] "Starting iterative with newton 0.365791394014285"
[1] "Starting newton at: 0.300558970964481"
[1] "Newton iter: 1, lambda:0.351767962037676, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.352578809067126, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.352579011497376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352579011497389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.352579011497376"
[1] "Starting iterative with newton 0.352579011497376"
[1] "Starting newton at: 0.298332246608691"
[1] "Newton iter: 1, lambda:0.34888896917461, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.349675524859694, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349675714459706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349675714459717, diff to last: 0"
[1] "Final threshold is: 0.00681929967634527"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.26018007683536"
[1] "Starting iterative with newton 2.26018007683536"
[1] "Starting newton at: 0.551782518920295"
[1] "Newton iter: 1, lambda:0.647564811802214, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.651575293760567, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.651582141474392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65158214149433, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.651582141474392"
[1] "Starting iterative with newton 0.651582141474392"
[1] "Starting newton at: 0.278490566031961"
[1] "Newton iter: 1, lambda:0.372270848755343, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.374942977652182, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.374945127527289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37494512752868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.37494512752868"
[1] "Starting iterative with newton 0.37494512752868"
[1] "Starting newton at: 0.300206125650113"
[1] "Newton iter: 1, lambda:0.321742584533861, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.321871049313478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.321871053876214, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.321871053876214"
[1] "Starting iterative with newton 0.321871053876214"
[1] "Starting newton at: 0.305540259493197"
[1] "Newton iter: 1, lambda:0.311544422713351, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.31155422115539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311554221181473, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.31155422115539"
[1] "Starting iterative with newton 0.31155422115539"
[1] "Starting newton at: 0.305877572649963"
[1] "Newton iter: 1, lambda:0.309540701456361, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.309544335355964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309544335359539, diff to last: 0"
[1] "Final threshold is: 0.00603666625567332"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.63518258736381"
[1] "Starting iterative with newton 1.63518258736381"
[1] "Starting newton at: 0.712701937979309"
[1] "Newton iter: 1, lambda:0.771714419544144, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.773679807033698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.773681943400304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.773681943402827, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773681943402827"
[1] "Starting iterative with newton 0.773681943402827"
[1] "Starting newton at: 0.502134092177034"
[1] "Newton iter: 1, lambda:0.546467479768448, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.54733364250136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.547333970244881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.547333970244928, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.547333970244881"
[1] "Starting iterative with newton 0.547333970244881"
[1] "Starting newton at: 0.526635105816637"
[1] "Newton iter: 1, lambda:0.485276766334232, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.485965394681793, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.485965587125682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485965587125697, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.485965587125682"
[1] "Starting iterative with newton 0.485965587125682"
[1] "Starting newton at: 0.535365047869041"
[1] "Newton iter: 1, lambda:0.467438738820697, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.469248756279802, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.46925005833608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469250058336754, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.469250058336754"
[1] "Starting iterative with newton 0.469250058336754"
[1] "Starting newton at: 0.534341599915318"
[1] "Newton iter: 1, lambda:0.462688888843297, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.464690151231771, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.46469173377012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464691733771109, diff to last: 0"
[1] "Final threshold is: 0.00906231705165775"
threshold is:
[{'ad': 0.00034348787257973965, 'da': 0.000508604069664712, 'dd': 0.001051431712961628}, {'ad': 0.000471154325787273, 'da': 0.0010543153657560757, 'dd': 0.0016979410063983433}, {'ad': 0.001800394071246878, 'da': 0.0022821440305450893, 'dd': 0.002999595324252488}, {'ad': 0.003454512604016911, 'da': 0.003817649076544328, 'dd': 0.004721371785603705}, {'ad': 0.006819299676345266, 'da': 0.006036666255673323, 'dd': 0.00906231705165775}]
Number of points in noise estimation: 128
Estimated noise: 0.04727866496326418
0.04727866496326418
threshold is:
[{'ad': 0.0158615107909732, 'da': 0.0008582579138982291, 'dd': 0.006135265131308901}, {'ad': 0.005204540366238852, 'da': 0.0045193335865436925, 'dd': 0.008646272540464336}, {'ad': 0.009085385771755217, 'da': 0.011546847583596899, 'dd': 0.01649632834924826}, {'ad': 0.01976039363914439, 'da': 0.020727266698588605, 'dd': 0.03147826096003285}, {'ad': 0.04075162193225368, 'da': 0.040874513385293285, 'dd': 0.057109075828822325}]
['baboon256', 0.05, 1, 0.0007043722217614215, 0.001044525081695581, 0.0009804194026525785, 0.006848614154961661, 0.0013682109025982229, 0.001462061310687548, 0.0006175624021074474, 0.0007043722217614221, 31.521977795838218, 29.810811270468086, 30.085881025795192, 21.643973008789207, 28.638469532190403, 28.350344151107272, 32.093191522032576, 31.52197779583821]
baboon256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.046604180606051156
0.046604180606051156
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0765270138991525"
[1] "Newton iter: 1, lambda:0.0879852219135412, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0879930197935271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0879930197971376, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0879930197971376"
[1] "Starting iterative with newton 0.0879930197971376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0207910469118359, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208015243262106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208015243288717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208015243262106"
[1] "Starting iterative with newton 0.0208015243262106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196491067946439, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196580148443239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019658014846155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.019658014846155"
[1] "Starting iterative with newton 0.019658014846155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196299387994046, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.01963882197211, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196388219739293, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01963882197211"
[1] "Starting iterative with newton 0.01963882197211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196296171561527, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196384999118228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196384999136419, diff to last: 0"
[1] "Final threshold is: 0.000915236196722509"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.278836109956549"
[1] "Newton iter: 1, lambda:0.231276231073112, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.231593411631908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231593425817028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231593425817028, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231593425817028"
[1] "Starting iterative with newton 0.231593425817028"
[1] "Starting newton at: 0.183708469413103"
[1] "Newton iter: 1, lambda:0.0935226276963371, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0941744654869906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941744996070738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941744996070739, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0941744996070739"
[1] "Starting iterative with newton 0.0941744996070739"
[1] "Starting newton at: 0.166231327841058"
[1] "Newton iter: 1, lambda:0.0854678254563905, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0859716702565673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0859716898963184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0859716898963184, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0859716898963184"
[1] "Starting iterative with newton 0.0859716898963184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849130810873755, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0854699995862633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0854700235277134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0854700235277135, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0854700235277134"
[1] "Starting iterative with newton 0.0854700235277134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0848828372156071, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0854392821815123, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0854393060789788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0854393060789788, diff to last: 0"
[1] "Final threshold is: 0.00398182885136041"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124034062393348"
[1] "Newton iter: 1, lambda:0.282116060178753, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.286487012970051, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.28649030227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286490302271862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.28649030227"
[1] "Starting iterative with newton 0.28649030227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122018174319076, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123747938209555, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123748285285639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123748285285653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123748285285653"
[1] "Starting iterative with newton 0.123748285285653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10836443029094, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109650532566922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109650713602758, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109650713602762, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109650713602762"
[1] "Starting iterative with newton 0.109650713602762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107199229272977, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108450816842379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108450987348874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108450987348877, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.108450987348877"
[1] "Starting iterative with newton 0.108450987348877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107100165957764, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108348844082162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10834901371666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108349013716663, diff to last: 0"
[1] "Final threshold is: 0.00504951700373873"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.224583566320319"
[1] "Newton iter: 1, lambda:0.316726474142326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.318419350474715, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318419915839629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318419915839692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.318419915839629"
[1] "Starting iterative with newton 0.318419915839629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112711800854194, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.113942231682446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113942378198406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113942378198408, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113942378198406"
[1] "Starting iterative with newton 0.113942378198406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996894033258854, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.1005881135958, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100588186601699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100588186601699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100588186601699"
[1] "Starting iterative with newton 0.100588186601699"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988311332473648, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.099710371966542, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997104415231705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997104415231709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0997104415231709"
[1] "Starting iterative with newton 0.0997104415231709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0987747061548789, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0996526744008458, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0996527437356302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0996527437356306, diff to last: 0"
[1] "Final threshold is: 0.00464423446694384"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345654749273108"
[1] "Newton iter: 1, lambda:0.431889830954129, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.433933665853091, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.433934795506663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433934795507008, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.433934795506663"
[1] "Starting iterative with newton 0.433934795506663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155450454122666, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.158645908536497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.158647257320477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158647257320717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.158647257320717"
[1] "Starting iterative with newton 0.158647257320717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131861231536808, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133962257929521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133962790970979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133962790971013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133962790970979"
[1] "Starting iterative with newton 0.133962790970979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129679154002366, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131694737126641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131695223733516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131695223733544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.131695223733544"
[1] "Starting iterative with newton 0.131695223733544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129478146345452, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.13148598041417, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131486462926482, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13148646292651, diff to last: 0"
[1] "Final threshold is: 0.00612781886547662"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.697053109659493"
[1] "Newton iter: 1, lambda:0.623083849955927, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.625199834553766, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625201609885703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625201609886952, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625201609885703"
[1] "Starting iterative with newton 0.625201609885703"
[1] "Starting newton at: 0.263632228692542"
[1] "Newton iter: 1, lambda:0.268767318357151, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.268773025146089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268773025153135, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.268773025146089"
[1] "Starting iterative with newton 0.268773025146089"
[1] "Starting newton at: 0.30756250810739"
[1] "Newton iter: 1, lambda:0.21888240683198, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.220395453365863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.22039589596928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220395895969318, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.22039589596928"
[1] "Starting iterative with newton 0.22039589596928"
[1] "Starting newton at: 0.303142357084362"
[1] "Newton iter: 1, lambda:0.212142326164861, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.21371007236966, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213710539843955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213710539843997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213710539843955"
[1] "Starting iterative with newton 0.213710539843955"
[1] "Starting newton at: 0.309399135582037"
[1] "Newton iter: 1, lambda:0.210954680492306, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.212784492405085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.21278512778177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212785127781847, diff to last: 0"
[1] "Final threshold is: 0.00991667652542328"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.82899033171091"
[1] "Starting iterative with newton 2.82899033171091"
[1] "Starting newton at: 0.571329441774585"
[1] "Newton iter: 1, lambda:0.626385300074784, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.627626177953261, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627626798184793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627626798184948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627626798184948"
[1] "Starting iterative with newton 0.627626798184948"
[1] "Starting newton at: 0.371192711569463"
[1] "Newton iter: 1, lambda:0.296599077732315, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.297944126396918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.297944566661106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297944566661153, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297944566661106"
[1] "Starting iterative with newton 0.297944566661106"
[1] "Starting newton at: 0.244925429863767"
[1] "Newton iter: 1, lambda:0.247847830759569, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.247849688951695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247849688952447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.247849688951695"
[1] "Starting iterative with newton 0.247849688951695"
[1] "Starting newton at: 0.267185923777153"
[1] "Newton iter: 1, lambda:0.239975331013414, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.240133356609651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.240133361946162, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240133361946162"
[1] "Starting iterative with newton 0.240133361946162"
[1] "Starting newton at: 0.272508259060867"
[1] "Newton iter: 1, lambda:0.238697564336878, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.238940796140575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238940808748476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238940808748476, diff to last: 0"
[1] "Final threshold is: 0.0111356406050699"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.38833699087546"
[1] "Starting iterative with newton 2.38833699087546"
[1] "Starting newton at: 0.512959015662314"
[1] "Newton iter: 1, lambda:0.628306578959449, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.633907315044342, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.633920126579642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633920126646561, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633920126579642"
[1] "Starting iterative with newton 0.633920126579642"
[1] "Starting newton at: 0.239353799313046"
[1] "Newton iter: 1, lambda:0.340144291109069, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.343031716044417, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343034067669204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343034067670764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.343034067669204"
[1] "Starting iterative with newton 0.343034067669204"
[1] "Starting newton at: 0.290251535379745"
[1] "Newton iter: 1, lambda:0.290176970559689, diff to last: 0"
[1] "Newton iter: 2, lambda:0.290176971982102, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.290176970559689"
[1] "Starting iterative with newton 0.290176970559689"
[1] "Starting newton at: 0.301979292025102"
[1] "Newton iter: 1, lambda:0.280365365566263, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.280482480619096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280482484062395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.280482480619096"
[1] "Starting iterative with newton 0.280482480619096"
[1] "Starting newton at: 0.302393219418136"
[1] "Newton iter: 1, lambda:0.278560773708277, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.278702647867712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278702652903082, diff to last: 0"
[1] "Final threshold is: 0.0129887087712808"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.92591641414537"
[1] "Starting iterative with newton 1.92591641414537"
[1] "Starting newton at: 0.67404484666672"
[1] "Newton iter: 1, lambda:0.75043844020725, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.753617974519004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.75362334793622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753623347951549, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.75362334793622"
[1] "Starting iterative with newton 0.75362334793622"
[1] "Starting newton at: 0.55370464575787"
[1] "Newton iter: 1, lambda:0.469740305284831, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.472400290865511, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.472403004358939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472403004361762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472403004358939"
[1] "Starting iterative with newton 0.472403004358939"
[1] "Starting newton at: 0.260674539880507"
[1] "Newton iter: 1, lambda:0.39959444333076, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.406361096300525, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.406376994384351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40637699447204, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.406376994384351"
[1] "Starting iterative with newton 0.406376994384351"
[1] "Starting newton at: 0.248767586560378"
[1] "Newton iter: 1, lambda:0.384652832535749, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.390961409403691, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.390974889469378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390974889530885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.390974889469378"
[1] "Starting iterative with newton 0.390974889469378"
[1] "Starting newton at: 0.547744850245309"
[1] "Newton iter: 1, lambda:0.377887619690522, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.387354630374593, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.387384820060425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387384820367134, diff to last: 0"
[1] "Final threshold is: 0.0180537521181387"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.52159501139694"
[1] "Starting iterative with newton 1.52159501139694"
[1] "Starting newton at: 0.677607207718956"
[1] "Newton iter: 1, lambda:0.783269626230609, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.789851319788653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.789876026910203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789876027257486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789876026910203"
[1] "Starting iterative with newton 0.789876026910203"
[1] "Starting newton at: 0.712064192782041"
[1] "Newton iter: 1, lambda:0.58131904122617, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.588964041831865, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.588991262713758, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588991263058222, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.588991262713758"
[1] "Starting iterative with newton 0.588991262713758"
[1] "Starting newton at: 0.472778180084582"
[1] "Newton iter: 1, lambda:0.53047661930343, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.531944503538993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.531945443786447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531945443786832, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.531945443786447"
[1] "Starting iterative with newton 0.531945443786447"
[1] "Starting newton at: 0.484550453942821"
[1] "Newton iter: 1, lambda:0.515236220588807, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.515641589826394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515641660173955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515641660173958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.515641660173955"
[1] "Starting iterative with newton 0.515641660173955"
[1] "Starting newton at: 0.485622605680946"
[1] "Newton iter: 1, lambda:0.510704470397907, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.510973534467163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.510973565289596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510973565289597, diff to last: 0"
[1] "Final threshold is: 0.0238135043216742"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47456811333786"
[1] "Starting iterative with newton 1.47456811333786"
[1] "Starting newton at: 0.766300398017183"
[1] "Newton iter: 1, lambda:0.742712724356396, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.743001045712018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.743001089179201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743001089179202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743001089179201"
[1] "Starting iterative with newton 0.743001089179201"
[1] "Starting newton at: 0.670702216356153"
[1] "Newton iter: 1, lambda:0.55981604419749, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.565011550672822, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.565023324698905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565023324759298, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.565023324759298"
[1] "Starting iterative with newton 0.565023324759298"
[1] "Starting newton at: 0.449452457293732"
[1] "Newton iter: 1, lambda:0.516902043102524, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.518808894859265, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.518810400997474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518810400998413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.518810400997474"
[1] "Starting iterative with newton 0.518810400997474"
[1] "Starting newton at: 0.447610814500242"
[1] "Newton iter: 1, lambda:0.505238279010604, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.506608491246025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.506609258254177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506609258254418, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.506609258254177"
[1] "Starting iterative with newton 0.506609258254177"
[1] "Starting newton at: 0.446876383319962"
[1] "Newton iter: 1, lambda:0.502119052880416, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.503372996975505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.503373636977473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503373636977639, diff to last: 0"
[1] "Final threshold is: 0.023459315890023"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15162291892264"
[1] "Starting iterative with newton 1.15162291892264"
[1] "Starting newton at: 0.801364045225263"
[1] "Newton iter: 1, lambda:0.86880649206039, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.871802837237639, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.871808596920867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.87180859694212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.871808596920867"
[1] "Starting iterative with newton 0.871808596920867"
[1] "Starting newton at: 0.815902607961753"
[1] "Newton iter: 1, lambda:0.779502196422248, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.780277608103689, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.780277965310131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780277965310207, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.780277965310207"
[1] "Starting iterative with newton 0.780277965310207"
[1] "Starting newton at: 0.830718221723105"
[1] "Newton iter: 1, lambda:0.745492210792074, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.749551890005953, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749561439612508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749561439665272, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.749561439612508"
[1] "Starting iterative with newton 0.749561439612508"
[1] "Starting newton at: 0.825886326572827"
[1] "Newton iter: 1, lambda:0.734545637214123, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.739157803802829, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.739170021639281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.739170021724879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.739170021639281"
[1] "Starting iterative with newton 0.739170021639281"
[1] "Starting newton at: 0.817019566367353"
[1] "Newton iter: 1, lambda:0.731603510437416, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.735635834802984, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.735645143249333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735645143298868, diff to last: 0"
[1] "Final threshold is: 0.0342841391179563"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.860023744485825"
[1] "Starting iterative with newton 0.860023744485825"
[1] "Starting newton at: 1.15086729585938"
[1] "Newton iter: 1, lambda:1.03515067363069, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04520264538146, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04528513055487, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04528513607675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04528513607675"
[1] "Starting iterative with newton 1.04528513607675"
[1] "Starting newton at: 1.15543109255009"
[1] "Newton iter: 1, lambda:1.13082172296965, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.13133250676028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.13133273057592, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13133273057596, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13133273057592"
[1] "Starting iterative with newton 1.13133273057592"
[1] "Starting newton at: 1.15448616781851"
[1] "Newton iter: 1, lambda:1.17028021420635, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.17050179579811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17050183895629, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1705018389563, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1705018389563"
[1] "Starting iterative with newton 1.1705018389563"
[1] "Starting newton at: 1.1542798404766"
[1] "Newton iter: 1, lambda:1.18719048473939, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.18817440143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.18817526224639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18817526224705, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18817526224639"
[1] "Starting iterative with newton 1.18817526224639"
[1] "Starting newton at: 1.15353675098885"
[1] "Newton iter: 1, lambda:1.19457108695928, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.19611652647628, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1961186615134, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19611866151747, diff to last: 0"
[1] "Final threshold is: 0.0557441301276286"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.948111610258664"
[1] "Starting iterative with newton 0.948111610258664"
[1] "Starting newton at: 1.01175149176186"
[1] "Newton iter: 1, lambda:0.917800724825499, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.923543369380104, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.92356602515016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.923566025501789, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.92356602515016"
[1] "Starting iterative with newton 0.92356602515016"
[1] "Starting newton at: 1.00653078439633"
[1] "Newton iter: 1, lambda:0.908529478536547, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.914727687232066, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.914753919136316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.914753919604752, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.914753919136316"
[1] "Starting iterative with newton 0.914753919136316"
[1] "Starting newton at: 1.00633140014982"
[1] "Newton iter: 1, lambda:0.904942581543542, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.911549880990797, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.911579627515634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.911579628116636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.911579628116636"
[1] "Starting iterative with newton 0.911579628116636"
[1] "Starting newton at: 1.00696279178318"
[1] "Newton iter: 1, lambda:0.903541166726762, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.910402735280747, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.910434792723308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910434793420745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.910434792723308"
[1] "Starting iterative with newton 0.910434792723308"
[1] "Starting newton at: 1.00712646875106"
[1] "Newton iter: 1, lambda:0.903043901180124, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.909988883397385, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.910021716507679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910021717239058, diff to last: 0"
[1] "Final threshold is: 0.0424108164656379"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.24096748898405"
[1] "Newton iter: 1, lambda:1.21053114275252, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.21141245555237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21141321253192, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21141321253248, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21141321253248"
[1] "Starting iterative with newton 1.21141321253248"
[1] "Starting newton at: 1.82924124606039"
[1] "Newton iter: 1, lambda:1.35893800380713, diff to last: 0.47"
[1] "Newton iter: 2, lambda:1.50187179995548, diff to last: 0.143"
[1] "Newton iter: 3, lambda:1.52818553740085, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.52900389280411, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5290046654472, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52900466544789, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5290046654472"
[1] "Starting iterative with newton 1.5290046654472"
[1] "Starting newton at: 1.84608938811582"
[1] "Newton iter: 1, lambda:1.6752760987718, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.70476936604432, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.70589678227644, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.70589838034031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70589838034352, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70589838034352"
[1] "Starting iterative with newton 1.70589838034352"
[1] "Starting newton at: 1.88149198478195"
[1] "Newton iter: 1, lambda:1.79246161764252, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.80174246331973, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.80185674579237, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80185676293584, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80185676293584, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80185676293584"
[1] "Starting iterative with newton 1.80185676293584"
[1] "Starting newton at: 1.87127218087052"
[1] "Newton iter: 1, lambda:1.85285892925364, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.85330404483572, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85330431112572, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85330431112582, diff to last: 0"
[1] "Final threshold is: 0.0863717288336764"
threshold is:
[{'ad': 0.0009152361967225088, 'da': 0.0039818288513604125, 'dd': 0.005049517003738731}, {'ad': 0.004644234466943841, 'da': 0.006127818865476616, 'dd': 0.009916676525423279}, {'ad': 0.011135640605069896, 'da': 0.01298870877128084, 'dd': 0.018053752118138665}, {'ad': 0.023813504321674214, 'da': 0.02345931589002296, 'dd': 0.03428413911795631}, {'ad': 0.055744130127628556, 'da': 0.04241081646563786, 'dd': 0.08637172883367644}]
Number of points in noise estimation: 128
Estimated noise: 0.046604180606051156
0.046604180606051156
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.3582315825076"
[1] "Starting iterative with newton 28.3582315825076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.3428385966307"
[1] "Starting iterative with newton 13.3428385966307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.12695032025869"
[1] "Starting iterative with newton 7.12695032025869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51726849386132"
[1] "Starting iterative with newton 6.51726849386132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.6046801597628"
[1] "Starting iterative with newton 4.6046801597628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33371909426908"
[1] "Starting iterative with newton 3.33371909426908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.82899033171091"
[1] "Starting iterative with newton 2.82899033171091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38833699087546"
[1] "Starting iterative with newton 2.38833699087546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.92591641414537"
[1] "Starting iterative with newton 1.92591641414537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.52159501139694"
[1] "Starting iterative with newton 1.52159501139694"
[1] "Starting newton at: 1.75791301761497"
[1] "Newton iter: 1, lambda:1.3873796130483, diff to last: 0.371"
[1] "Newton iter: 2, lambda:1.31185468544207, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.30576514355529, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.30572314658726, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3057231445838, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30572314658726"
[1] "Starting iterative with newton 1.30572314658726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47456811333786"
[1] "Starting iterative with newton 1.47456811333786"
[1] "Starting newton at: 1.76267978976087"
[1] "Newton iter: 1, lambda:1.42952399711691, diff to last: 0.333"
[1] "Newton iter: 2, lambda:1.37006855791125, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.36664568694628, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36663374990852, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36663374976301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36663374976301"
[1] "Starting iterative with newton 1.36663374976301"
[1] "Starting newton at: 1.60007085242671"
[1] "Newton iter: 1, lambda:1.31026209814466, diff to last: 0.29"
[1] "Newton iter: 2, lambda:1.24356822161971, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.23813964859896, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.2381022146354, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2381022128524, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2381022146354"
[1] "Starting iterative with newton 1.2381022146354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15162291892264"
[1] "Starting iterative with newton 1.15162291892264"
[1] "Starting newton at: 1.30815539154937"
[1] "Newton iter: 1, lambda:1.20254791276301, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.18896001806241, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.18871464523436, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18871456484296, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18871456484295, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18871456484295"
[1] "Starting iterative with newton 1.18871456484295"
[1] "Starting newton at: 1.33205127789194"
[1] "Newton iter: 1, lambda:1.24218676051071, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.2329805460807, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.23287636037406, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23287634697497, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23287634697497, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23287634697497"
[1] "Starting iterative with newton 1.23287634697497"
[1] "Starting newton at: 1.37193884095994"
[1] "Newton iter: 1, lambda:1.3033848903814, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.29856330334871, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.29853792477228, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29853792406702, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29853792406702"
[1] "Starting iterative with newton 1.29853792406702"
[1] "Starting newton at: 1.45208106478748"
[1] "Newton iter: 1, lambda:1.39239359689191, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.38933690617995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38932832855964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38932832849191, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38932832849191"
[1] "Starting iterative with newton 1.38932832849191"
[1] "Starting newton at: 1.5972071703527"
[1] "Newton iter: 1, lambda:1.50321604113685, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.49767571432601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.49765327012427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49765326975323, diff to last: 0"
[1] "Final threshold is: 0.0697969034688226"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.860023744485825"
[1] "Starting iterative with newton 0.860023744485825"
[1] "Starting newton at: 1.29732207669697"
[1] "Newton iter: 1, lambda:1.2262700354989, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.22054619489037, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.22050666731434, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22050666542328, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22050666542328"
[1] "Starting iterative with newton 1.22050666542328"
[1] "Starting newton at: 1.64748259385702"
[1] "Newton iter: 1, lambda:1.6538802532931, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.65386370107201, diff to last: 0"
[1] "Newton iter: 3, lambda:1.6538637009633, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6538637009633"
[1] "Starting iterative with newton 1.6538637009633"
[1] "Starting newton at: 1.93021008748158"
[1] "Newton iter: 1, lambda:1.96392582975454, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.96385585962825, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96385585950041, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.96385585950041"
[1] "Starting iterative with newton 1.96385585950041"
[1] "Starting newton at: 2.08850256987148"
[1] "Newton iter: 1, lambda:2.13240909735254, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.13254752931414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13254753145017, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13254753145017"
[1] "Starting iterative with newton 2.13254753145017"
[1] "Starting newton at: 2.26439456829286"
[1] "Newton iter: 1, lambda:2.22176282785457, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.22212968363088, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22212970646122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22212970646122, diff to last: 0"
[1] "Final threshold is: 0.10356053416999"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.948111610258664"
[1] "Starting iterative with newton 0.948111610258664"
[1] "Starting newton at: 1.27374068118123"
[1] "Newton iter: 1, lambda:1.22737738356075, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.22481080754024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.22480269684682, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22480269676573, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22480269676573"
[1] "Starting iterative with newton 1.22480269676573"
[1] "Starting newton at: 1.54746045900923"
[1] "Newton iter: 1, lambda:1.53141570262205, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.5312558099806, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53125579365666, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53125579365665, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53125579365665"
[1] "Starting iterative with newton 1.53125579365665"
[1] "Starting newton at: 1.69549669372931"
[1] "Newton iter: 1, lambda:1.77286144494377, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.77054263837447, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.77054099414925, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77054099414842, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77054099414842"
[1] "Starting iterative with newton 1.77054099414842"
[1] "Starting newton at: 1.93623926353649"
[1] "Newton iter: 1, lambda:1.9110835165329, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.91099707097532, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91099706976603, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91099707097532"
[1] "Starting iterative with newton 1.91099707097532"
[1] "Starting newton at: 2.0764621610209"
[1] "Newton iter: 1, lambda:1.98654353547415, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.98643449434125, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98643449319635, diff to last: 0"
[1] "Final threshold is: 0.0925761518830124"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.58663127079583"
[1] "Newton iter: 1, lambda:1.69788400035395, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.69208075089084, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.69206902024914, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6920690202003, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69206902024914"
[1] "Starting iterative with newton 1.69206902024914"
[1] "Starting newton at: 2.38595331698579"
[1] "Newton iter: 1, lambda:2.29270519609286, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.29685811876301, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.29686541507704, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29686541509971, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.29686541507704"
[1] "Starting iterative with newton 2.29686541507704"
[1] "Starting newton at: 2.52425466718363"
[1] "Newton iter: 1, lambda:2.56826421141844, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.56931827060807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.56931889484515, diff to last: 0"
[1] "Newton iter: 4, lambda:2.56931889484537, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.56931889484537"
[1] "Starting iterative with newton 2.56931889484537"
[1] "Starting newton at: 2.65534219551341"
[1] "Newton iter: 1, lambda:2.68145298175641, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.68185945430192, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68185955379374, diff to last: 0"
[1] "Newton iter: 4, lambda:2.68185955379374, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.68185955379374"
[1] "Starting iterative with newton 2.68185955379374"
[1] "Starting newton at: 2.79438186958356"
[1] "Newton iter: 1, lambda:2.73717847500198, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.7392203938994, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.73922298125949, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73922298126365, diff to last: 0"
[1] "Final threshold is: 0.127659242539057"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06979690346882257}, {'ad': 0.1035605341699902, 'da': 0.0925761518830124, 'dd': 0.127659242539057}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463570424396679. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01934211577236377
0.01934211577236377
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.3282098966516"
[1] "Starting iterative with newton 68.3282098966516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.1491230366456"
[1] "Starting iterative with newton 32.1491230366456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1721482698529"
[1] "Starting iterative with newton 17.1721482698529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.703140314154"
[1] "Starting iterative with newton 15.703140314154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0948227341967"
[1] "Starting iterative with newton 11.0948227341967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.03248458377779"
[1] "Starting iterative with newton 8.03248458377779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.81635752280039"
[1] "Starting iterative with newton 6.81635752280039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.75461804596933"
[1] "Starting iterative with newton 5.75461804596933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.64043114276222"
[1] "Starting iterative with newton 4.64043114276222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66623225478416"
[1] "Starting iterative with newton 3.66623225478416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.55292251782047"
[1] "Starting iterative with newton 3.55292251782047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77479688029908"
[1] "Starting iterative with newton 2.77479688029908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.07219842881809"
[1] "Starting iterative with newton 2.07219842881809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28444319324787"
[1] "Starting iterative with newton 2.28444319324787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62516047908171"
[1] "Starting iterative with newton 1.62516047908171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463570424396679. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01934211577236377
0.01934211577236377
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248914650862472, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249045644075398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249045644111674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249045644075398"
[1] "Starting iterative with newton 0.0249045644075398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101387750909244, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101395230735924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101395230735964, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0101395230735964"
[1] "Starting iterative with newton 0.0101395230735964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100409299074552, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.010041665832723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.010041665832727, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.010041665832723"
[1] "Starting iterative with newton 0.010041665832723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100402773785588, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100410132233605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100410132233645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0100410132233605"
[1] "Starting iterative with newton 0.0100410132233605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100402730266712, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100410088709362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100410088709402, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000194214356053057"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110302238202611, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111090499175108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111090539300491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111090539300491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.111090539300491"
[1] "Starting iterative with newton 0.111090539300491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358726429412642, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359195758238501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359195759041858, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0359195759041858"
[1] "Starting iterative with newton 0.0359195759041858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335688547695047, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0336087796700088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033608779726485, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.033608779726485"
[1] "Starting iterative with newton 0.033608779726485"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334982798819442, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0335380009843432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335380010401936, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0335380009843432"
[1] "Starting iterative with newton 0.0335380009843432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334961185059429, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.033535833376953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335358334327843, diff to last: 0"
[1] "Final threshold is: 0.000648653972779621"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139912338929171, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141845523154377, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141845890797374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141845890797387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141845890797374"
[1] "Starting iterative with newton 0.141845890797374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043127805769216, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0432032360214127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0432032362521482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0432032360214127"
[1] "Starting iterative with newton 0.0432032360214127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0402776192052024, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0403407767981869, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0403407769534807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0403407767981869"
[1] "Starting iterative with newton 0.0403407767981869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401943654891085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402571870860547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040257187239517, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0402571870860547"
[1] "Starting iterative with newton 0.0402571870860547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401919339535734, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402547457557925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402547459092016, diff to last: 0"
[1] "Final threshold is: 0.000778611952795607"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.134414316057028"
[1] "Newton iter: 1, lambda:0.137310686319863, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.137311388120513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.137311388120554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137311388120513"
[1] "Starting iterative with newton 0.137311388120513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0483006455079683, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0484008146832083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0484008151139085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0484008146832083"
[1] "Starting iterative with newton 0.0484008146832083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0456396683815321, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.045726617866161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457266181816792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.045726617866161"
[1] "Starting iterative with newton 0.045726617866161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0455593508333063, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0456459186588393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0456459189713203, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0456459186588393"
[1] "Starting iterative with newton 0.0456459186588393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0455569268899707, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0456434832128688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0456434835252585, diff to last: 0"
[1] "Final threshold is: 0.00088284153655725"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170996440838891, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.174177968653274, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174179062742371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1741790627425, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.174179062742371"
[1] "Starting iterative with newton 0.174179062742371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0552887662788871, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.055462099245337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0554621009489361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.055462099245337"
[1] "Starting iterative with newton 0.055462099245337"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0501516616571845, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0502867978390657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502867988203213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0502867978390657"
[1] "Starting iterative with newton 0.0502867978390657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0499298798937053, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0500634976328106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0500634985898077, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0500634976328106"
[1] "Starting iterative with newton 0.0500634976328106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0499203146528582, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0500538671426874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0500538680986495, diff to last: 0"
[1] "Final threshold is: 0.000968147693128374"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.259246697330599, diff to last: 0.259"
[1] "Newton iter: 2, lambda:0.271086891035984, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.271111246027797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271111246130713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.271111246130713"
[1] "Starting iterative with newton 0.271111246130713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960928927819825, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096901780817202, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969018380948693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969018380948695, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0969018380948695"
[1] "Starting iterative with newton 0.0969018380948695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0854608031558062, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.086061467954515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0860614976189375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0860614976189376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0860614976189375"
[1] "Starting iterative with newton 0.0860614976189375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847998831803349, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0853888537407892, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853888821443383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853888821443383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0853888821443383"
[1] "Starting iterative with newton 0.0853888821443383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847588790927939, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0853471288448246, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853471571716406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853471571716406, diff to last: 0"
[1] "Final threshold is: 0.001650794594856"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.397298390333392"
[1] "Newton iter: 1, lambda:0.324060840050853, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.325135170799703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325135404731726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325135404731737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.325135404731737"
[1] "Starting iterative with newton 0.325135404731737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109491992268382, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110662034498171, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110662167955618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11066216795562, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.11066216795562"
[1] "Starting iterative with newton 0.11066216795562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0943092879394013, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0951215278189752, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0951215880299781, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0951215880299784, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0951215880299781"
[1] "Starting iterative with newton 0.0951215880299781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932018954526102, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939910629950668, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939911195415434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939911195415437, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0939911195415434"
[1] "Starting iterative with newton 0.0939911195415434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0931213197700696, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939088240263223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939088803134386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939088803134389, diff to last: 0"
[1] "Final threshold is: 0.00181639643507559"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.427396472761139"
[1] "Newton iter: 1, lambda:0.374373545016169, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.375038127655236, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.375038233103163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375038233103166, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.375038233103163"
[1] "Starting iterative with newton 0.375038233103163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121354701727279, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.123002654527377, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123002958124968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123002958124978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123002958124978"
[1] "Starting iterative with newton 0.123002958124978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101746706797072, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102800366329688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102800479304842, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102800479304844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102800479304844"
[1] "Starting iterative with newton 0.102800479304844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100184705482551, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101197913158837, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101198016777189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10119801677719, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101198016777189"
[1] "Starting iterative with newton 0.101198016777189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100060891989338, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101070935141456, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101071038046537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101071038046538, diff to last: 0"
[1] "Final threshold is: 0.0019549277191291"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.668376992863826"
[1] "Newton iter: 1, lambda:0.469131624452455, diff to last: 0.199"
[1] "Newton iter: 2, lambda:0.480604395475205, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.480644554592033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.480644555082882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.480644555082882"
[1] "Starting iterative with newton 0.480644555082882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173677928840057, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178173764285423, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.178176769291325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178176769292668, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178176769291325"
[1] "Starting iterative with newton 0.178176769291325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145195081971986, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.148042778589613, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148043872762597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148043872762758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.148043872762597"
[1] "Starting iterative with newton 0.148043872762597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142304611150281, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.14501162144409, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145012600015174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145012600015302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145012600015174"
[1] "Starting iterative with newton 0.145012600015174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142013147329518, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144706230131578, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144707197646661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144707197646786, diff to last: 0"
[1] "Final threshold is: 0.00279894336997846"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.66623225478416"
[1] "Starting iterative with newton 3.66623225478416"
[1] "Starting newton at: 0.665016264851016"
[1] "Newton iter: 1, lambda:0.583970375991437, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.586321412648571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586323443506519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586323443508033, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586323443506519"
[1] "Starting iterative with newton 0.586323443506519"
[1] "Starting newton at: 0.360883413571714"
[1] "Newton iter: 1, lambda:0.224586957864738, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.228050260002589, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.228052516436105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228052516437062, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228052516436105"
[1] "Starting iterative with newton 0.228052516436105"
[1] "Starting newton at: 0.34434111776777"
[1] "Newton iter: 1, lambda:0.18075929396033, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.185184049481983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.185187309117216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185187309118984, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.185187309117216"
[1] "Starting iterative with newton 0.185187309117216"
[1] "Starting newton at: 0.343156801251858"
[1] "Newton iter: 1, lambda:0.175437705403363, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.180018863367896, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180022303753049, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180022303754989, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180022303753049"
[1] "Starting iterative with newton 0.180022303753049"
[1] "Starting newton at: 0.345192905675581"
[1] "Newton iter: 1, lambda:0.174669082552455, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.179395433061232, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.179399088103973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179399088106158, diff to last: 0"
[1] "Final threshold is: 0.00346995793156352"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.55292251782047"
[1] "Starting iterative with newton 3.55292251782047"
[1] "Starting newton at: 0.76908546573263"
[1] "Newton iter: 1, lambda:0.544873412166329, diff to last: 0.224"
[1] "Newton iter: 2, lambda:0.561056790102813, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.561147860045321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561147862916736, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.561147860045321"
[1] "Starting iterative with newton 0.561147860045321"
[1] "Starting newton at: 0.344660449493972"
[1] "Newton iter: 1, lambda:0.227841794452635, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.230427540707637, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.230428817644641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230428817644952, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.230428817644952"
[1] "Starting iterative with newton 0.230428817644952"
[1] "Starting newton at: 0.356521640152211"
[1] "Newton iter: 1, lambda:0.183988443799691, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.189042289718048, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.189046661763365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189046661766636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189046661763365"
[1] "Starting iterative with newton 0.189046661763365"
[1] "Starting newton at: 0.356819346247513"
[1] "Newton iter: 1, lambda:0.17848603751844, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.183808148924732, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183812927051928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183812927055779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183812927055779"
[1] "Starting iterative with newton 0.183812927055779"
[1] "Starting newton at: 0.361384857765568"
[1] "Newton iter: 1, lambda:0.177498231572982, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.18314493137174, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183150300106599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183150300111451, diff to last: 0"
[1] "Final threshold is: 0.00354251430849886"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.77479688029908"
[1] "Starting iterative with newton 2.77479688029908"
[1] "Starting newton at: 0.493370443791929"
[1] "Newton iter: 1, lambda:0.622864104484732, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.629834935086193, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.629854484303749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.629854484457169, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.629854484303749"
[1] "Starting iterative with newton 0.629854484303749"
[1] "Starting newton at: 0.302093840584043"
[1] "Newton iter: 1, lambda:0.313601826972821, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.313635247283496, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313635247565078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.313635247283496"
[1] "Starting iterative with newton 0.313635247283496"
[1] "Starting newton at: 0.317600763891304"
[1] "Newton iter: 1, lambda:0.261541093863597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.262257287690002, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262257405045906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262257405045909, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262257405045909"
[1] "Starting iterative with newton 0.262257405045909"
[1] "Starting newton at: 0.319032640887397"
[1] "Newton iter: 1, lambda:0.252759978990474, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.253743773128185, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253743990890141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253743990890152, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253743990890141"
[1] "Starting iterative with newton 0.253743990890141"
[1] "Starting newton at: 0.326484469979563"
[1] "Newton iter: 1, lambda:0.251058943446367, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.252328839268694, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252329201092203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252329201092233, diff to last: 0"
[1] "Final threshold is: 0.00488058062027346"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.07219842881809"
[1] "Starting iterative with newton 2.07219842881809"
[1] "Starting newton at: 0.828400778220392"
[1] "Newton iter: 1, lambda:0.691013878043362, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.699554749165727, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.699589672386408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699589672968619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.699589672386408"
[1] "Starting iterative with newton 0.699589672386408"
[1] "Starting newton at: 0.295249571393106"
[1] "Newton iter: 1, lambda:0.412969005229216, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.417714077903846, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.41772169818984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41772169820948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.41772169818984"
[1] "Starting iterative with newton 0.41772169818984"
[1] "Starting newton at: 0.291893654961222"
[1] "Newton iter: 1, lambda:0.356057740761553, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.357333447389882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.357333949031075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357333949031152, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.357333949031075"
[1] "Starting iterative with newton 0.357333949031075"
[1] "Starting newton at: 0.284451879641619"
[1] "Newton iter: 1, lambda:0.343278012324951, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.344326922677504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34432725467941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344327254679443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.34432725467941"
[1] "Starting iterative with newton 0.34432725467941"
[1] "Starting newton at: 0.288073321034139"
[1] "Newton iter: 1, lambda:0.340687308335593, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.341522097918405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341522307231571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341522307231584, diff to last: 0"
[1] "Final threshold is: 0.00660576400531784"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28444319324787"
[1] "Starting iterative with newton 2.28444319324787"
[1] "Starting newton at: 0.561772943848097"
[1] "Newton iter: 1, lambda:0.649360404591454, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.652727146290322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.652731999482823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652731999492897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652731999482823"
[1] "Starting iterative with newton 0.652731999482823"
[1] "Starting newton at: 0.304659693820535"
[1] "Newton iter: 1, lambda:0.369211596078828, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.370462527691409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.370462994402086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370462994402151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370462994402086"
[1] "Starting iterative with newton 0.370462994402086"
[1] "Starting newton at: 0.311725956940982"
[1] "Newton iter: 1, lambda:0.317080375758083, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.317088204415731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317088204432459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317088204415731"
[1] "Starting iterative with newton 0.317088204415731"
[1] "Starting newton at: 0.318967046878923"
[1] "Newton iter: 1, lambda:0.306871664578152, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.306910845750076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306910846161619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.306910845750076"
[1] "Starting iterative with newton 0.306910845750076"
[1] "Starting newton at: 0.319298656228258"
[1] "Newton iter: 1, lambda:0.304912482936218, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.304967708978298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304967709793077, diff to last: 0"
[1] "Final threshold is: 0.00589872073389077"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.62516047908171"
[1] "Starting iterative with newton 1.62516047908171"
[1] "Starting newton at: 0.712803944698645"
[1] "Newton iter: 1, lambda:0.769649488428332, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.771455595702038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.771457383226209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771457383227958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771457383226209"
[1] "Starting iterative with newton 0.771457383226209"
[1] "Starting newton at: 0.502782543656415"
[1] "Newton iter: 1, lambda:0.546747650589146, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.547600068528456, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.547600386166275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.54760038616632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.547600386166275"
[1] "Starting iterative with newton 0.547600386166275"
[1] "Starting newton at: 0.525785956096756"
[1] "Newton iter: 1, lambda:0.486339024952337, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.486966741448838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486966901619621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486966901619632, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.486966901619632"
[1] "Starting iterative with newton 0.486966901619632"
[1] "Starting newton at: 0.530990627476271"
[1] "Newton iter: 1, lambda:0.46897645826765, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.470489731138119, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.470490642934765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470490642935096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.470490642935096"
[1] "Starting iterative with newton 0.470490642935096"
[1] "Starting newton at: 0.533169491028254"
[1] "Newton iter: 1, lambda:0.464147157549692, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.466008726970085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.466010098942487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466010098943232, diff to last: 0"
[1] "Final threshold is: 0.00901362128483627"
threshold is:
[{'ad': 0.0001942143560530569, 'da': 0.0006486539727796211, 'dd': 0.0007786119527956071}, {'ad': 0.0008828415365572502, 'da': 0.0009681476931283742, 'dd': 0.0016507945948559988}, {'ad': 0.0018163964350755878, 'da': 0.001954927719129102, 'dd': 0.00279894336997846}, {'ad': 0.0034699579315635247, 'da': 0.0035425143084988576, 'dd': 0.004880580620273456}, {'ad': 0.006605764005317839, 'da': 0.0058987207338907725, 'dd': 0.009013621284836272}]
Number of points in noise estimation: 128
Estimated noise: 0.046604180606051156
0.046604180606051156
threshold is:
[{'ad': 0.012960670741609448, 'da': 0.009461461342372579, 'dd': 0.006705311688379497}, {'ad': 0.004531245745167833, 'da': 0.0041612069411871705, 'dd': 0.008166472478658565}, {'ad': 0.006134923271079673, 'da': 0.01004649795689879, 'dd': 0.01956171181783827}, {'ad': 0.018368134138673886, 'da': 0.025713826632389407, 'dd': 0.03114992126355012}, {'ad': 0.04223604542065085, 'da': 0.03969748235326955, 'dd': 0.05608419409064915}]
['baboon256', 0.05, 2, 0.0007082435235221975, 0.0010478389001347202, 0.0009437204014200346, 0.006784394198951371, 0.001317163532420341, 0.001440712913463545, 0.0006221813850832159, 0.0007082435235221979, 31.49817388161471, 29.79705482772726, 30.251566562385502, 21.68488925866965, 28.803603018652744, 28.41422551122236, 32.06082986600148, 31.498173881614704]
baboon256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.047097076823574724
0.047097076823574724
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.00537546973798309"
[1] "Newton iter: 1, lambda:0.0925278948597256, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0929634514714458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0929634623328895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929634623328895, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0929634623328895"
[1] "Starting iterative with newton 0.0929634623328895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296174001002974, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296465576765745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029646557704832, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.029646557704832"
[1] "Starting iterative with newton 0.029646557704832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277172197820059, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0277421733746169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0277421733948416, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0277421733746169"
[1] "Starting iterative with newton 0.0277421733746169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276606072753829, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276854409432243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276854409632404, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0276854409632404"
[1] "Starting iterative with newton 0.0276854409632404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027658921291046, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276837513921047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276837514121147, diff to last: 0"
[1] "Final threshold is: 0.00130382376702111"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.237950595502525"
[1] "Newton iter: 1, lambda:0.227611620638774, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.227626122998299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.22762612302687, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.227626122998299"
[1] "Starting iterative with newton 0.227626122998299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0773041169733069, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0777609009518393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0777609168993389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0777609168993389, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0777609168993389"
[1] "Starting iterative with newton 0.0777609168993389"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0689394229768604, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692799595955863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692799679054809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0692799595955863"
[1] "Starting iterative with newton 0.0692799595955863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0684755907939109, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0688102682220819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0688102762176745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0688102762176745"
[1] "Starting iterative with newton 0.0688102762176745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068449938563076, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068784293697626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0687843016761218, diff to last: 0"
[1] "Final threshold is: 0.00323953954029625"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.00325236151307351"
[1] "Newton iter: 1, lambda:0.273035640896553, diff to last: 0.27"
[1] "Newton iter: 2, lambda:0.284920006661018, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.284942624650051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284942624731844, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284942624650051"
[1] "Starting iterative with newton 0.284942624650051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122497345706963, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.12431979486823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124320197579849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124320197579868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.124320197579849"
[1] "Starting iterative with newton 0.124320197579849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107296997265415, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108619471781644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108619672534213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108619672534218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108619672534213"
[1] "Starting iterative with newton 0.108619672534213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105834336775039, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107113222457141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107113409073381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107113409073385, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107113409073381"
[1] "Starting iterative with newton 0.107113409073381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105694315335153, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106969069497634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106969254802417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106969254802421, diff to last: 0"
[1] "Final threshold is: 0.00503793921118996"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.234336113523002"
[1] "Newton iter: 1, lambda:0.321981059783213, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.323592097103443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.323592635484928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323592635484988, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.323592635484928"
[1] "Starting iterative with newton 0.323592635484928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114416556165683, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115785538961779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115785734729237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115785734729241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115785734729237"
[1] "Starting iterative with newton 0.115785734729237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0989642395203935, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0999165750148116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0999166631657473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099916663165748, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0999166631657473"
[1] "Starting iterative with newton 0.0999166631657473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0977917014901768, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987160455513994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987161281037077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987161281037084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0987161281037084"
[1] "Starting iterative with newton 0.0987161281037084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0977030600008027, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0986253082291416, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0986253903702974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.098625390370298, diff to last: 0"
[1] "Final threshold is: 0.00464496758702494"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.486575081031397"
[1] "Newton iter: 1, lambda:0.436725005512096, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.437396085899056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.437396209064204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437396209064208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.437396209064204"
[1] "Starting iterative with newton 0.437396209064204"
[1] "Starting newton at: 0.234057586748592"
[1] "Newton iter: 1, lambda:0.15164611000383, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.152548377803739, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152548486220476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152548486220477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152548486220476"
[1] "Starting iterative with newton 0.152548486220476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124564115880421, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126431295878917, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126431715248164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126431715248185, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126431715248164"
[1] "Starting iterative with newton 0.126431715248164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122272949767868, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.12405398544855, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124054363206311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124054363206328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124054363206311"
[1] "Starting iterative with newton 0.124054363206311"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122064257156714, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123837576721428, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123837950869229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123837950869246, diff to last: 0"
[1] "Final threshold is: 0.00583240548576215"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.467079249189518"
[1] "Newton iter: 1, lambda:0.628479229594655, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.639358202237681, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.639405854105406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639405855016717, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639405855016717"
[1] "Starting iterative with newton 0.639405855016717"
[1] "Starting newton at: 0.321629106519024"
[1] "Newton iter: 1, lambda:0.267986373601208, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.268597493667165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.268597573230105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268597573230106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.268597573230106"
[1] "Starting iterative with newton 0.268597573230106"
[1] "Starting newton at: 0.2844065360605"
[1] "Newton iter: 1, lambda:0.220397338572462, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.221167236226584, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221167347930192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221167347930194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.221167347930194"
[1] "Starting iterative with newton 0.221167347930194"
[1] "Starting newton at: 0.171681274431903"
[1] "Newton iter: 1, lambda:0.214620164518124, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.214962673821729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214962695586585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214962695586585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.214962695586585"
[1] "Starting iterative with newton 0.214962695586585"
[1] "Starting newton at: 0.177568200511959"
[1] "Newton iter: 1, lambda:0.213902347542531, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.214147048362942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214147059449398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214147059449398, diff to last: 0"
[1] "Final threshold is: 0.0100857005104309"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.77460457999134"
[1] "Starting iterative with newton 2.77460457999134"
[1] "Starting newton at: 0.765098203488766"
[1] "Newton iter: 1, lambda:0.629348113351983, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.636446498653143, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.636466922721317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63646692289002, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63646692289002"
[1] "Starting iterative with newton 0.63646692289002"
[1] "Starting newton at: 0.261853016135695"
[1] "Newton iter: 1, lambda:0.308659787562205, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.309208560990435, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.309208636192387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309208636192389, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.309208636192389"
[1] "Starting iterative with newton 0.309208636192389"
[1] "Starting newton at: 0.336818118108781"
[1] "Newton iter: 1, lambda:0.256915174497524, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.258336846673907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.258337299007321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258337299007367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.258337299007321"
[1] "Starting iterative with newton 0.258337299007321"
[1] "Starting newton at: 0.320069714821593"
[1] "Newton iter: 1, lambda:0.249211574573793, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.250311151585022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.250311417456098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250311417456114, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.250311417456114"
[1] "Starting iterative with newton 0.250311417456114"
[1] "Starting newton at: 0.328095596372801"
[1] "Newton iter: 1, lambda:0.247628202827906, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.249041428564123, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249041866527575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249041866527617, diff to last: 0"
[1] "Final threshold is: 0.0117291439201356"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.38925896651556"
[1] "Starting iterative with newton 2.38925896651556"
[1] "Starting newton at: 0.57383390609178"
[1] "Newton iter: 1, lambda:0.635851767244047, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.637482182143358, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.637483288963612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637483288964122, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637483288963612"
[1] "Starting iterative with newton 0.637483288963612"
[1] "Starting newton at: 0.264961112802824"
[1] "Newton iter: 1, lambda:0.352160741529394, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.354327852446579, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354329180490028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354329180490526, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354329180490028"
[1] "Starting iterative with newton 0.354329180490028"
[1] "Starting newton at: 0.27981627409671"
[1] "Newton iter: 1, lambda:0.303245843794227, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.303388696853569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303388702154621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.303388702154621"
[1] "Starting iterative with newton 0.303388702154621"
[1] "Starting newton at: 0.286517005237699"
[1] "Newton iter: 1, lambda:0.294033439620043, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.294047886761396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294047886814739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.294047886814739"
[1] "Starting iterative with newton 0.294047886814739"
[1] "Starting newton at: 0.279895515256658"
[1] "Newton iter: 1, lambda:0.292290643690511, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.292329826514395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292329826905592, diff to last: 0"
[1] "Final threshold is: 0.0137678802971707"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.81904296720754"
[1] "Starting iterative with newton 1.81904296720754"
[1] "Starting newton at: 0.70422033029635"
[1] "Newton iter: 1, lambda:0.735306057198496, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.735807956309726, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.735808085771784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735808085771793, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735808085771784"
[1] "Starting iterative with newton 0.735808085771784"
[1] "Starting newton at: 0.486132831498655"
[1] "Newton iter: 1, lambda:0.486096504305765, diff to last: 0"
[1] "Newton iter: 2, lambda:0.486096504816346, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486096504816346"
[1] "Starting iterative with newton 0.486096504816346"
[1] "Starting newton at: 0.56562025108389"
[1] "Newton iter: 1, lambda:0.419631050411705, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.427038399013737, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.427057992362146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427057992499096, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.427057992362146"
[1] "Starting iterative with newton 0.427057992362146"
[1] "Starting newton at: 0.570587422880658"
[1] "Newton iter: 1, lambda:0.403559113904837, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.413033105132028, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.413064519887764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413064520232763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.413064519887764"
[1] "Starting iterative with newton 0.413064519887764"
[1] "Starting newton at: 0.267929105147365"
[1] "Newton iter: 1, lambda:0.403284513011088, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.409732386261454, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.409746861257743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409746861330634, diff to last: 0"
[1] "Final threshold is: 0.0192978794063075"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.46816894295043"
[1] "Starting iterative with newton 1.46816894295043"
[1] "Starting newton at: 0.669120248231429"
[1] "Newton iter: 1, lambda:0.780430148346015, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.787714662326989, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.787744791877443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.787744792391413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.787744791877443"
[1] "Starting iterative with newton 0.787744791877443"
[1] "Starting newton at: 0.679428801339174"
[1] "Newton iter: 1, lambda:0.597180408899555, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.600295665846163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.600300245779386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600300245789277, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.600300245779386"
[1] "Starting iterative with newton 0.600300245779386"
[1] "Starting newton at: 0.44960994789948"
[1] "Newton iter: 1, lambda:0.54285354786804, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.546785610154538, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.546792492267044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546792492288109, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546792492267044"
[1] "Starting iterative with newton 0.546792492267044"
[1] "Starting newton at: 0.427809661807264"
[1] "Newton iter: 1, lambda:0.526975734065612, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.531345595274417, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.531353948886954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531353948917454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.531353948886954"
[1] "Starting iterative with newton 0.531353948886954"
[1] "Starting newton at: 0.434487479595855"
[1] "Newton iter: 1, lambda:0.523392109906319, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.526881062459263, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.526886359552427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526886359564629, diff to last: 0"
[1] "Final threshold is: 0.0248148073531343"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.46607825563689"
[1] "Starting iterative with newton 1.46607825563689"
[1] "Starting newton at: 0.712444403087611"
[1] "Newton iter: 1, lambda:0.748131240746215, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.74880749024242, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.748807730101862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748807730101893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.748807730101862"
[1] "Starting iterative with newton 0.748807730101862"
[1] "Starting newton at: 0.689306573081588"
[1] "Newton iter: 1, lambda:0.56920542489, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.57533668589418, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.575353252849961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575353252970737, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.575353252849961"
[1] "Starting iterative with newton 0.575353252849961"
[1] "Starting newton at: 0.447217630406268"
[1] "Newton iter: 1, lambda:0.527553909603185, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.53030260458637, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.530305776385884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.530305776390105, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.530305776385884"
[1] "Starting iterative with newton 0.530305776385884"
[1] "Starting newton at: 0.456158283698043"
[1] "Newton iter: 1, lambda:0.516854183291914, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.518397450816183, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.518398437617215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518398437617619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.518398437617215"
[1] "Starting iterative with newton 0.518398437617215"
[1] "Starting newton at: 0.462406192815739"
[1] "Newton iter: 1, lambda:0.514121595460994, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.515236331651177, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.515236844699804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515236844699912, diff to last: 0"
[1] "Final threshold is: 0.0242661492571629"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15337540844572"
[1] "Starting iterative with newton 1.15337540844572"
[1] "Starting newton at: 0.811047996763611"
[1] "Newton iter: 1, lambda:0.868077580754469, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.870215743137259, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.870218680875326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.870218680880867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.870218680875326"
[1] "Starting iterative with newton 0.870218680875326"
[1] "Starting newton at: 0.806583711856743"
[1] "Newton iter: 1, lambda:0.776181874145013, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.776724011239692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.776724185774495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776724185774513, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.776724185774495"
[1] "Starting iterative with newton 0.776724185774495"
[1] "Starting newton at: 0.808127267893381"
[1] "Newton iter: 1, lambda:0.742648761722738, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.745063078269834, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.745066449049812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745066449056376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.745066449056376"
[1] "Starting iterative with newton 0.745066449056376"
[1] "Starting newton at: 0.810606431035904"
[1] "Newton iter: 1, lambda:0.730707141836508, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.734248670881501, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.734255858935989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.734255858965563, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.734255858965563"
[1] "Starting iterative with newton 0.734255858965563"
[1] "Starting newton at: 0.80544478185294"
[1] "Newton iter: 1, lambda:0.727154529578177, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.730546947148051, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.730553521013603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.73055352103826, diff to last: 0"
[1] "Final threshold is: 0.0344069353029107"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.840898481853092"
[1] "Starting iterative with newton 0.840898481853092"
[1] "Starting newton at: 1.15716562644229"
[1] "Newton iter: 1, lambda:1.02948901255047, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.04163931644491, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.04176011009178, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0417601219478, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0417601219478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0417601219478"
[1] "Starting iterative with newton 1.0417601219478"
[1] "Starting newton at: 1.17145269696492"
[1] "Newton iter: 1, lambda:1.13416031825118, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.1353328665112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.13533405671373, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13533405671496, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13533405671373"
[1] "Starting iterative with newton 1.13533405671373"
[1] "Starting newton at: 1.18413378436965"
[1] "Newton iter: 1, lambda:1.17825022813175, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.17828089472614, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17828089556271, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17828089556271"
[1] "Starting iterative with newton 1.17828089556271"
[1] "Starting newton at: 1.18595437684028"
[1] "Newton iter: 1, lambda:1.19775346839973, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.19787990806491, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19787992246715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19787992246715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19787990806491"
[1] "Starting iterative with newton 1.19787990806491"
[1] "Starting newton at: 1.19140039968275"
[1] "Newton iter: 1, lambda:1.20659194070701, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.20680324530262, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20680328575819, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20680328575819, diff to last: 0"
[1] "Final threshold is: 0.056836907060296"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.946198768913064"
[1] "Starting iterative with newton 0.946198768913064"
[1] "Starting newton at: 0.999947265428898"
[1] "Newton iter: 1, lambda:0.921136078258903, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.925222375918171, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.92523386401414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925233864104756, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.92523386401414"
[1] "Starting iterative with newton 0.92523386401414"
[1] "Starting newton at: 1.00482222083186"
[1] "Newton iter: 1, lambda:0.912094277052177, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.917677442208711, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.917698787255989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917698787567124, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.917698787255989"
[1] "Starting iterative with newton 0.917698787255989"
[1] "Starting newton at: 1.0022969095104"
[1] "Newton iter: 1, lambda:0.909364353043389, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.914961569433182, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.914982979943764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.914982980256197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.914982979943764"
[1] "Starting iterative with newton 0.914982979943764"
[1] "Starting newton at: 1.0033719913486"
[1] "Newton iter: 1, lambda:0.908110126262332, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.913979626544685, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.914003157147599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.914003157524704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.914003157524704"
[1] "Starting iterative with newton 0.914003157524704"
[1] "Starting newton at: 1.0036743816421"
[1] "Newton iter: 1, lambda:0.907667625417225, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.913625285375233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.913649522944686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.913649523344689, diff to last: 0"
[1] "Final threshold is: 0.0430302217719483"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.20335081961282"
[1] "Newton iter: 1, lambda:1.22614032118828, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.22666258025982, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22666285009403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2266628500941, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2266628500941"
[1] "Starting iterative with newton 1.2266628500941"
[1] "Starting newton at: 1.77668270881265"
[1] "Newton iter: 1, lambda:1.48299522064191, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.55368501675336, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.55992932141174, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.55997528760579, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55997529008129, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55997529008129"
[1] "Starting iterative with newton 1.55997529008129"
[1] "Starting newton at: 1.83426037444894"
[1] "Newton iter: 1, lambda:1.73446736768383, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.74571833227015, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.74588235512042, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74588238954838, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74588238954838, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74588238954838"
[1] "Starting iterative with newton 1.74588238954838"
[1] "Starting newton at: 1.85934102812425"
[1] "Newton iter: 1, lambda:1.84597821102848, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.84621371529571, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8462137896786, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8462137896786, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8462137896786"
[1] "Starting iterative with newton 1.8462137896786"
[1] "Starting newton at: 1.8538368211616"
[1] "Newton iter: 1, lambda:1.89702491385732, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.89972409461481, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.89973414334536, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89973414348417, diff to last: 0"
[1] "Final threshold is: 0.0894719249000419"
threshold is:
[{'ad': 0.0013038237670211113, 'da': 0.0032395395402962488, 'dd': 0.005037939211189958}, {'ad': 0.004644967587024942, 'da': 0.005832405485762148, 'dd': 0.010085700510430938}, {'ad': 0.011729143920135634, 'da': 0.013767880297170744, 'dd': 0.01929787940630747}, {'ad': 0.02481480735313429, 'da': 0.0242661492571629, 'dd': 0.03440693530291069}, {'ad': 0.05683690706029596, 'da': 0.043030221771948256, 'dd': 0.08947192490004191}]
Number of points in noise estimation: 128
Estimated noise: 0.047097076823574724
0.047097076823574724
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.4952674969198"
[1] "Starting iterative with newton 27.4952674969198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.3462321193238"
[1] "Starting iterative with newton 13.3462321193238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.09258366541172"
[1] "Starting iterative with newton 7.09258366541172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.52449676658383"
[1] "Starting iterative with newton 6.52449676658383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.57858270449627"
[1] "Starting iterative with newton 4.57858270449627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33680275023414"
[1] "Starting iterative with newton 3.33680275023414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77460457999134"
[1] "Starting iterative with newton 2.77460457999134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38925896651556"
[1] "Starting iterative with newton 2.38925896651556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81904296720754"
[1] "Starting iterative with newton 1.81904296720754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46816894295043"
[1] "Starting iterative with newton 1.46816894295043"
[1] "Starting newton at: 1.72120330664531"
[1] "Newton iter: 1, lambda:1.37216441020054, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.30042663203815, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29483456192597, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.2947986643576, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29479866287434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2947986643576"
[1] "Starting iterative with newton 1.2947986643576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46607825563689"
[1] "Starting iterative with newton 1.46607825563689"
[1] "Starting newton at: 1.71126458503632"
[1] "Newton iter: 1, lambda:1.41947847183936, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.3681476769001, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.3655779243921, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36557120490676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36557120486074, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36557120486074"
[1] "Starting iterative with newton 1.36557120486074"
[1] "Starting newton at: 1.59047815272013"
[1] "Newton iter: 1, lambda:1.31215248183744, diff to last: 0.278"
[1] "Newton iter: 2, lambda:1.24988433699378, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.24521354750713, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.24518626484976, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24518626391746, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24518626484976"
[1] "Starting iterative with newton 1.24518626484976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15337540844572"
[1] "Starting iterative with newton 1.15337540844572"
[1] "Starting newton at: 1.33055355410473"
[1] "Newton iter: 1, lambda:1.2003397532965, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.18010287555506, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.179551233617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17955082076753, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1795508207673, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1795508207673"
[1] "Starting iterative with newton 1.1795508207673"
[1] "Starting newton at: 1.35273102878205"
[1] "Newton iter: 1, lambda:1.23154071917307, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.21496536275282, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.21461753247932, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21461737819994, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21461737819991, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21461737819991"
[1] "Starting iterative with newton 1.21461737819991"
[1] "Starting newton at: 1.38186099747767"
[1] "Newton iter: 1, lambda:1.26983668417186, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.25664670913204, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.25644235964772, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25644231024671, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25644231024671, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.25644231024671"
[1] "Starting iterative with newton 1.25644231024671"
[1] "Starting newton at: 1.41025496782325"
[1] "Newton iter: 1, lambda:1.30718795708058, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.29677626597424, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.29665792090344, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29665790550946, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29665790550946, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.29665790550946"
[1] "Starting iterative with newton 1.29665790550946"
[1] "Starting newton at: 1.46693765993883"
[1] "Newton iter: 1, lambda:1.3636208938645, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.35438652663123, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.35430305666957, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35430304979749, diff to last: 0"
[1] "Final threshold is: 0.063783715102369"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.840898481853092"
[1] "Starting iterative with newton 0.840898481853092"
[1] "Starting newton at: 1.27200243470048"
[1] "Newton iter: 1, lambda:1.2512174195564, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.25072627187967, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25072599368293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25072599368284, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25072599368284"
[1] "Starting iterative with newton 1.25072599368284"
[1] "Starting newton at: 1.6919013173729"
[1] "Newton iter: 1, lambda:1.70055977680493, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.70053381080574, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7005338105791, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.7005338105791"
[1] "Starting iterative with newton 1.7005338105791"
[1] "Starting newton at: 1.97751514144177"
[1] "Newton iter: 1, lambda:1.99184059060009, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.99183691202393, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99183691202388, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99183691202393"
[1] "Starting iterative with newton 1.99183691202393"
[1] "Starting newton at: 2.13513755106019"
[1] "Newton iter: 1, lambda:2.14702727018256, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.14704275909685, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14704275912564, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14704275909685"
[1] "Starting iterative with newton 2.14704275909685"
[1] "Starting newton at: 2.2795794438063"
[1] "Newton iter: 1, lambda:2.21896432211063, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.21974561736506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21974571927661, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21974571927661, diff to last: 0"
[1] "Final threshold is: 0.104543534669571"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.946198768913064"
[1] "Starting iterative with newton 0.946198768913064"
[1] "Starting newton at: 1.26782979970172"
[1] "Newton iter: 1, lambda:1.22962197611847, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.22787608441457, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22787235026403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22787235024694, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22787235024694"
[1] "Starting iterative with newton 1.22787235024694"
[1] "Starting newton at: 1.57084184412617"
[1] "Newton iter: 1, lambda:1.54463812537437, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.5442338175098, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54423371654454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54423371654453, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54423371654454"
[1] "Starting iterative with newton 1.54423371654454"
[1] "Starting newton at: 1.69572891072322"
[1] "Newton iter: 1, lambda:1.77516381843447, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.77271980466924, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.77271798929828, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77271798929727, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77271798929727"
[1] "Starting iterative with newton 1.77271798929727"
[1] "Starting newton at: 1.93258646148698"
[1] "Newton iter: 1, lambda:1.91456132349049, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.91451507899995, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91451507865715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91451507899995"
[1] "Starting iterative with newton 1.91451507899995"
[1] "Starting newton at: 2.07181106101224"
[1] "Newton iter: 1, lambda:1.99388839568973, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.9937605045153, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99376050300487, diff to last: 0"
[1] "Final threshold is: 0.0939002916489664"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57244381788911"
[1] "Newton iter: 1, lambda:1.7133764999306, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.70414690097356, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.70412039883028, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70412039860425, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70412039860425"
[1] "Starting iterative with newton 1.70412039860425"
[1] "Starting newton at: 2.37766112919671"
[1] "Newton iter: 1, lambda:2.32343939363752, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.32488730225777, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.32488826917293, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32488826917336, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.32488826917293"
[1] "Starting iterative with newton 2.32488826917293"
[1] "Starting newton at: 2.55387642436921"
[1] "Newton iter: 1, lambda:2.60085157055574, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.60212299384459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.60212395178839, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60212395178893, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.60212395178839"
[1] "Starting iterative with newton 2.60212395178839"
[1] "Starting newton at: 2.69872916125085"
[1] "Newton iter: 1, lambda:2.71986545601463, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.72014607288591, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72014612261024, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72014612261025, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.72014612261025"
[1] "Starting iterative with newton 2.72014612261025"
[1] "Starting newton at: 2.80772192581449"
[1] "Newton iter: 1, lambda:2.7761913096943, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.77683591369401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77683618285649, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77683618285653, diff to last: 0"
[1] "Final threshold is: 0.130780867030476"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06378371510236895}, {'ad': 0.10454353466957149, 'da': 0.09390029164896638, 'dd': 0.13078086703047617}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.460530579906692. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019533424633943197
0.019533424633943197
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.293891104837"
[1] "Starting iterative with newton 66.293891104837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.1791253304754"
[1] "Starting iterative with newton 32.1791253304754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1009417973265"
[1] "Starting iterative with newton 17.1009417973265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7312264085528"
[1] "Starting iterative with newton 15.7312264085528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0394293585385"
[1] "Starting iterative with newton 11.0394293585385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.04537137844263"
[1] "Starting iterative with newton 8.04537137844263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.68985431422094"
[1] "Starting iterative with newton 6.68985431422094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76074678179369"
[1] "Starting iterative with newton 5.76074678179369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.38589791485338"
[1] "Starting iterative with newton 4.38589791485338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53990489593756"
[1] "Starting iterative with newton 3.53990489593756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53486403582906"
[1] "Starting iterative with newton 3.53486403582906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.78090561363199"
[1] "Starting iterative with newton 2.78090561363199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0274919090144"
[1] "Starting iterative with newton 2.0274919090144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28138162892507"
[1] "Starting iterative with newton 2.28138162892507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62626350355882"
[1] "Starting iterative with newton 1.62626350355882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.460530579906692. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019533424633943197
0.019533424633943197
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454232067916239, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454805520421811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454805521335157, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0454805521335157"
[1] "Starting iterative with newton 0.0454805521335157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00411114966910744, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00411129738837816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00411129738837835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00411129738837816"
[1] "Starting iterative with newton 0.00411129738837816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381898230098084, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381910411654573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381910411654585, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00381910411654573"
[1] "Starting iterative with newton 0.00381910411654573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381697428090591, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381709592877384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381709592877396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00381709592877384"
[1] "Starting iterative with newton 0.00381709592877384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381696048285055, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381708212956664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381708212956676, diff to last: 0"
[1] "Final threshold is: 7.45606860994613e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0943559285422779, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0949179413447762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0949179612342891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0949179612342891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0949179612342891"
[1] "Starting iterative with newton 0.0949179612342891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279379807762994, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279572142245367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279572142336525, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0279572142245367"
[1] "Starting iterative with newton 0.0279572142245367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269006405070322, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269179659126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269179659197869, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269179659197869"
[1] "Starting iterative with newton 0.0269179659197869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268847621536604, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269020593153579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269020593225181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0269020593153579"
[1] "Starting iterative with newton 0.0269020593153579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268845191760733, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269018159057917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269018159129514, diff to last: 0"
[1] "Final threshold is: 0.000525484593511996"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.130237066093853"
[1] "Newton iter: 1, lambda:0.155137968557389, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.155197652857576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.155197653199901, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.155197652857576"
[1] "Starting iterative with newton 0.155197652857576"
[1] "Starting newton at: 0.0393630011979037"
[1] "Newton iter: 1, lambda:0.0329304932111886, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0329318926892207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329318926892869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329318926892207"
[1] "Starting iterative with newton 0.0329318926892207"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299529551430298, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299811957910662, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299811958161757, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0299811958161757"
[1] "Starting iterative with newton 0.0299811958161757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298824050266371, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299104652480025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299104652727502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0299104652480025"
[1] "Starting iterative with newton 0.0299104652480025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298807141991467, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299087701069363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299087701316754, diff to last: 0"
[1] "Final threshold is: 0.000584220706777773"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14207604030931, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.14395289310493, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.143953218917959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143953218917969, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.143953218917959"
[1] "Starting iterative with newton 0.143953218917959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401686351808609, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402326021505824, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402326023127893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0402326021505824"
[1] "Starting iterative with newton 0.0402326021505824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372124139248758, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372649146895859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372649147940862, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0372649146895859"
[1] "Starting iterative with newton 0.0372649146895859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371287923776185, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371809881245817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371809882277344, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0371809881245817"
[1] "Starting iterative with newton 0.0371809881245817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371264281071648, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371786152459477, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371786153490625, diff to last: 0"
[1] "Final threshold is: 0.000726225680915275"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.344188695916582"
[1] "Newton iter: 1, lambda:0.172868794887461, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.176065035764858, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176066169347281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176066169347423, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.176066169347281"
[1] "Starting iterative with newton 0.176066169347281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0532560464707492, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0533956568860757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0533956578453758, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0533956568860757"
[1] "Starting iterative with newton 0.0533956568860757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0488176203921965, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048929829040812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489298296335914, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.048929829040812"
[1] "Starting iterative with newton 0.048929829040812"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486546180686657, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048765894630769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487658952127801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.048765894630769"
[1] "Starting iterative with newton 0.048765894630769"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486486330430622, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487598754775715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487598760591904, diff to last: 0"
[1] "Final threshold is: 0.000952447352801597"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.45964464084412"
[1] "Newton iter: 1, lambda:0.260774407571727, diff to last: 0.199"
[1] "Newton iter: 2, lambda:0.266940844587417, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.26694694818876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266946948194736, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26694694818876"
[1] "Starting iterative with newton 0.26694694818876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100176499213372, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101061980295489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101062049448121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101062049448122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101062049448122"
[1] "Starting iterative with newton 0.101062049448122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0899604111533922, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0906350720117094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090635109946896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0906351099468961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.090635109946896"
[1] "Starting iterative with newton 0.090635109946896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0893121740550061, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0899747359242794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0899747723787801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0899747723787802, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0899747723787801"
[1] "Starting iterative with newton 0.0899747723787801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.089271079609576, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0899328795189667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0899329158813203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0899329158813204, diff to last: 0"
[1] "Final threshold is: 0.00175669783447852"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34671720795885"
[1] "Newton iter: 1, lambda:0.331296662099551, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.331345154603887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.331345155084506, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331345154603887"
[1] "Starting iterative with newton 0.331345154603887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112571234105344, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.113863714003035, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113863884262947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11386388426295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113863884262947"
[1] "Starting iterative with newton 0.113863884262947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0973330281739356, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.098224067223123, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0982241418842316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0982241418842321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0982241418842321"
[1] "Starting iterative with newton 0.0982241418842321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0962292681834468, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970949396468312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970950096926452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970950096926457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0970950096926452"
[1] "Starting iterative with newton 0.0970950096926452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961495385057825, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970133961237361, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970134658457993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970134658457998, diff to last: 0"
[1] "Final threshold is: 0.00189500522357654"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.323494699616726"
[1] "Newton iter: 1, lambda:0.386795725838485, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.387755519245662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.387755737533813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387755737533824, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.387755737533813"
[1] "Starting iterative with newton 0.387755737533813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130120985815435, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132097888657871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132098344463412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132098344463437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.132098344463412"
[1] "Starting iterative with newton 0.132098344463412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109898593693301, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111185190657066, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111185366932564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111185366932567, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111185366932564"
[1] "Starting iterative with newton 0.111185366932564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108248751664251, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109487017313972, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109487179295968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109487179295971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109487179295968"
[1] "Starting iterative with newton 0.109487179295968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108114801794157, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109349194463659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109349355329021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109349355329024, diff to last: 0"
[1] "Final threshold is: 0.0021359673910897"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.391669871557069"
[1] "Newton iter: 1, lambda:0.494453978660469, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.497824743516446, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.497828296926922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497828296930868, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.497828296930868"
[1] "Starting iterative with newton 0.497828296930868"
[1] "Starting newton at: 0.279584551149209"
[1] "Newton iter: 1, lambda:0.189542691595979, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.190804021628127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190804270134457, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190804270134467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190804270134457"
[1] "Starting iterative with newton 0.190804270134457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15633472034047, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159795201584069, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159796895098662, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159796895099068, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.159796895098662"
[1] "Starting iterative with newton 0.159796895098662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15331017062303, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156603408578309, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156604926538028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15660492653835, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156604926538028"
[1] "Starting iterative with newton 0.156604926538028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152997854756485, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156274144958587, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156275645726582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156275645726897, diff to last: 0"
[1] "Final threshold is: 0.00305259854792714"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.53990489593756"
[1] "Starting iterative with newton 3.53990489593756"
[1] "Starting newton at: 0.70029337213852"
[1] "Newton iter: 1, lambda:0.577428641822546, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.582717857840269, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.582728069511301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582728069549307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.582728069511301"
[1] "Starting iterative with newton 0.582728069511301"
[1] "Starting newton at: 0.339047830480173"
[1] "Newton iter: 1, lambda:0.230537285501886, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.232804981204368, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.232805978822074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232805978822267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.232805978822074"
[1] "Starting iterative with newton 0.232805978822074"
[1] "Starting newton at: 0.365875857428576"
[1] "Newton iter: 1, lambda:0.183077438622784, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188779858272779, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.18878545388995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188785453895337, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188785453895337"
[1] "Starting iterative with newton 0.188785453895337"
[1] "Starting newton at: 0.357370805545014"
[1] "Newton iter: 1, lambda:0.177817403190151, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.183235114661218, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183240083942045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183240083946226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183240083946226"
[1] "Starting iterative with newton 0.183240083946226"
[1] "Starting newton at: 0.358703696708674"
[1] "Newton iter: 1, lambda:0.176999366838822, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.182535985412322, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182541164508668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182541164513199, diff to last: 0"
[1] "Final threshold is: 0.0035656540796108"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.53486403582906"
[1] "Starting iterative with newton 3.53486403582906"
[1] "Starting newton at: 0.656288428679711"
[1] "Newton iter: 1, lambda:0.56984358242561, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.572388982942146, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.572391252470652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572391252472455, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572391252470652"
[1] "Starting iterative with newton 0.572391252470652"
[1] "Starting newton at: 0.331114257190351"
[1] "Newton iter: 1, lambda:0.238579402972668, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.240235431566697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240235965464512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240235965464567, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.240235965464512"
[1] "Starting iterative with newton 0.240235965464512"
[1] "Starting newton at: 0.357084718568417"
[1] "Newton iter: 1, lambda:0.194444100009841, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.199039753616605, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199043455498339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199043455500741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199043455498339"
[1] "Starting iterative with newton 0.199043455498339"
[1] "Starting newton at: 0.339893129462648"
[1] "Newton iter: 1, lambda:0.189997815041772, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.193853013563722, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.193855582788463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193855582789604, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193855582789604"
[1] "Starting iterative with newton 0.193855582789604"
[1] "Starting newton at: 0.334528071793202"
[1] "Newton iter: 1, lambda:0.189599692318456, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.19319865649202, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.193200891594559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193200891595421, diff to last: 0"
[1] "Final threshold is: 0.00377387505517295"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.78090561363199"
[1] "Starting iterative with newton 2.78090561363199"
[1] "Starting newton at: 0.563984016382347"
[1] "Newton iter: 1, lambda:0.624369512831729, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.625861722170465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.625862617947761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625862617948084, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625862617947761"
[1] "Starting iterative with newton 0.625862617947761"
[1] "Starting newton at: 0.301741341481882"
[1] "Newton iter: 1, lambda:0.309359100498248, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.309373513802253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309373513853819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.309373513802253"
[1] "Starting iterative with newton 0.309373513802253"
[1] "Starting newton at: 0.299983918138404"
[1] "Newton iter: 1, lambda:0.260174826738933, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.260529440012443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260529468221391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260529468221391, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.260529468221391"
[1] "Starting iterative with newton 0.260529468221391"
[1] "Starting newton at: 0.306956995999468"
[1] "Newton iter: 1, lambda:0.252207309686966, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.252866601235751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252866697158332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252866697158334, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252866697158332"
[1] "Starting iterative with newton 0.252866697158332"
[1] "Starting newton at: 0.304090335112902"
[1] "Newton iter: 1, lambda:0.251043735319752, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.251661139590501, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251661223493712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251661223493714, diff to last: 0"
[1] "Final threshold is: 0.0049158055424004"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.0274919090144"
[1] "Starting iterative with newton 2.0274919090144"
[1] "Starting newton at: 0.812304611472524"
[1] "Newton iter: 1, lambda:0.691844155729622, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.698415233009808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.698435757837121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.69843575803692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698435757837121"
[1] "Starting iterative with newton 0.698435757837121"
[1] "Starting newton at: 0.561635610328374"
[1] "Newton iter: 1, lambda:0.421261089357553, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.42784903221212, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.427863937298219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427863937374443, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427863937374443"
[1] "Starting iterative with newton 0.427863937374443"
[1] "Starting newton at: 0.305433782159489"
[1] "Newton iter: 1, lambda:0.368057989224251, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.369299941480004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.369300427170422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369300427170496, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.369300427170422"
[1] "Starting iterative with newton 0.369300427170422"
[1] "Starting newton at: 0.304626806777506"
[1] "Newton iter: 1, lambda:0.355715350002872, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.356524605312057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356524807467243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356524807467256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.356524807467256"
[1] "Starting iterative with newton 0.356524807467256"
[1] "Starting newton at: 0.301866175644722"
[1] "Newton iter: 1, lambda:0.352929176335832, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.35373401115516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.353734210231672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353734210231684, diff to last: 0"
[1] "Final threshold is: 0.00690964053600778"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28138162892507"
[1] "Starting iterative with newton 2.28138162892507"
[1] "Starting newton at: 0.545757687480764"
[1] "Newton iter: 1, lambda:0.648631319559282, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.653299756115804, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.653309105314899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.653309105352338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.653309105352338"
[1] "Starting iterative with newton 0.653309105352338"
[1] "Starting newton at: 0.295749435057581"
[1] "Newton iter: 1, lambda:0.373236723185115, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.375046383254865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.375047362635516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375047362635803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.375047362635516"
[1] "Starting iterative with newton 0.375047362635516"
[1] "Starting newton at: 0.296929103089882"
[1] "Newton iter: 1, lambda:0.322782277175785, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.322966176281703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.3229661855668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322966176281703"
[1] "Starting iterative with newton 0.322966176281703"
[1] "Starting newton at: 0.296904284943341"
[1] "Newton iter: 1, lambda:0.313007315303479, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.313077395958631, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313077397284282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313077397284282"
[1] "Starting iterative with newton 0.313077397284282"
[1] "Starting newton at: 0.296835694121247"
[1] "Newton iter: 1, lambda:0.311140094535785, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.311195205131928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311195205949041, diff to last: 0"
[1] "Final threshold is: 0.00607870810185002"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.62626350355882"
[1] "Starting iterative with newton 1.62626350355882"
[1] "Starting newton at: 0.717608002979771"
[1] "Newton iter: 1, lambda:0.772504860811652, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.774205709749534, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.774207311700517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774207311701937, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.774207311701937"
[1] "Starting iterative with newton 0.774207311701937"
[1] "Starting newton at: 0.4968831309733"
[1] "Newton iter: 1, lambda:0.548344074203158, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.549517021262509, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.549517624548797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549517624548956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.549517624548797"
[1] "Starting iterative with newton 0.549517624548797"
[1] "Starting newton at: 0.517041116764909"
[1] "Newton iter: 1, lambda:0.488214375638617, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.488551092869584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.488551139062806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.488551139062807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.488551139062806"
[1] "Starting iterative with newton 0.488551139062806"
[1] "Starting newton at: 0.524783313392989"
[1] "Newton iter: 1, lambda:0.470776028068737, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.471928166422143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47192869610012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471928696100232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.47192869610012"
[1] "Starting iterative with newton 0.47192869610012"
[1] "Starting newton at: 0.526566194930338"
[1] "Newton iter: 1, lambda:0.465949527844701, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.467390865017138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.467391689220576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.467391689220845, diff to last: 0"
[1] "Final threshold is: 0.00912976033592678"
threshold is:
[{'ad': 7.456068609946127e-05, 'da': 0.0005254845935119961, 'dd': 0.0005842207067777728}, {'ad': 0.0007262256809152753, 'da': 0.0009524473528015973, 'dd': 0.0017566978344785236}, {'ad': 0.0018950052235765437, 'da': 0.0021359673910897035, 'dd': 0.0030525985479271417}, {'ad': 0.003565654079610799, 'da': 0.0037738750551729464, 'dd': 0.004915805542400397}, {'ad': 0.006909640536007781, 'da': 0.0060787081018500175, 'dd': 0.009129760335926778}]
Number of points in noise estimation: 128
Estimated noise: 0.047097076823574724
0.047097076823574724
threshold is:
[{'ad': 0.03226146623248649, 'da': 0.0004885775615172498, 'dd': 0.0038004358727234157}, {'ad': 0.0033112150131349156, 'da': 0.008542798354643721, 'dd': 0.012937836306830902}, {'ad': 0.00846486576459915, 'da': 0.007212851460298481, 'dd': 0.017969520723925936}, {'ad': 0.018017825998234205, 'da': 0.020841537266500072, 'dd': 0.024582299809479992}, {'ad': 0.044115979016975726, 'da': 0.038658330743888344, 'dd': 0.06198574738781494}]
['baboon256', 0.05, 3, 0.0007020431847527241, 0.0010547529304787368, 0.0009602539836339126, 0.006827770204192176, 0.0013348990856325259, 0.0014433778277831433, 0.0006151488469833428, 0.0007020431847527245, 31.53636172310417, 29.768492593198886, 30.176138824792275, 21.657211039502016, 28.74551564418863, 28.4061997033199, 32.11019785684699, 31.536361723104168]
baboon256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.04660602206323621
0.04660602206323621
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0948191599700377, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0953723553188724, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0953723741181294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0953723741181294, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0953723741181294"
[1] "Starting iterative with newton 0.0953723741181294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327274413193769, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327594613509193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032759461381574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.032759461381574"
[1] "Starting iterative with newton 0.032759461381574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.031566978660611, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315957757394838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0315957757634521, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0315957757394838"
[1] "Starting iterative with newton 0.0315957757394838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0315452044225989, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315739439095237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0315739439333814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0315739439333814"
[1] "Starting iterative with newton 0.0315739439333814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0315447958476279, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315735342548702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0315735342787258, diff to last: 0"
[1] "Final threshold is: 0.00147151683520864"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.210500069262962, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.216497695089977, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.216502508867055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216502508870154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216502508867055"
[1] "Starting iterative with newton 0.216502508867055"
[1] "Starting newton at: 0.116735067579938"
[1] "Newton iter: 1, lambda:0.0843650954289768, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0844462899814853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0844462904925718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0844462899814853"
[1] "Starting iterative with newton 0.0844462899814853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762573230214631, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.076688251415177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0766882651722534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0766882651722534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0766882651722534"
[1] "Starting iterative with newton 0.0766882651722534"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758036006897304, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0762282382370027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0762282515585618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0762282515585618, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0762282515585618"
[1] "Starting iterative with newton 0.0762282515585618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0757766865523166, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0762009527648868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0762009660609783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0762009660609783, diff to last: 0"
[1] "Final threshold is: 0.00355142328579993"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.128607736024011"
[1] "Newton iter: 1, lambda:0.271256810032915, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.274504639957181, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.274506300202658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274506300203092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.274506300202658"
[1] "Starting iterative with newton 0.274506300202658"
[1] "Starting newton at: 0.156788204616539"
[1] "Newton iter: 1, lambda:0.126157584820875, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.126264941640893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.126264942960838, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.126264941640893"
[1] "Starting iterative with newton 0.126264941640893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111834364712857, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113201727385902, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11320193162257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113201931622574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.113201931622574"
[1] "Starting iterative with newton 0.113201931622574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110703653672339, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112037576908859, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112037770428331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112037770428335, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.112037770428331"
[1] "Starting iterative with newton 0.112037770428331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110602809622889, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111933775118375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111933967705013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111933967705017, diff to last: 0"
[1] "Final threshold is: 0.00521679696848542"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.288623509861789"
[1] "Newton iter: 1, lambda:0.320737538150591, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.320941213098234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320941221255426, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.320941213098234"
[1] "Starting iterative with newton 0.320941213098234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113414283923145, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114709202762676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114709371423544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114709371423547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114709371423544"
[1] "Starting iterative with newton 0.114709371423544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0993310941680167, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100255826371641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1002559064827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100255906482701, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1002559064827"
[1] "Starting iterative with newton 0.1002559064827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0983453437938771, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0992470321618459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0992471079304429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0992471079304434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0992471079304429"
[1] "Starting iterative with newton 0.0992471079304429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982765390379292, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991766326299158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991767081029163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991767081029168, diff to last: 0"
[1] "Final threshold is: 0.00462223184600365"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.526020120867235"
[1] "Newton iter: 1, lambda:0.425647193062814, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.428270276869189, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.428272112006324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428272112007222, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.428272112007222"
[1] "Starting iterative with newton 0.428272112007222"
[1] "Starting newton at: 0.255751891783918"
[1] "Newton iter: 1, lambda:0.162984024687697, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.164137006194284, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.164137185075473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164137185075478, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.164137185075478"
[1] "Starting iterative with newton 0.164137185075478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136932109088159, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139287122822543, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139287818134996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139287818135056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.139287818134996"
[1] "Starting iterative with newton 0.139287818134996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134631684425625, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.136891812625777, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13689244848244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13689244848249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13689244848244"
[1] "Starting iterative with newton 0.13689244848244"
[1] "Starting newton at: 0.263562654871099"
[1] "Newton iter: 1, lambda:0.134602423422095, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.136660609522187, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136661136459285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13666113645932, diff to last: 0"
[1] "Final threshold is: 0.00636923194100837"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.32807689615422"
[1] "Starting iterative with newton 3.32807689615422"
[1] "Starting newton at: 0.527632412024031"
[1] "Newton iter: 1, lambda:0.614249770726345, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.61733608843035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.617339925380351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617339925386276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617339925380351"
[1] "Starting iterative with newton 0.617339925380351"
[1] "Starting newton at: 0.240038034375894"
[1] "Newton iter: 1, lambda:0.26906156141646, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.269241963250418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924197020698, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924197020698"
[1] "Starting iterative with newton 0.26924197020698"
[1] "Starting newton at: 0.229729963100843"
[1] "Newton iter: 1, lambda:0.220813947550701, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.220829322514951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.220829322560691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220829322514951"
[1] "Starting iterative with newton 0.220829322514951"
[1] "Starting newton at: 0.277917693160793"
[1] "Newton iter: 1, lambda:0.21303503635753, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.213834928522625, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.213835050531924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213835050531927, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213835050531924"
[1] "Starting iterative with newton 0.213835050531924"
[1] "Starting newton at: 0.28491196514382"
[1] "Newton iter: 1, lambda:0.211807031806356, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.212819837932924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.212820033123361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212820033123368, diff to last: 0"
[1] "Final threshold is: 0.00991869515924635"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.82623311432294"
[1] "Starting iterative with newton 2.82623311432294"
[1] "Starting newton at: 0.533403027662013"
[1] "Newton iter: 1, lambda:0.618917456244352, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.62189002943578, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.621893538923456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621893538928343, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621893538923456"
[1] "Starting iterative with newton 0.621893538923456"
[1] "Starting newton at: 0.318057706121003"
[1] "Newton iter: 1, lambda:0.293534518399353, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.29368137303504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293681378311348, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.293681378311348"
[1] "Starting iterative with newton 0.293681378311348"
[1] "Starting newton at: 0.316389825187842"
[1] "Newton iter: 1, lambda:0.241787690515759, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.242993009663049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242993325489439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242993325489461, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242993325489461"
[1] "Starting iterative with newton 0.242993325489461"
[1] "Starting newton at: 0.314057363602415"
[1] "Newton iter: 1, lambda:0.233840251473148, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.235207046777137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235207445068303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235207445068337, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235207445068337"
[1] "Starting iterative with newton 0.235207445068337"
[1] "Starting newton at: 0.317895685766471"
[1] "Newton iter: 1, lambda:0.232466008564146, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.23401117585514, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.234011683356825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23401168335688, diff to last: 0"
[1] "Final threshold is: 0.0109063536775832"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.40973958212993"
[1] "Starting iterative with newton 2.40973958212993"
[1] "Starting newton at: 0.602263789060245"
[1] "Newton iter: 1, lambda:0.632823544777685, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.633210842585641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.633210904220956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633210904220957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633210904220957"
[1] "Starting iterative with newton 0.633210904220957"
[1] "Starting newton at: 0.262498675103554"
[1] "Newton iter: 1, lambda:0.34942502042688, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.351554530338669, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.351555798523909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351555798524358, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351555798524358"
[1] "Starting iterative with newton 0.351555798524358"
[1] "Starting newton at: 0.300093284669995"
[1] "Newton iter: 1, lambda:0.301157933670429, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.301158225460167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301158225460189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301158225460167"
[1] "Starting iterative with newton 0.301158225460167"
[1] "Starting newton at: 0.30112426995919"
[1] "Newton iter: 1, lambda:0.291942448796035, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.291963794436259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291963794551706, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.291963794436259"
[1] "Starting iterative with newton 0.291963794436259"
[1] "Starting newton at: 0.301539031747502"
[1] "Newton iter: 1, lambda:0.290249215266229, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.290281388094997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290281388356499, diff to last: 0"
[1] "Final threshold is: 0.0135288607781023"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90589020728884"
[1] "Starting iterative with newton 1.90589020728884"
[1] "Starting newton at: 0.641651834988205"
[1] "Newton iter: 1, lambda:0.747309194170273, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.75337956098739, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.753398963183691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753398963381453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753398963381453"
[1] "Starting iterative with newton 0.753398963381453"
[1] "Starting newton at: 0.537082173361202"
[1] "Newton iter: 1, lambda:0.476590126546604, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.477990501295505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.477991260594803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477991260595026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.477991260594803"
[1] "Starting iterative with newton 0.477991260594803"
[1] "Starting newton at: 0.498418478662622"
[1] "Newton iter: 1, lambda:0.410085516047485, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.412792614930252, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.412795191725341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412795191727675, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.412795191725341"
[1] "Starting iterative with newton 0.412795191725341"
[1] "Starting newton at: 0.479206783370674"
[1] "Newton iter: 1, lambda:0.394953000122092, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.397361094063677, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.39736308437882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397363084380179, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39736308437882"
[1] "Starting iterative with newton 0.39736308437882"
[1] "Starting newton at: 0.473982184895484"
[1] "Newton iter: 1, lambda:0.391401899922446, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.39370306434436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.393704871339283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393704871340397, diff to last: 0"
[1] "Final threshold is: 0.0183490179200941"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.4981363617656"
[1] "Starting iterative with newton 1.4981363617656"
[1] "Starting newton at: 0.918179758264084"
[1] "Newton iter: 1, lambda:0.783965403061329, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.793560335786908, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.793612682990538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793612684542735, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.793612682990538"
[1] "Starting iterative with newton 0.793612682990538"
[1] "Starting newton at: 0.699082181960827"
[1] "Newton iter: 1, lambda:0.593732428146357, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.598803571977763, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.598815713579145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598815713648656, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.598815713579145"
[1] "Starting iterative with newton 0.598815713579145"
[1] "Starting newton at: 0.45393633725073"
[1] "Newton iter: 1, lambda:0.539546417391127, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.542850635875761, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.542855485326889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.542855485337327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.542855485326889"
[1] "Starting iterative with newton 0.542855485326889"
[1] "Starting newton at: 0.456948013687071"
[1] "Newton iter: 1, lambda:0.524627462763408, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.526647987899066, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.526649767841965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526649767843346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.526649767841965"
[1] "Starting iterative with newton 0.526649767841965"
[1] "Starting newton at: 0.46313211999395"
[1] "Newton iter: 1, lambda:0.520504947510573, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.521946569645381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.521947470780589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521947470780941, diff to last: 0"
[1] "Final threshold is: 0.0243258953390505"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.52303586343451"
[1] "Starting iterative with newton 1.52303586343451"
[1] "Starting newton at: 0.731189959312085"
[1] "Newton iter: 1, lambda:0.754957337102147, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.755260613380812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.755260662338798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755260662338799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.755260662338799"
[1] "Starting iterative with newton 0.755260662338799"
[1] "Starting newton at: 0.429715366268042"
[1] "Newton iter: 1, lambda:0.558149476442197, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.565545858508124, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.56556986145193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565569861704286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.565569861704286"
[1] "Starting iterative with newton 0.565569861704286"
[1] "Starting newton at: 0.443756568686483"
[1] "Newton iter: 1, lambda:0.514559504335298, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.516660021431644, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.516661848328774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.516661848330155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.516661848328774"
[1] "Starting iterative with newton 0.516661848328774"
[1] "Starting newton at: 0.453107989512586"
[1] "Newton iter: 1, lambda:0.502848308425318, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.503865618857463, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.503866040829421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503866040829494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.503866040829494"
[1] "Starting iterative with newton 0.503866040829494"
[1] "Starting newton at: 0.457151711539004"
[1] "Newton iter: 1, lambda:0.499762313141134, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.500504993767447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.500505217751344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500505217751365, diff to last: 0"
[1] "Final threshold is: 0.023326557221285"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15328229235965"
[1] "Starting iterative with newton 1.15328229235965"
[1] "Starting newton at: 0.80483634800997"
[1] "Newton iter: 1, lambda:0.870362410143376, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.873196715773328, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.873201881666944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.873201881684083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.873201881666944"
[1] "Starting iterative with newton 0.873201881666944"
[1] "Starting newton at: 0.793462457196324"
[1] "Newton iter: 1, lambda:0.780253596608011, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.780357050344633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.780357056724269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.780357056724269"
[1] "Starting iterative with newton 0.780357056724269"
[1] "Starting newton at: 0.788600115709388"
[1] "Newton iter: 1, lambda:0.747752057089784, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.748705479757631, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.748706007616179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748706007616341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.748706007616179"
[1] "Starting iterative with newton 0.748706007616179"
[1] "Starting newton at: 0.789509363923131"
[1] "Newton iter: 1, lambda:0.736206523268909, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.73780753025805, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.737809005357107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737809005358358, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.737809005357107"
[1] "Starting iterative with newton 0.737809005357107"
[1] "Starting newton at: 0.788598603770341"
[1] "Newton iter: 1, lambda:0.73226142726738, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.734042240453321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.734044059760338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.734044059762235, diff to last: 0"
[1] "Final threshold is: 0.0342108736445778"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.845876362947463"
[1] "Starting iterative with newton 0.845876362947463"
[1] "Starting newton at: 1.15717358710249"
[1] "Newton iter: 1, lambda:1.02671116546356, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.03932475360114, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.03945448063543, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03945449425874, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03945449425874, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03945448063543"
[1] "Starting iterative with newton 1.03945448063543"
[1] "Starting newton at: 1.17948359076867"
[1] "Newton iter: 1, lambda:1.12694852308845, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.12923352492364, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12923801519796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12923801521528, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12923801519796"
[1] "Starting iterative with newton 1.12923801519796"
[1] "Starting newton at: 1.17831383154299"
[1] "Newton iter: 1, lambda:1.17014559634247, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.17020407873237, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17020408174741, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17020408174741"
[1] "Starting iterative with newton 1.17020408174741"
[1] "Starting newton at: 1.17444504521967"
[1] "Newton iter: 1, lambda:1.18859381018213, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.18877410052796, diff to last: 0"
[1] "Newton iter: 3, lambda:1.18877412952212, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18877412952212, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18877412952212"
[1] "Starting iterative with newton 1.18877412952212"
[1] "Starting newton at: 1.17661367644932"
[1] "Newton iter: 1, lambda:1.19679683972189, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.19716718689546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19716730990173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19716730990174, diff to last: 0"
[1] "Final threshold is: 0.0557952060586651"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.945066277668084"
[1] "Starting iterative with newton 0.945066277668084"
[1] "Starting newton at: 1.0241988784766"
[1] "Newton iter: 1, lambda:0.911106055402466, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.919302092533031, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.919348105983226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.91934810742773, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.919348105983226"
[1] "Starting iterative with newton 0.919348105983226"
[1] "Starting newton at: 1.02396441599279"
[1] "Newton iter: 1, lambda:0.900446716569178, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.910104636168115, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.91016814274834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910168145481634, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.910168145481634"
[1] "Starting iterative with newton 0.910168145481634"
[1] "Starting newton at: 1.0239050813835"
[1] "Newton iter: 1, lambda:0.896594692727437, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.906809721568037, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.906880612848561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.90688061624633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.90688061624633"
[1] "Starting iterative with newton 0.90688061624633"
[1] "Starting newton at: 1.02406285993687"
[1] "Newton iter: 1, lambda:0.895176064921606, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.905627738409487, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.905701896054732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.905701899769628, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.905701896054732"
[1] "Starting iterative with newton 0.905701896054732"
[1] "Starting newton at: 1.02459427660701"
[1] "Newton iter: 1, lambda:0.894576801306686, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.905202465864759, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.905279095442336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9052790994078, diff to last: 0"
[1] "Final threshold is: 0.0421914576803865"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.23281769469622"
[1] "Newton iter: 1, lambda:1.21469230347588, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.2150082616614, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21500835903306, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21500835903307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21500835903307"
[1] "Starting iterative with newton 1.21500835903307"
[1] "Starting newton at: 1.84548786330122"
[1] "Newton iter: 1, lambda:1.34588935606137, diff to last: 0.5"
[1] "Newton iter: 2, lambda:1.50113498588526, diff to last: 0.155"
[1] "Newton iter: 3, lambda:1.53233974202273, diff to last: 0.031"
[1] "Newton iter: 4, lambda:1.53349402428841, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.53349555964135, diff to last: 0"
[1] "Newton iter: 6, lambda:1.53349555964406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53349555964135"
[1] "Starting iterative with newton 1.53349555964135"
[1] "Starting newton at: 1.86932965386443"
[1] "Newton iter: 1, lambda:1.66640540749539, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.70622517928337, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.70830106968505, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.70830649158674, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70830649162364, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70830649162364"
[1] "Starting iterative with newton 1.70830649162364"
[1] "Starting newton at: 1.89056090559157"
[1] "Newton iter: 1, lambda:1.79009399830775, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.80175021997559, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.80193123590462, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8019312789811, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8019312789811, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8019312789811"
[1] "Starting iterative with newton 1.8019312789811"
[1] "Starting newton at: 1.89559650050092"
[1] "Newton iter: 1, lambda:1.84898544670301, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.85174281194315, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.85175308585148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85175308599364, diff to last: 0"
[1] "Final threshold is: 0.0863028451814853"
threshold is:
[{'ad': 0.0014715168352086405, 'da': 0.0035514232857999325, 'dd': 0.0052167969684854204}, {'ad': 0.004622231846003654, 'da': 0.006369231941008372, 'dd': 0.009918695159246349}, {'ad': 0.010906353677583224, 'da': 0.013528860778102265, 'dd': 0.018349017920094128}, {'ad': 0.024325895339050465, 'da': 0.023326557221284957, 'dd': 0.034210873644577776}, {'ad': 0.05579520605866515, 'da': 0.04219145768038653, 'dd': 0.0863028451814853}]
Number of points in noise estimation: 128
Estimated noise: 0.04660602206323621
0.04660602206323621
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.352631701711"
[1] "Starting iterative with newton 28.352631701711"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.4759924018179"
[1] "Starting iterative with newton 13.4759924018179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.35047508331569"
[1] "Starting iterative with newton 7.35047508331569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64535532450652"
[1] "Starting iterative with newton 6.64535532450652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65622613677811"
[1] "Starting iterative with newton 4.65622613677811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.32807689615422"
[1] "Starting iterative with newton 3.32807689615422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.82623311432294"
[1] "Starting iterative with newton 2.82623311432294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.40973958212993"
[1] "Starting iterative with newton 2.40973958212993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90589020728884"
[1] "Starting iterative with newton 1.90589020728884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.4981363617656"
[1] "Starting iterative with newton 1.4981363617656"
[1] "Starting newton at: 1.71619682829419"
[1] "Newton iter: 1, lambda:1.36995004520971, diff to last: 0.346"
[1] "Newton iter: 2, lambda:1.29932417883117, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.29391273950649, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.29387919001156, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29387918871859, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29387919001156"
[1] "Starting iterative with newton 1.29387919001156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.52303586343451"
[1] "Starting iterative with newton 1.52303586343451"
[1] "Starting newton at: 1.8059135841531"
[1] "Newton iter: 1, lambda:1.42862079554846, diff to last: 0.377"
[1] "Newton iter: 2, lambda:1.36029894033785, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.35572828571926, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.35570658333947, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3557065828488, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35570658333947"
[1] "Starting iterative with newton 1.35570658333947"
[1] "Starting newton at: 1.63416295580432"
[1] "Newton iter: 1, lambda:1.29893232376694, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.21522406968224, diff to last: 0.084"
[1] "Newton iter: 3, lambda:1.2063175278853, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.20621128982065, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20621127467251, diff to last: 0"
[1] "Newton iter: 6, lambda:1.20621127467251, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20621127467251"
[1] "Starting iterative with newton 1.20621127467251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15328229235965"
[1] "Starting iterative with newton 1.15328229235965"
[1] "Starting newton at: 1.32324546104962"
[1] "Newton iter: 1, lambda:1.19662122984584, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.1773668427007, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.17686641978164, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17686607943342, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17686607943327, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17686607943342"
[1] "Starting iterative with newton 1.17686607943342"
[1] "Starting newton at: 1.35271627369611"
[1] "Newton iter: 1, lambda:1.23031737413463, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.21349063345104, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.21313254647458, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21313238307867, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21313238307863, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21313238307867"
[1] "Starting iterative with newton 1.21313238307867"
[1] "Starting newton at: 1.38285096454397"
[1] "Newton iter: 1, lambda:1.27482042317328, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.26271075332895, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.26254106058142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26254102702737, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26254102702736, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26254102702736"
[1] "Starting iterative with newton 1.26254102702736"
[1] "Starting newton at: 1.43416276861488"
[1] "Newton iter: 1, lambda:1.33657414403005, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.32783231958246, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.32775400185004, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32775399552188, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32775399552188"
[1] "Starting iterative with newton 1.32775399552188"
[1] "Starting newton at: 1.49482441199959"
[1] "Newton iter: 1, lambda:1.40058416159176, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.39350387020531, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.39345866582876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39345866397335, diff to last: 0"
[1] "Final threshold is: 0.0649435653238229"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.845876362947463"
[1] "Starting iterative with newton 0.845876362947463"
[1] "Starting newton at: 1.27919641098876"
[1] "Newton iter: 1, lambda:1.24212614561709, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.24056102706278, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.24055815877303, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24055815876339, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24055815876339"
[1] "Starting iterative with newton 1.24055815876339"
[1] "Starting newton at: 1.68593041566556"
[1] "Newton iter: 1, lambda:1.68314644983727, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.68314370349242, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68314370348973, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68314370348973"
[1] "Starting iterative with newton 1.68314370348973"
[1] "Starting newton at: 1.95574192936301"
[1] "Newton iter: 1, lambda:1.97643620786528, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.97641998798471, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97641998798039, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97641998798039"
[1] "Starting iterative with newton 1.97641998798039"
[1] "Starting newton at: 2.11653810267788"
[1] "Newton iter: 1, lambda:2.13757776834323, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.13761977508433, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13761977528477, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13761977508433"
[1] "Starting iterative with newton 2.13761977508433"
[1] "Starting newton at: 2.26789646661314"
[1] "Newton iter: 1, lambda:2.21337259273124, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.21398176280267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21398182344781, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21398182344781, diff to last: 0"
[1] "Final threshold is: 0.103184885711212"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.945066277668084"
[1] "Starting iterative with newton 0.945066277668084"
[1] "Starting newton at: 1.27413913925412"
[1] "Newton iter: 1, lambda:1.23083195148618, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.2285982535778, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22859214146987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22859214142406, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22859214142406"
[1] "Starting iterative with newton 1.22859214142406"
[1] "Starting newton at: 1.56701809783324"
[1] "Newton iter: 1, lambda:1.54111163848949, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.54071063938767, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54071053875334, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54071053875334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54071053875334"
[1] "Starting iterative with newton 1.54071053875334"
[1] "Starting newton at: 1.69553812079743"
[1] "Newton iter: 1, lambda:1.77215411335615, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.76985976056083, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.76985812548014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7698581254793, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7698581254793"
[1] "Starting iterative with newton 1.7698581254793"
[1] "Starting newton at: 1.94702612414754"
[1] "Newton iter: 1, lambda:1.91168747417462, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.91152356064757, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91152355617842, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91152356064757"
[1] "Starting iterative with newton 1.91152356064757"
[1] "Starting newton at: 2.08034220862493"
[1] "Newton iter: 1, lambda:1.9823755209932, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.98222575002044, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98222574765924, diff to last: 0"
[1] "Final threshold is: 0.0923836570397674"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.58199119457546"
[1] "Newton iter: 1, lambda:1.71104578823274, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.70332200871677, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.70330266603101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7033026659064, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.7033026659064"
[1] "Starting iterative with newton 1.7033026659064"
[1] "Starting newton at: 2.39974331551989"
[1] "Newton iter: 1, lambda:2.30783564146695, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.31195128268227, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.31195866931568, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31195866933963, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.31195866931568"
[1] "Starting iterative with newton 2.31195866931568"
[1] "Starting newton at: 2.51610044443388"
[1] "Newton iter: 1, lambda:2.57723093348573, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.57924996358847, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.5792522658457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5792522658487, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5792522658457"
[1] "Starting iterative with newton 2.5792522658457"
[1] "Starting newton at: 2.70198266195713"
[1] "Newton iter: 1, lambda:2.70696828021061, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.70698332758875, diff to last: 0"
[1] "Newton iter: 3, lambda:2.706983327726, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.70698332758875"
[1] "Starting iterative with newton 2.70698332758875"
[1] "Starting newton at: 2.81604891873902"
[1] "Newton iter: 1, lambda:2.75285836645965, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.75533926045513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.75534307291027, diff to last: 0"
[1] "Newton iter: 4, lambda:2.75534307291928, diff to last: 0"
[1] "Final threshold is: 0.128415580047841"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06494356532382288}, {'ad': 0.10318488571121236, 'da': 0.0923836570397674, 'dd': 0.12841558004784118}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462120959239878. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02000174982369982
0.02000174982369982
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.0643888803689"
[1] "Starting iterative with newton 66.0643888803689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.4003727043393"
[1] "Starting iterative with newton 31.4003727043393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1273217057422"
[1] "Starting iterative with newton 17.1273217057422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.4843241017353"
[1] "Starting iterative with newton 15.4843241017353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8494596710218"
[1] "Starting iterative with newton 10.8494596710218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.75474279087944"
[1] "Starting iterative with newton 7.75474279087944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.58539797982629"
[1] "Starting iterative with newton 6.58539797982629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.61492754990507"
[1] "Starting iterative with newton 5.61492754990507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.44090951211482"
[1] "Starting iterative with newton 4.44090951211482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49080340198298"
[1] "Starting iterative with newton 3.49080340198298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.5488216621039"
[1] "Starting iterative with newton 3.5488216621039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68725988659082"
[1] "Starting iterative with newton 2.68725988659082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97097417884848"
[1] "Starting iterative with newton 1.97097417884848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20209632539399"
[1] "Starting iterative with newton 2.20209632539399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57162670547044"
[1] "Starting iterative with newton 1.57162670547044"
[1] "Starting newton at: 1.79119874767302"
[1] "Newton iter: 1, lambda:1.40792066395632, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.33310112393282, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.32732324976957, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.32728663540765, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32728663393278, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32728663393278"
[1] "Starting iterative with newton 1.32728663393278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462120959239878. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02000174982369982
0.02000174982369982
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0379746514543416, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380143364929609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380143365362934, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0380143364929609"
[1] "Starting iterative with newton 0.0380143364929609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0211812960606334, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0211876668776131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0211876668781893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0211876668776131"
[1] "Starting iterative with newton 0.0211876668776131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209756961109603, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.020981969880745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209819698813062, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.020981969880745"
[1] "Starting iterative with newton 0.020981969880745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020973158896407, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209794314657066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209794314662676, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0209794314657066"
[1] "Starting iterative with newton 0.0209794314657066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209731275822188, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209794001367016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209794001372625, diff to last: 0"
[1] "Final threshold is: 0.000419624712985599"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102174905976312, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.10292168598342, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102921725762179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102921725762179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.102921725762179"
[1] "Starting iterative with newton 0.102921725762179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0329552543296693, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329913535374703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329913535807797, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329913535374703"
[1] "Starting iterative with newton 0.0329913535374703"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308312637464635, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0308623193933058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0308623194248114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0308623193933058"
[1] "Starting iterative with newton 0.0308623193933058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0307667943665141, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0307977029848027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0307977030159933, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0307977030159933"
[1] "Starting iterative with newton 0.0307977030159933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0307648379710264, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.030795742133122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0307957421643031, diff to last: 0"
[1] "Final threshold is: 0.000615968729781878"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145927596062201, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148039727346552, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148040167685916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148040167685935, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148040167685916"
[1] "Starting iterative with newton 0.148040167685916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0433464269046308, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434365009852374, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434365013741681, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0434365009852374"
[1] "Starting iterative with newton 0.0434365009852374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0389047337316115, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389743702102036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389743704333055, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0389743702102036"
[1] "Starting iterative with newton 0.0389743702102036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0387182548553172, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0387870968361946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387870970538287, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0387870970538287"
[1] "Starting iterative with newton 0.0387870970538287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0387104345426959, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0387792433152901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387792435326973, diff to last: 0"
[1] "Final threshold is: 0.000775652723144817"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.21529777291919"
[1] "Newton iter: 1, lambda:0.145202069271708, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.145636031803528, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145636048532452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145636048532452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.145636048532452"
[1] "Starting iterative with newton 0.145636048532452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465425454436244, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0466322266951458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466322270280844, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0466322266951458"
[1] "Starting iterative with newton 0.0466322266951458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437418820255206, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438182458058299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438182460385548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438182458058299"
[1] "Starting iterative with newton 0.0438182458058299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436618098819898, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437378143719978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437378146022958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437378143719978"
[1] "Starting iterative with newton 0.0437378143719978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436595206412943, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437355148767534, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437355151069824, diff to last: 0"
[1] "Final threshold is: 0.000874786831580506"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0768585335867133"
[1] "Newton iter: 1, lambda:0.194808767296676, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.196411955991123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.19641224943418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19641224943419, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.19641224943419"
[1] "Starting iterative with newton 0.19641224943419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0599961600504495, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0602027572101521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0602027596598989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0602027596598989"
[1] "Starting iterative with newton 0.0602027596598989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0541638270979039, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0543233108766335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0543233122593921, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0543233108766335"
[1] "Starting iterative with newton 0.0543233108766335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053914391353749, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.05407202767321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540720290208558, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.05407202767321"
[1] "Starting iterative with newton 0.05407202767321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539037354019156, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540612930946103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540612944407726, diff to last: 0"
[1] "Final threshold is: 0.00108132045962411"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.354680336760192"
[1] "Newton iter: 1, lambda:0.283947203989413, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.284803388154181, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.284803514893958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284803514893961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284803514893958"
[1] "Starting iterative with newton 0.284803514893958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0921296138516882, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928869700045513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928870211782174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928870211782176, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0928870211782176"
[1] "Starting iterative with newton 0.0928870211782176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0795002237833446, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0800216142306013, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0800216366589609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0800216366589609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0800216366589609"
[1] "Starting iterative with newton 0.0800216366589609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0786647070702427, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791723691749878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0791723903203384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791723903203385, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0791723903203384"
[1] "Starting iterative with newton 0.0791723903203384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0786095982667969, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791163628833692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0791163839462887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791163839462887, diff to last: 0"
[1] "Final threshold is: 0.00158246611864945"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326442219354287"
[1] "Newton iter: 1, lambda:0.33357020444802, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.33358098822674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333580988251397, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33358098822674"
[1] "Starting iterative with newton 0.33358098822674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111786906254039, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113007594028955, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113007739432236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113007739432238, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113007739432236"
[1] "Starting iterative with newton 0.113007739432236"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0970386692588675, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978941235586029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0978941900059304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978941900059308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0978941900059304"
[1] "Starting iterative with newton 0.0978941900059304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960053906747617, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968384151854038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968384778716512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968384778716515, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0968384778716512"
[1] "Starting iterative with newton 0.0968384778716512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959331153840465, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967645855847664, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967646480148716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967646480148719, diff to last: 0"
[1] "Final threshold is: 0.00193546228137184"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.45057925320589"
[1] "Newton iter: 1, lambda:0.394091594354046, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.394857286784151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.394857429134873, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394857429134878, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.394857429134878"
[1] "Starting iterative with newton 0.394857429134878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133195962443729, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135327843186458, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135328388877883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135328388877919, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.135328388877919"
[1] "Starting iterative with newton 0.135328388877919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112232526179046, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113605466144306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113605671572809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113605671572814, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.113605671572809"
[1] "Starting iterative with newton 0.113605671572809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110472752133299, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111791609252511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111791797203885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111791797203889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.111791797203885"
[1] "Starting iterative with newton 0.111791797203885"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110325783578932, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111640187707875, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111640374258567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11164037425857, diff to last: 0"
[1] "Final threshold is: 0.00223300283614407"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.410792311205873"
[1] "Newton iter: 1, lambda:0.500868936805521, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.503528403037345, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.503530679032312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503530679033978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.503530679032312"
[1] "Starting iterative with newton 0.503530679032312"
[1] "Starting newton at: 0.348945840511959"
[1] "Newton iter: 1, lambda:0.182615462302402, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.186938897347232, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18694184881343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186941848814805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.18694184881343"
[1] "Starting iterative with newton 0.18694184881343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149156253853033, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15233814529859, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152339591518732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152339591519031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152339591518732"
[1] "Starting iterative with newton 0.152339591518732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145545706266054, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148538451593915, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148539715596443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148539715596669, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.148539715596443"
[1] "Starting iterative with newton 0.148539715596443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145148818356847, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.14812120898478, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14812245417664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148122454176858, diff to last: 0"
[1] "Final threshold is: 0.00296270827171358"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.49080340198298"
[1] "Starting iterative with newton 3.49080340198298"
[1] "Starting newton at: 0.61311297941461"
[1] "Newton iter: 1, lambda:0.594325705623251, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.594457331598348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594457338096147, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594457338096147"
[1] "Starting iterative with newton 0.594457338096147"
[1] "Starting newton at: 0.362079351710476"
[1] "Newton iter: 1, lambda:0.237925753563751, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.240950586195983, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.240952398229432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240952398230082, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.240952398229432"
[1] "Starting iterative with newton 0.240952398229432"
[1] "Starting newton at: 0.349306116311775"
[1] "Newton iter: 1, lambda:0.191766391847312, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.196103847914103, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.196107161127838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196107161129771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.196107161129771"
[1] "Starting iterative with newton 0.196107161129771"
[1] "Starting newton at: 0.33278087678574"
[1] "Newton iter: 1, lambda:0.186689848870278, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.190365332806029, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.190367674187186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190367674188136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.190367674187186"
[1] "Starting iterative with newton 0.190367674187186"
[1] "Starting newton at: 0.334844080271387"
[1] "Newton iter: 1, lambda:0.185812929684948, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.189629586384371, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189632105896163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189632105897261, diff to last: 0"
[1] "Final threshold is: 0.00379297394067641"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.5488216621039"
[1] "Starting iterative with newton 3.5488216621039"
[1] "Starting newton at: 0.748276534911908"
[1] "Newton iter: 1, lambda:0.561254974427854, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.573021272863079, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.573070943542412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573070944424674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573070944424674"
[1] "Starting iterative with newton 0.573070944424674"
[1] "Starting newton at: 0.355375702900127"
[1] "Newton iter: 1, lambda:0.239545391592633, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.242180958808534, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.242182336029592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242182336029968, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242182336029592"
[1] "Starting iterative with newton 0.242182336029592"
[1] "Starting newton at: 0.329488077262974"
[1] "Newton iter: 1, lambda:0.196226738981891, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.199377053458463, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199378826388761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199378826389322, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199378826388761"
[1] "Starting iterative with newton 0.199378826388761"
[1] "Starting newton at: 0.342751682463259"
[1] "Newton iter: 1, lambda:0.189666876330702, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.193760780153335, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.19376373094154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193763730943073, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19376373094154"
[1] "Starting iterative with newton 0.19376373094154"
[1] "Starting newton at: 0.345187146006232"
[1] "Newton iter: 1, lambda:0.188757135936189, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.19302303410691, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.193026231867027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193026231868824, diff to last: 0"
[1] "Final threshold is: 0.00386086239925168"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.68725988659082"
[1] "Starting iterative with newton 2.68725988659082"
[1] "Starting newton at: 0.550628752884874"
[1] "Newton iter: 1, lambda:0.630742033950304, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.633422161082276, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.633425094903875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633425094907388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633425094903875"
[1] "Starting iterative with newton 0.633425094903875"
[1] "Starting newton at: 0.331559280733568"
[1] "Newton iter: 1, lambda:0.314316202736528, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.314392839041035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314392840557191, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.314392839041035"
[1] "Starting iterative with newton 0.314392839041035"
[1] "Starting newton at: 0.297982593842547"
[1] "Newton iter: 1, lambda:0.261020281623689, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.261336654510833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261336677740608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261336677740608, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.261336677740608"
[1] "Starting iterative with newton 0.261336677740608"
[1] "Starting newton at: 0.332786700020871"
[1] "Newton iter: 1, lambda:0.250918283800157, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.252437006786513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.252437532096182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252437532096245, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252437532096245"
[1] "Starting iterative with newton 0.252437532096245"
[1] "Starting newton at: 0.337961292261346"
[1] "Newton iter: 1, lambda:0.249162663485043, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.250942889381162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.250943608862407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250943608862525, diff to last: 0"
[1] "Final threshold is: 0.00501931128432225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.97097417884848"
[1] "Starting iterative with newton 1.97097417884848"
[1] "Starting newton at: 0.811439565136829"
[1] "Newton iter: 1, lambda:0.699073627573645, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.704890971471489, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.704907283356065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.704907283484061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.704907283484061"
[1] "Starting iterative with newton 0.704907283484061"
[1] "Starting newton at: 0.557733156350157"
[1] "Newton iter: 1, lambda:0.435825863430239, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.440944272713422, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.440953512503211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.440953512533298, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440953512503211"
[1] "Starting iterative with newton 0.440953512503211"
[1] "Starting newton at: 0.276650358279328"
[1] "Newton iter: 1, lambda:0.379531247182171, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.382991576141698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.382995457050502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382995457055382, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.382995457050502"
[1] "Starting iterative with newton 0.382995457050502"
[1] "Starting newton at: 0.282869077451209"
[1] "Newton iter: 1, lambda:0.367820656440243, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.370130141470392, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370131836446229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370131836447142, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.370131836447142"
[1] "Starting iterative with newton 0.370131836447142"
[1] "Starting newton at: 0.288092503660158"
[1] "Newton iter: 1, lambda:0.365368258266777, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.367269673716713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.367270817530418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367270817530832, diff to last: 0"
[1] "Final threshold is: 0.00734605900978912"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.20209632539399"
[1] "Starting iterative with newton 2.20209632539399"
[1] "Starting newton at: 0.562303293464738"
[1] "Newton iter: 1, lambda:0.653092543725914, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.656749727921462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.656755513277885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656755513292345, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.656755513277885"
[1] "Starting iterative with newton 0.656755513277885"
[1] "Starting newton at: 0.264997752564903"
[1] "Newton iter: 1, lambda:0.381561312415099, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.385784025855661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.385789507347183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385789507356415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385789507347183"
[1] "Starting iterative with newton 0.385789507347183"
[1] "Starting newton at: 0.301424664160947"
[1] "Newton iter: 1, lambda:0.33288176731787, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.333162702885106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333162725230761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333162725230761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333162725230761"
[1] "Starting iterative with newton 0.333162725230761"
[1] "Starting newton at: 0.305533353469686"
[1] "Newton iter: 1, lambda:0.322693534207969, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.322775623205133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322775625080914, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.322775625080914"
[1] "Starting iterative with newton 0.322775625080914"
[1] "Starting newton at: 0.306705949544727"
[1] "Newton iter: 1, lambda:0.320665617198794, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.32071974225603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320719743068741, diff to last: 0"
[1] "Final threshold is: 0.00641495606438224"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.57162670547044"
[1] "Starting iterative with newton 1.57162670547044"
[1] "Starting newton at: 0.694282006015894"
[1] "Newton iter: 1, lambda:0.779266349034561, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.783432653909531, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.783442389949866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783442390002948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783442389949866"
[1] "Starting iterative with newton 0.783442389949866"
[1] "Starting newton at: 0.462661812096434"
[1] "Newton iter: 1, lambda:0.566059247776285, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.571000982720869, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.571012060288149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571012060343749, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.571012060288149"
[1] "Starting iterative with newton 0.571012060288149"
[1] "Starting newton at: 0.494975719552829"
[1] "Newton iter: 1, lambda:0.511079121483848, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.51118930557941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.511189310722308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.51118930557941"
[1] "Starting iterative with newton 0.51118930557941"
[1] "Starting newton at: 0.50572268421001"
[1] "Newton iter: 1, lambda:0.494135387909069, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.494191018485428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.494191019770494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.494191018485428"
[1] "Starting iterative with newton 0.494191018485428"
[1] "Starting newton at: 0.506943358437746"
[1] "Newton iter: 1, lambda:0.48922221249905, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.48935143581011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.48935144270432, diff to last: 0"
[1] "Final threshold is: 0.00978788499494211"
threshold is:
[{'ad': 0.0004196247129855989, 'da': 0.0006159687297818776, 'dd': 0.0007756527231448165}, {'ad': 0.0008747868315805055, 'da': 0.001081320459624105, 'dd': 0.0015824661186494466}, {'ad': 0.0019354622813718394, 'da': 0.002233002836144067, 'dd': 0.002962708271713584}, {'ad': 0.0037929739406764138, 'da': 0.0038608623992516834, 'dd': 0.005019311284322253}, {'ad': 0.007346059009789124, 'da': 0.006414956064382237, 'dd': 0.009787884994942115}]
Number of points in noise estimation: 128
Estimated noise: 0.04660602206323621
0.04660602206323621
threshold is:
[{'ad': 0.01345224448300808, 'da': 0.015542901657944655, 'dd': 0.013424573141576754}, {'ad': 0.005077719936357639, 'da': 0.002089460065728632, 'dd': 0.008144663096208864}, {'ad': 0.007955888608684791, 'da': 0.014871842994183797, 'dd': 0.0139192385387596}, {'ad': 0.02064580397144189, 'da': 0.022532831551596865, 'dd': 0.030022505188870816}, {'ad': 0.0410455527295725, 'da': 0.03638752649863895, 'dd': 0.05632436388095094}]
['baboon256', 0.05, 4, 0.0007034471028963886, 0.0010090455275911987, 0.0009439516024728353, 0.006784385934760412, 0.0013120861220456102, 0.0014210866974798159, 0.0006144415938307792, 0.000703447102896389, 31.527685546385214, 29.960892381877024, 30.250502719284196, 21.68489454889102, 28.820376580231223, 28.473794258807537, 32.11519392976925, 31.527685546385214]
baboon256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.05669392696293653
0.05669392696293653
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113483495621367, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114399558937522, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114399618367702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114399618367702, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.114399618367702"
[1] "Starting iterative with newton 0.114399618367702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0350218793651149, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0350626642856608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0350626643409677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0350626643409677"
[1] "Starting iterative with newton 0.0350626643409677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032906874575312, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329420281625128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329420282026272, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0329420281625128"
[1] "Starting iterative with newton 0.0329420281625128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328501785109942, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328851879295446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328851879693044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0328851879295446"
[1] "Starting iterative with newton 0.0328851879295446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328486588040201, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328836643629717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032883664402722, diff to last: 0"
[1] "Final threshold is: 0.00186430406566804"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.219443443219713"
[1] "Newton iter: 1, lambda:0.258776740839387, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.259008655215434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259008663233551, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.259008663233551"
[1] "Starting iterative with newton 0.259008663233551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101391957688645, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102298109480477, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102298181820027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102298181820027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.102298181820027"
[1] "Starting iterative with newton 0.102298181820027"
[1] "Starting newton at: 0.0884133346078666"
[1] "Newton iter: 1, lambda:0.0927266216407597, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0927281780674798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0927281780676824, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0927281780674798"
[1] "Starting iterative with newton 0.0927281780674798"
[1] "Starting newton at: 0.0979833383604141"
[1] "Newton iter: 1, lambda:0.0921285611657158, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0921314195487362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0921314195494175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0921314195487362"
[1] "Starting iterative with newton 0.0921314195487362"
[1] "Starting newton at: 0.0985800968791576"
[1] "Newton iter: 1, lambda:0.0920906427241884, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0920941536999979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0920941537010257, diff to last: 0"
[1] "Final threshold is: 0.00522117922358113"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.407495777116539"
[1] "Newton iter: 1, lambda:0.315352986187526, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.316942180443949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.316942658752371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316942658752415, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.316942658752371"
[1] "Starting iterative with newton 0.316942658752371"
[1] "Starting newton at: 0.11301034889732"
[1] "Newton iter: 1, lambda:0.161798939237822, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.162106809228206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.162106821460273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162106821460273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162106821460273"
[1] "Starting iterative with newton 0.162106821460273"
[1] "Starting newton at: 0.199489053535006"
[1] "Newton iter: 1, lambda:0.1469728180408, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.147317938081942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14731795302792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14731795302792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14731795302792"
[1] "Starting iterative with newton 0.14731795302792"
[1] "Starting newton at: 0.214277921967359"
[1] "Newton iter: 1, lambda:0.14524925449658, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.145843297886247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.145843342044992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145843342044992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145843342044992"
[1] "Starting iterative with newton 0.145843342044992"
[1] "Starting newton at: 0.215752532950287"
[1] "Newton iter: 1, lambda:0.14507318681845, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.145695745923425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.145695794409938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145695794409938, diff to last: 0"
[1] "Final threshold is: 0.00826006672708405"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.161555130759575"
[1] "Newton iter: 1, lambda:0.364228660392014, diff to last: 0.203"
[1] "Newton iter: 2, lambda:0.373894929705861, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.373916469190248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373916469297043, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.373916469190248"
[1] "Starting iterative with newton 0.373916469190248"
[1] "Starting newton at: 0.186301972358"
[1] "Newton iter: 1, lambda:0.140140892206627, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.140415346546772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14041535625888, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14041535625888"
[1] "Starting iterative with newton 0.14041535625888"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116318048872577, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117918574956747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.117918877940529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11791887794054, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117918877940529"
[1] "Starting iterative with newton 0.117918877940529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114216841245825, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115746388751171, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.115746663022196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115746663022205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115746663022196"
[1] "Starting iterative with newton 0.115746663022196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114013933213523, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115536733306952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.115537004929973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115537004929982, diff to last: 0"
[1] "Final threshold is: 0.00655024651901683"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.54256314185"
[1] "Newton iter: 1, lambda:0.518983732719254, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.519154715383408, diff to last: 0"
[1] "Newton iter: 3, lambda:0.519154724434235, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519154715383408"
[1] "Starting iterative with newton 0.519154715383408"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183164538156987, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188651141652806, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.188656068208056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188656068212028, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188656068212028"
[1] "Starting iterative with newton 0.188656068212028"
[1] "Starting newton at: 0.277955351487416"
[1] "Newton iter: 1, lambda:0.153790799973522, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.155972666904262, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.155973340874716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155973340874781, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.155973340874781"
[1] "Starting iterative with newton 0.155973340874781"
[1] "Starting newton at: 0.289325511388714"
[1] "Newton iter: 1, lambda:0.15004389646367, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.152750730787176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152751753472963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152751753473109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.152751753472963"
[1] "Starting iterative with newton 0.152751753472963"
[1] "Starting newton at: 0.292547098790532"
[1] "Newton iter: 1, lambda:0.149584871506575, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.152432638089494, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152433768460999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152433768461177, diff to last: 0"
[1] "Final threshold is: 0.00864206893582317"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.86293994932065"
[1] "Starting iterative with newton 2.86293994932065"
[1] "Starting newton at: 0.702551439802731"
[1] "Newton iter: 1, lambda:0.688697341450173, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.688783483598085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.688783486945617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.688783486945617"
[1] "Starting iterative with newton 0.688783486945617"
[1] "Starting newton at: 0.202155596479935"
[1] "Newton iter: 1, lambda:0.310915025691086, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.31393718494428, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.31393950776138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313939507762752, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.31393950776138"
[1] "Starting iterative with newton 0.31393950776138"
[1] "Starting newton at: 0.439590536378139"
[1] "Newton iter: 1, lambda:0.249178311992575, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.257118084259307, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.25713206716555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257132067208906, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.257132067208906"
[1] "Starting iterative with newton 0.257132067208906"
[1] "Starting newton at: 0.393817532665335"
[1] "Newton iter: 1, lambda:0.243685689317627, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.24853826254065, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.248543376457763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248543376463442, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.248543376463442"
[1] "Starting iterative with newton 0.248543376463442"
[1] "Starting newton at: 0.372498220886626"
[1] "Newton iter: 1, lambda:0.243676444630083, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.24724362872746, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.247246383310529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247246383312172, diff to last: 0"
[1] "Final threshold is: 0.0140173683973505"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.36491530226735"
[1] "Starting iterative with newton 2.36491530226735"
[1] "Starting newton at: 0.78594113902409"
[1] "Newton iter: 1, lambda:0.656958840314871, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.663906028325027, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.663927198123509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.663927198319646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.663927198319646"
[1] "Starting iterative with newton 0.663927198319646"
[1] "Starting newton at: 0.280137005115951"
[1] "Newton iter: 1, lambda:0.367013220989554, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.369270953160773, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369272465719067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369272465719746, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.369272465719746"
[1] "Starting iterative with newton 0.369272465719746"
[1] "Starting newton at: 0.256488012805476"
[1] "Newton iter: 1, lambda:0.313018972596765, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.313886806304724, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.31388701002855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313887010028561, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313887010028561"
[1] "Starting iterative with newton 0.313887010028561"
[1] "Starting newton at: 0.288155606382628"
[1] "Newton iter: 1, lambda:0.303273749704027, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.303334500887229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303334501867149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303334501867149"
[1] "Starting iterative with newton 0.303334501867149"
[1] "Starting newton at: 0.298708114544041"
[1] "Newton iter: 1, lambda:0.301317413283654, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.301319214870905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301319214871764, diff to last: 0"
[1] "Final threshold is: 0.0170829695604205"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.00281453570884"
[1] "Starting iterative with newton 2.00281453570884"
[1] "Starting newton at: 0.567965781430088"
[1] "Newton iter: 1, lambda:0.662529506235485, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.666662824069373, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.666670516788126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.666670516814737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.666670516788126"
[1] "Starting iterative with newton 0.666670516788126"
[1] "Starting newton at: 0.51841933199425"
[1] "Newton iter: 1, lambda:0.408817069067431, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.412685929751342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.412690844068098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412690844076023, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.412690844068098"
[1] "Starting iterative with newton 0.412690844068098"
[1] "Starting newton at: 0.24505033930475"
[1] "Newton iter: 1, lambda:0.356345000276008, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.360143335598858, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.360147722090256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360147722096103, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.360147722090256"
[1] "Starting iterative with newton 0.360147722090256"
[1] "Starting newton at: 0.26729818368144"
[1] "Newton iter: 1, lambda:0.347174150582682, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.349093458618797, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.349094559716477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349094559716839, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.349094559716839"
[1] "Starting iterative with newton 0.349094559716839"
[1] "Starting newton at: 0.275247927159876"
[1] "Newton iter: 1, lambda:0.345292382831191, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.34676194081541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.346762583996383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346762583996506, diff to last: 0"
[1] "Final threshold is: 0.0196593326105701"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.56339225587011"
[1] "Starting iterative with newton 1.56339225587011"
[1] "Starting newton at: 0.668121202852645"
[1] "Newton iter: 1, lambda:0.780050542131399, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.787495685511351, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.787527525599989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.787527526180668, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.787527525599989"
[1] "Starting iterative with newton 0.787527525599989"
[1] "Starting newton at: 0.460557534079457"
[1] "Newton iter: 1, lambda:0.567944298187163, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.573321573676447, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.573334806028856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573334806108886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.573334806028856"
[1] "Starting iterative with newton 0.573334806028856"
[1] "Starting newton at: 0.471983099628949"
[1] "Newton iter: 1, lambda:0.511906814354802, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.512590479866476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.512590678964223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512590678964239, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.512590678964223"
[1] "Starting iterative with newton 0.512590678964223"
[1] "Starting newton at: 0.47090793578912"
[1] "Newton iter: 1, lambda:0.494979013784339, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.495221707096498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.495221731666735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495221731666735, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.495221731666735"
[1] "Starting iterative with newton 0.495221731666735"
[1] "Starting newton at: 0.475531783904845"
[1] "Newton iter: 1, lambda:0.490160385306705, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.490249336215798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.490249339496459, diff to last: 0"
[1] "Final threshold is: 0.0277941600610465"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.31560015727667"
[1] "Starting iterative with newton 1.31560015727667"
[1] "Starting newton at: 0.780690837254598"
[1] "Newton iter: 1, lambda:0.870376204323391, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.875730472614574, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.875748906367527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.87574890658548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.875748906367527"
[1] "Starting iterative with newton 0.875748906367527"
[1] "Starting newton at: 0.861440923662977"
[1] "Newton iter: 1, lambda:0.715383720814741, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.726848405541442, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.726923824909681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726923828160584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726923824909681"
[1] "Starting iterative with newton 0.726923824909681"
[1] "Starting newton at: 0.628550150991087"
[1] "Newton iter: 1, lambda:0.673791910771558, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.674924355521644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.674925056048015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674925056048283, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.674925056048015"
[1] "Starting iterative with newton 0.674925056048015"
[1] "Starting newton at: 0.640495456589547"
[1] "Newton iter: 1, lambda:0.656499520107549, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.656637694489009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.656637704741126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656637704741126, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.656637704741126"
[1] "Starting iterative with newton 0.656637704741126"
[1] "Starting newton at: 0.645208718240854"
[1] "Newton iter: 1, lambda:0.650181695880069, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.650194914626694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.650194914719956, diff to last: 0"
[1] "Final threshold is: 0.0368621030015185"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.33167244584429"
[1] "Starting iterative with newton 1.33167244584429"
[1] "Starting newton at: 0.908176312239384"
[1] "Newton iter: 1, lambda:0.818913214785507, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.823475719209706, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.823488160169808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823488160262137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.823488160169808"
[1] "Starting iterative with newton 0.823488160169808"
[1] "Starting newton at: 0.65184564287824"
[1] "Newton iter: 1, lambda:0.6735361027289, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.673782518765657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.67378255036534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.673782550365341, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.673782550365341"
[1] "Starting iterative with newton 0.673782550365341"
[1] "Starting newton at: 0.657113534573934"
[1] "Newton iter: 1, lambda:0.627610490437787, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.628040078478968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.628040170351527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628040170351532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.628040170351527"
[1] "Starting iterative with newton 0.628040170351527"
[1] "Starting newton at: 0.649853630950634"
[1] "Newton iter: 1, lambda:0.613236781273241, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.613888125893382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.613888334169002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.613888334169024, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.613888334169002"
[1] "Starting iterative with newton 0.613888334169002"
[1] "Starting newton at: 0.651573867467881"
[1] "Newton iter: 1, lambda:0.60860161062219, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.609493173028399, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.609493561575161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609493561575235, diff to last: 0"
[1] "Final threshold is: 0.0345545834643223"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04556668148812"
[1] "Starting iterative with newton 1.04556668148812"
[1] "Starting newton at: 1.00367542012567"
[1] "Newton iter: 1, lambda:0.945450404228302, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.947833687708164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.947837814989736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.947837815002099, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.947837814989736"
[1] "Starting iterative with newton 0.947837814989736"
[1] "Starting newton at: 1.0136524678496"
[1] "Newton iter: 1, lambda:0.900106616532417, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.908638511462191, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.908689982966156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908689984831937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.908689982966156"
[1] "Starting iterative with newton 0.908689982966156"
[1] "Starting newton at: 1.01704869354002"
[1] "Newton iter: 1, lambda:0.880857950761925, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.892833762722381, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.892934080314633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.892934087315383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.892934080314633"
[1] "Starting iterative with newton 0.892934080314633"
[1] "Starting newton at: 1.00877529345358"
[1] "Newton iter: 1, lambda:0.874959308801658, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.886487930604743, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.886580408971628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.886580414891314, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.886580414891314"
[1] "Starting iterative with newton 0.886580414891314"
[1] "Starting newton at: 1.01298666504831"
[1] "Newton iter: 1, lambda:0.87101009858284, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.883900703735039, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.884016157501281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.884016166709188, diff to last: 0"
[1] "Final threshold is: 0.0501183474674334"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.809225960348881"
[1] "Starting iterative with newton 0.809225960348881"
[1] "Starting newton at: 1.00724006850809"
[1] "Newton iter: 1, lambda:1.12977328089726, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.14457656698669, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.1447806098355, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1447806482256, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1447806482256, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1447806482256"
[1] "Starting iterative with newton 1.1447806482256"
[1] "Starting newton at: 1.34180962565438"
[1] "Newton iter: 1, lambda:1.3360369212037, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.33607116097356, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33607116218397, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33607116097356"
[1] "Starting iterative with newton 1.33607116097356"
[1] "Starting newton at: 1.3380458515957"
[1] "Newton iter: 1, lambda:1.43202880987661, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.44244792481443, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44256792920681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44256794498005, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44256794498005, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44256794498005"
[1] "Starting iterative with newton 1.44256794498005"
[1] "Starting newton at: 1.33416131236855"
[1] "Newton iter: 1, lambda:1.4753575220268, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.50043097369054, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.50115804315424, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50115864093954, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50115864093994, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50115864093994"
[1] "Starting iterative with newton 1.50115864093994"
[1] "Starting newton at: 1.32924141673848"
[1] "Newton iter: 1, lambda:1.49567846090074, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.5316569545733, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.53319537331971, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53319809727889, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53319809728741, diff to last: 0"
[1] "Final threshold is: 0.0869230209468424"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.89371113815933"
[1] "Starting iterative with newton 0.89371113815933"
[1] "Starting newton at: 0.896263715778817"
[1] "Newton iter: 1, lambda:1.00045370620521, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.00928310249975, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.00934369277262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00934369561192, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00934369277262"
[1] "Starting iterative with newton 1.00934369277262"
[1] "Starting newton at: 1.19253627120236"
[1] "Newton iter: 1, lambda:1.04322370124882, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.05926849246158, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05947605767287, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05947609208583, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05947609208583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05947609208583"
[1] "Starting iterative with newton 1.05947609208583"
[1] "Starting newton at: 1.18685956370001"
[1] "Newton iter: 1, lambda:1.07073859076069, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.08080709541687, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.08088966701218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08088967253175, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08088967253175"
[1] "Starting iterative with newton 1.08088967253175"
[1] "Starting newton at: 1.18881440266082"
[1] "Newton iter: 1, lambda:1.08116234061246, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.08991468080154, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.08997738545556, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08997738865674, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08997738545556"
[1] "Starting iterative with newton 1.08997738545556"
[1] "Starting newton at: 1.18651920464411"
[1] "Newton iter: 1, lambda:1.08610192990026, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.09377534525227, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.09382362817393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09382363007649, diff to last: 0"
[1] "Final threshold is: 0.0620131569938906"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.12574270059623"
[1] "Newton iter: 1, lambda:1.28438572101543, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.31501644295329, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.3160796913658, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31608094227026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31608094227199, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31608094227199"
[1] "Starting iterative with newton 1.31608094227199"
[1] "Starting newton at: 1.48399927760586"
[1] "Newton iter: 1, lambda:1.70656971759997, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.78766882161116, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.79765246381767, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.79779283371519, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79779286113819, diff to last: 0"
[1] "Newton iter: 6, lambda:1.79779286113819, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79779286113819"
[1] "Starting iterative with newton 1.79779286113819"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.249763105732312"
threshold is:
[{'ad': 0.0018643040656680363, 'da': 0.005221179223581134, 'dd': 0.008260066727084051}, {'ad': 0.006550246519016828, 'da': 0.008642068935823167, 'dd': 0.014017368397350469}, {'ad': 0.017082969560420484, 'da': 0.019659332610570075, 'dd': 0.02779416006104654}, {'ad': 0.036862103001518515, 'da': 0.03455458346432226, 'dd': 0.050118347467433426}, {'ad': 0.08692302094684241, 'da': 0.06201315699389061, 'dd': 0.24976310573231167}]
Number of points in noise estimation: 128
Estimated noise: 0.05669392696293653
0.05669392696293653
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.4662181196175"
[1] "Starting iterative with newton 23.4662181196175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0520759004654"
[1] "Starting iterative with newton 11.0520759004654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84485987069384"
[1] "Starting iterative with newton 5.84485987069384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.65956257140598"
[1] "Starting iterative with newton 5.65956257140598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.71285675840006"
[1] "Starting iterative with newton 3.71285675840006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86293994932065"
[1] "Starting iterative with newton 2.86293994932065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36491530226735"
[1] "Starting iterative with newton 2.36491530226735"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.00281453570884"
[1] "Starting iterative with newton 2.00281453570884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56339225587011"
[1] "Starting iterative with newton 1.56339225587011"
[1] "Starting newton at: 1.7755548319031"
[1] "Newton iter: 1, lambda:1.40367297021729, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.32772127174066, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.32163406022227, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.32159261042392, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32159260849637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32159260849637"
[1] "Starting iterative with newton 1.32159260849637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31560015727667"
[1] "Starting iterative with newton 1.31560015727667"
[1] "Starting newton at: 1.4854097245631"
[1] "Newton iter: 1, lambda:1.22083705038606, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.15618050238714, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.15043566360213, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.15038867956405, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15038867641764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15038867956405"
[1] "Starting iterative with newton 1.15038867956405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33167244584429"
[1] "Starting iterative with newton 1.33167244584429"
[1] "Starting newton at: 1.52482397555906"
[1] "Newton iter: 1, lambda:1.28773578175495, diff to last: 0.237"
[1] "Newton iter: 2, lambda:1.23876242540841, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.23585253669544, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.23584196297026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23584196283049, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23584196297026"
[1] "Starting iterative with newton 1.23584196297026"
[1] "Starting newton at: 1.44551563106908"
[1] "Newton iter: 1, lambda:1.19881141883914, diff to last: 0.247"
[1] "Newton iter: 2, lambda:1.13499574258195, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.1290566548736, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.12900378307698, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12900377888475, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12900377888475"
[1] "Starting iterative with newton 1.12900377888475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04556668148812"
[1] "Starting iterative with newton 1.04556668148812"
[1] "Starting newton at: 1.19049419452057"
[1] "Newton iter: 1, lambda:1.11643007021325, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.10847341963499, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.10837774671345, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10837773286521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10837773286521, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10837773286521"
[1] "Starting iterative with newton 1.10837773286521"
[1] "Starting newton at: 1.2624380344844"
[1] "Newton iter: 1, lambda:1.21454944838802, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.21176315134692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21175341338591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21175341326682, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21175341326682"
[1] "Starting iterative with newton 1.21175341326682"
[1] "Starting newton at: 1.38190649033064"
[1] "Newton iter: 1, lambda:1.35073434650116, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.3498292217644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34982843386788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34982843386728, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34982843386788"
[1] "Starting iterative with newton 1.34982843386788"
[1] "Starting newton at: 1.499746553949"
[1] "Newton iter: 1, lambda:1.48607336516581, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.48594167306704, diff to last: 0"
[1] "Newton iter: 3, lambda:1.48594166059948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48594166059948, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48594166059948"
[1] "Starting iterative with newton 1.48594166059948"
[1] "Starting newton at: 1.6407787299192"
[1] "Newton iter: 1, lambda:1.6094134560313, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.60892479676876, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60892466977175, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60892466977174, diff to last: 0"
[1] "Final threshold is: 0.091216257716906"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.809225960348881"
[1] "Starting iterative with newton 0.809225960348881"
[1] "Starting newton at: 1.19852397300557"
[1] "Newton iter: 1, lambda:1.27088515055071, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.26505528056443, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26501877297124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26501877153274, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26501877153274"
[1] "Starting iterative with newton 1.26501877153274"
[1] "Starting newton at: 1.79816826394882"
[1] "Newton iter: 1, lambda:1.79992612957301, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.79992569314603, diff to last: 0"
[1] "Newton iter: 3, lambda:1.799925693146, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.799925693146"
[1] "Starting iterative with newton 1.799925693146"
[1] "Starting newton at: 2.16462259967974"
[1] "Newton iter: 1, lambda:2.15199966882215, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.15203657955408, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15203657985443, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15203657955408"
[1] "Starting iterative with newton 2.15203657955408"
[1] "Starting newton at: 2.37350028643157"
[1] "Newton iter: 1, lambda:2.34223472099227, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.34259173519518, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34259177918086, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34259177918086, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34259177918086"
[1] "Starting iterative with newton 2.34259177918086"
[1] "Starting newton at: 2.45437139742858"
[1] "Newton iter: 1, lambda:2.4416464059416, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.44171175637583, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44171175807024, diff to last: 0"
[1] "Final threshold is: 0.138430227980515"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.89371113815933"
[1] "Starting iterative with newton 0.89371113815933"
[1] "Starting newton at: 1.18333975289449"
[1] "Newton iter: 1, lambda:1.19136403400366, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.19128127264478, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19128126386801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19128126386801"
[1] "Starting iterative with newton 1.19128126386801"
[1] "Starting newton at: 1.4705424732571"
[1] "Newton iter: 1, lambda:1.57102019272318, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.56455556787797, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.56453318306041, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56453318278822, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56453318278822"
[1] "Starting iterative with newton 1.56453318278822"
[1] "Starting newton at: 1.85533475021693"
[1] "Newton iter: 1, lambda:1.85571797143841, diff to last: 0"
[1] "Newton iter: 2, lambda:1.855717948378, diff to last: 0"
[1] "Newton iter: 3, lambda:1.855717948378, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.855717948378"
[1] "Starting iterative with newton 1.855717948378"
[1] "Starting newton at: 1.99194364614651"
[1] "Newton iter: 1, lambda:2.03115968837183, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.03111281697081, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03111281698812, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03111281698812"
[1] "Starting iterative with newton 2.03111281698812"
[1] "Starting newton at: 2.15530912490131"
[1] "Newton iter: 1, lambda:2.12927547998916, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.12934528114725, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12934528154101, diff to last: 0"
[1] "Final threshold is: 0.120720945848236"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.80144560604624"
[1] "Newton iter: 1, lambda:1.73643707015331, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.73596839375062, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73596835158894, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73596835158894, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73596835158894"
[1] "Starting iterative with newton 1.73596835158894"
[1] "Starting newton at: 2.45743223565551"
[1] "Newton iter: 1, lambda:2.41607477330731, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.41718758421641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.41718836908964, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41718836909004, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.41718836908964"
[1] "Starting iterative with newton 2.41718836908964"
[1] "Starting newton at: 2.81011733566511"
[1] "Newton iter: 1, lambda:2.76913871823311, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.77045700498524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77045837530423, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77045837530571, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.77045837530571"
[1] "Starting iterative with newton 2.77045837530571"
[1] "Starting newton at: 2.9497737406077"
[1] "Newton iter: 1, lambda:2.94660778779546, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94661616847165, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94661616853044, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94661616847165"
[1] "Starting iterative with newton 2.94661616847165"
[1] "Starting newton at: 3.03399007100793"
[1] "Newton iter: 1, lambda:3.02681235682414, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.02685628, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02685628165011, diff to last: 0"
[1] "Final threshold is: 0.171604368865626"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09121625771690603}, {'ad': 0.13843022798051488, 'da': 0.12072094584823567, 'dd': 0.17160436886562563}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.426195012678617. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022206766385614456
0.022206766385614456
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.9093102105925"
[1] "Starting iterative with newton 59.9093102105925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.2159758430979"
[1] "Starting iterative with newton 28.2159758430979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.9219410365111"
[1] "Starting iterative with newton 14.9219410365111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4488765943571"
[1] "Starting iterative with newton 14.4488765943571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.47893206193847"
[1] "Starting iterative with newton 9.47893206193847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.30909244360779"
[1] "Starting iterative with newton 7.30909244360779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.03763434495942"
[1] "Starting iterative with newton 6.03763434495942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.11319023382623"
[1] "Starting iterative with newton 5.11319023382623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.99134411690565"
[1] "Starting iterative with newton 3.99134411690565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35873030471417"
[1] "Starting iterative with newton 3.35873030471417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39976289533801"
[1] "Starting iterative with newton 3.39976289533801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66933420408149"
[1] "Starting iterative with newton 2.66933420408149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06595578554163"
[1] "Starting iterative with newton 2.06595578554163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28164664377208"
[1] "Starting iterative with newton 2.28164664377208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72197392321097"
[1] "Starting iterative with newton 1.72197392321097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.426195012678617. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022206766385614456
0.022206766385614456
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485779029038112, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486385447705046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486385448649155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0486385447705046"
[1] "Starting iterative with newton 0.0486385447705046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115931397133533, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011594448222057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115944482220737, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.011594448222057"
[1] "Starting iterative with newton 0.011594448222057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113167458816312, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113179744048168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113179744048312, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0113179744048312"
[1] "Starting iterative with newton 0.0113179744048312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113146647702472, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113158927110568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113158927110713, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0113158927110713"
[1] "Starting iterative with newton 0.0113158927110713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113146490996377, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113158770360632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113158770360777, diff to last: 0"
[1] "Final threshold is: 0.000251289037788195"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107673562142508, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108450991245733, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108451031681778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108451031681778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.108451031681778"
[1] "Starting iterative with newton 0.108451031681778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394189584825504, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394727654550273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039472765555304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039472765555304"
[1] "Starting iterative with newton 0.039472765555304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037697954387141, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377456888663017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377456889428516, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0377456888663017"
[1] "Starting iterative with newton 0.0377456888663017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376543228136843, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377019117080859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377019117841134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0377019117841134"
[1] "Starting iterative with newton 0.0377019117841134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376532165380098, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.03770080174622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377008018222342, diff to last: 0"
[1] "Final threshold is: 0.000837212896928672"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.262267509880376"
[1] "Newton iter: 1, lambda:0.173149951939171, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.173977229443263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173977301367293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173977301367293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.173977301367293"
[1] "Starting iterative with newton 0.173977301367293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0533613948850447, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0535346905612214, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0535346923889429, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0535346905612214"
[1] "Starting iterative with newton 0.0535346905612214"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047019484142046, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0471469204876719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0471469214238551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0471469204876719"
[1] "Starting iterative with newton 0.0471469204876719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466907008199842, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0468159755668811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046815976468801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.046815976468801"
[1] "Starting iterative with newton 0.046815976468801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046673690046327, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.046798853524894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467988544250688, diff to last: 0"
[1] "Final threshold is: 0.00103925122733188"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.123597532471853"
[1] "Newton iter: 1, lambda:0.158765257500904, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.158887717943644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.158887719425982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.158887717943644"
[1] "Starting iterative with newton 0.158887717943644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371245949523204, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371830408101314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.037183040954989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0371830408101314"
[1] "Starting iterative with newton 0.0371830408101314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0326454748690038, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0326882872065362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0326882872801699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0326882872065362"
[1] "Starting iterative with newton 0.0326882872065362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324838654342448, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325261645344638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325261646061894, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0325261645344638"
[1] "Starting iterative with newton 0.0325261645344638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324780419353161, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325203226063105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325203226779681, diff to last: 0"
[1] "Final threshold is: 0.000722171208494438"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.179017986245526, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.182730159930399, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182731747955173, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182731747955463, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.182731747955173"
[1] "Starting iterative with newton 0.182731747955173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0710413918914918, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.071357305895115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0713573121374616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0713573121374616"
[1] "Starting iterative with newton 0.0713573121374616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.065689874149322, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0659527208206556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0659527250265061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0659527250265061"
[1] "Starting iterative with newton 0.0659527250265061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0654280912414924, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0656884811916676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656884853135079, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0656884853135079"
[1] "Starting iterative with newton 0.0656884853135079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0654152892003104, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0656755593341366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656755634519026, diff to last: 0"
[1] "Final threshold is: 0.00145844180337773"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.461440262274669"
[1] "Newton iter: 1, lambda:0.280177795293425, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.28584907028851, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.28585477323083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285854773236593, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.285854773236593"
[1] "Starting iterative with newton 0.285854773236593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108620308279839, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109738049448864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109738167772149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109738167772151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109738167772149"
[1] "Starting iterative with newton 0.109738167772149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0979454787442994, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987943193152938, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987943830691367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987943830691371, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0987943830691371"
[1] "Starting iterative with newton 0.0987943830691371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972769957261291, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0981107277610485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0981107890047174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0981107890047177, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0981107890047177"
[1] "Starting iterative with newton 0.0981107890047177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972351943147901, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0980679882805609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0980680493702743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0980680493702746, diff to last: 0"
[1] "Final threshold is: 0.00217777426225859"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.295197544713539"
[1] "Newton iter: 1, lambda:0.375399172678747, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.376911896955667, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376912428634754, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376912428634819, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.376912428634819"
[1] "Starting iterative with newton 0.376912428634819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125167364571842, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126915176887741, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126915517373839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126915517373852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.126915517373839"
[1] "Starting iterative with newton 0.126915517373839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106764995658876, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.10792492576591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107925062639775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107925062639777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107925062639777"
[1] "Starting iterative with newton 0.107925062639777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105363682145879, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106485080308555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106485207306896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106485207306897, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106485207306896"
[1] "Starting iterative with newton 0.106485207306896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105257384917528, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106375894964261, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106376021238928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106376021238929, diff to last: 0"
[1] "Final threshold is: 0.00236226745268406"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.375534912756957"
[1] "Newton iter: 1, lambda:0.421618461477677, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422173088200029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422173167818656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422173167818657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.422173167818656"
[1] "Starting iterative with newton 0.422173167818656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143791342353738, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146433727622706, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146434618797446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146434618797547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146434618797446"
[1] "Starting iterative with newton 0.146434618797446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120629656071754, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12231274501753, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12231307255098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122313072550992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12231307255098"
[1] "Starting iterative with newton 0.12231307255098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118596319140358, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120208135304668, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120208432933248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120208432933259, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120208432933248"
[1] "Starting iterative with newton 0.120208432933248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118418799839768, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.120024488581836, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120024783713417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120024783713427, diff to last: 0"
[1] "Final threshold is: 0.00266536233240774"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.559582214494024"
[1] "Newton iter: 1, lambda:0.547875900067043, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.547922185122568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.547922185848456, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.547922185848456"
[1] "Starting iterative with newton 0.547922185848456"
[1] "Starting newton at: 0.361516493486249"
[1] "Newton iter: 1, lambda:0.193320538318461, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.198022483072152, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.198026189675773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198026189678076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198026189675773"
[1] "Starting iterative with newton 0.198026189675773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156010283546156, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159610131827463, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159612047657261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159612047657804, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.159612047657261"
[1] "Starting iterative with newton 0.159612047657261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152005712455689, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155373277956248, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155374930268121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155374930268519, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155374930268121"
[1] "Starting iterative with newton 0.155374930268121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.151563239986291, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.154905773605913, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.154907398813739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154907398814123, diff to last: 0"
[1] "Final threshold is: 0.0034399924168599"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.35873030471417"
[1] "Starting iterative with newton 3.35873030471417"
[1] "Starting newton at: 0.63943796930878"
[1] "Newton iter: 1, lambda:0.612582033689907, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.612865285616645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612865317387258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612865317387259, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.612865317387258"
[1] "Starting iterative with newton 0.612865317387258"
[1] "Starting newton at: 0.381963521372686"
[1] "Newton iter: 1, lambda:0.244527804922146, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.248387119130184, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.248390193506329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24839019350828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248390193506329"
[1] "Starting iterative with newton 0.248390193506329"
[1] "Starting newton at: 0.375034294352681"
[1] "Newton iter: 1, lambda:0.194040753956303, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.199947868238042, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.199954215855268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199954215862596, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199954215855268"
[1] "Starting iterative with newton 0.199954215855268"
[1] "Starting newton at: 0.373538558785074"
[1] "Newton iter: 1, lambda:0.18738471681492, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.193524303860924, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.193531038306401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193531038314502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193531038314502"
[1] "Starting iterative with newton 0.193531038314502"
[1] "Starting newton at: 0.378511369432205"
[1] "Newton iter: 1, lambda:0.186132201745131, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.192671613998849, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.19267923575808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192679235768432, diff to last: 0"
[1] "Final threshold is: 0.00427878277583842"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.39976289533801"
[1] "Starting iterative with newton 3.39976289533801"
[1] "Starting newton at: 0.607940604521649"
[1] "Newton iter: 1, lambda:0.596412542831358, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.596461843467334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596461844372163, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596461844372163"
[1] "Starting iterative with newton 0.596461844372163"
[1] "Starting newton at: 0.352613658162409"
[1] "Newton iter: 1, lambda:0.246723296933358, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.249024792130091, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.24902588829661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249025888296859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24902588829661"
[1] "Starting iterative with newton 0.24902588829661"
[1] "Starting newton at: 0.389034347307005"
[1] "Newton iter: 1, lambda:0.194404167897826, diff to last: 0.195"
[1] "Newton iter: 2, lambda:0.201319804601666, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.2013286324046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201328632418981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.2013286324046"
[1] "Starting iterative with newton 0.2013286324046"
[1] "Starting newton at: 0.385512200961045"
[1] "Newton iter: 1, lambda:0.187730301843859, diff to last: 0.198"
[1] "Newton iter: 2, lambda:0.194754650860483, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.194763603007274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194763603021812, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.194763603007274"
[1] "Starting iterative with newton 0.194763603007274"
[1] "Starting newton at: 0.38744193873923"
[1] "Newton iter: 1, lambda:0.18662717609524, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.193850609939117, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.193860054081366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193860054097506, diff to last: 0"
[1] "Final threshold is: 0.00430500493248748"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.66933420408149"
[1] "Starting iterative with newton 2.66933420408149"
[1] "Starting newton at: 0.557828894263771"
[1] "Newton iter: 1, lambda:0.637853678510678, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.640604962614573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.640608144699406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640608144703659, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640608144699406"
[1] "Starting iterative with newton 0.640608144699406"
[1] "Starting newton at: 0.322413649352389"
[1] "Newton iter: 1, lambda:0.316902063455289, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.316909986871054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316909986887437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316909986871054"
[1] "Starting iterative with newton 0.316909986871054"
[1] "Starting newton at: 0.323920164819647"
[1] "Newton iter: 1, lambda:0.26273324084307, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.263603669975397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263603846798307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263603846798314, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263603846798307"
[1] "Starting iterative with newton 0.263603846798307"
[1] "Starting newton at: 0.310795413276251"
[1] "Newton iter: 1, lambda:0.254121953019179, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.254854560461114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254854683270376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254854683270379, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.254854683270376"
[1] "Starting iterative with newton 0.254854683270376"
[1] "Starting newton at: 0.30963607136283"
[1] "Newton iter: 1, lambda:0.252681088739902, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.253418595580147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253418719630172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253418719630175, diff to last: 0"
[1] "Final threshold is: 0.00562761030456876"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.06595578554163"
[1] "Starting iterative with newton 2.06595578554163"
[1] "Starting newton at: 0.828513244236867"
[1] "Newton iter: 1, lambda:0.710266443244464, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.716916978902027, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.716939060284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.716939060526869, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.716939060284"
[1] "Starting iterative with newton 0.716939060284"
[1] "Starting newton at: 0.292879021410602"
[1] "Newton iter: 1, lambda:0.418845965867013, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.424414823890546, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.424425579235638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424425579275726, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.424425579235638"
[1] "Starting iterative with newton 0.424425579235638"
[1] "Starting newton at: 0.310889698415127"
[1] "Newton iter: 1, lambda:0.359356505727312, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.360095619756461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.36009579095183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360095790951839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36009579095183"
[1] "Starting iterative with newton 0.36009579095183"
[1] "Starting newton at: 0.32540566985952"
[1] "Newton iter: 1, lambda:0.345811875465254, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.345939543984754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.345939548973512, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345939543984754"
[1] "Starting iterative with newton 0.345939543984754"
[1] "Starting newton at: 0.331344826619898"
[1] "Newton iter: 1, lambda:0.342785803989907, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.342825695603783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.342825696088294, diff to last: 0"
[1] "Final threshold is: 0.00761305013325897"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28164664377208"
[1] "Starting iterative with newton 2.28164664377208"
[1] "Starting newton at: 0.563248756482964"
[1] "Newton iter: 1, lambda:0.665432882670697, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.670256426993786, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.670266879399246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.670266879448251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.670266879399246"
[1] "Starting iterative with newton 0.670266879399246"
[1] "Starting newton at: 0.299960719630125"
[1] "Newton iter: 1, lambda:0.37334138425055, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.374990384721681, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.374991211635138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374991211635345, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374991211635138"
[1] "Starting iterative with newton 0.374991211635138"
[1] "Starting newton at: 0.310288399932923"
[1] "Newton iter: 1, lambda:0.318100898444163, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.318117752543555, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318117752621947, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318117752543555"
[1] "Starting iterative with newton 0.318117752543555"
[1] "Starting newton at: 0.304342071326241"
[1] "Newton iter: 1, lambda:0.307092491527896, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.30709453844072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307094538441854, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.30709453844072"
[1] "Starting iterative with newton 0.30709453844072"
[1] "Starting newton at: 0.30655463156247"
[1] "Newton iter: 1, lambda:0.304954412002637, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.304955101965798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304955101965927, diff to last: 0"
[1] "Final threshold is: 0.00677206670745572"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.72197392321097"
[1] "Starting iterative with newton 1.72197392321097"
[1] "Starting newton at: 0.765242340253177"
[1] "Newton iter: 1, lambda:0.772948387794118, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.772981644668668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.772981645286307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.772981644668668"
[1] "Starting iterative with newton 0.772981644668668"
[1] "Starting newton at: 0.524947111867961"
[1] "Newton iter: 1, lambda:0.52279469559508, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.5227966556785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.522796655680126, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.522796655680126"
[1] "Starting iterative with newton 0.522796655680126"
[1] "Starting newton at: 0.562188524770526"
[1] "Newton iter: 1, lambda:0.451705667119563, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.456347830377029, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.456356202666325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456356202693538, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.456356202693538"
[1] "Starting iterative with newton 0.456356202693538"
[1] "Starting newton at: 0.566419979292972"
[1] "Newton iter: 1, lambda:0.432025739446368, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.438706050007542, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.438722977976724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438722978085322, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.438722977976724"
[1] "Starting iterative with newton 0.438722977976724"
[1] "Starting newton at: 0.564389579463004"
[1] "Newton iter: 1, lambda:0.427101260484818, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.434025992205235, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.434044063896102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434044064019068, diff to last: 0"
[1] "Final threshold is: 0.00963871512800345"
threshold is:
[{'ad': 0.00025128903778819475, 'da': 0.0008372128969286722, 'dd': 0.0010392512273318822}, {'ad': 0.0007221712084944385, 'da': 0.0014584418033777333, 'dd': 0.0021777742622585863}, {'ad': 0.0023622674526840625, 'da': 0.0026653623324077442, 'dd': 0.003439992416859902}, {'ad': 0.004278782775838421, 'da': 0.0043050049324874825, 'dd': 0.0056276103045687555}, {'ad': 0.007613050133258971, 'da': 0.006772066707455721, 'dd': 0.00963871512800345}]
Number of points in noise estimation: 128
Estimated noise: 0.05669392696293653
0.05669392696293653
threshold is:
[{'ad': 0.012424224749653767, 'da': 0.013065048429249857, 'dd': 0.014240475776326022}, {'ad': 0.008452599024138863, 'da': 0.011461268270165793, 'dd': 0.016264499264949384}, {'ad': 0.01312432148545839, 'da': 0.01797790220471377, 'dd': 0.02314475770740664}, {'ad': 0.030851823391192967, 'da': 0.03208319194862995, 'dd': 0.03892127958350434}, {'ad': 0.05456653622472585, 'da': 0.049153278562511414, 'dd': 0.24976310573231167}]
['baboon256', 0.075, 0, 0.001569333704982031, 0.0018716050217448986, 0.0016140375971426615, 0.007607248844384435, 0.002202956525055646, 0.0022714881400029653, 0.0013612928978909392, 0.0015693337049820317, 28.04284697698886, 27.27785798213148, 27.920863531074936, 21.187723770964464, 26.5699407348688, 26.436895264015075, 28.66048421268292, 28.04284697698886]
baboon256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.057213269251801584
0.057213269251801584
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.128101811265878"
[1] "Newton iter: 1, lambda:0.117501430998919, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.117509240718788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.11750924072303, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117509240718788"
[1] "Starting iterative with newton 0.117509240718788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0411969111894349, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0412484053155331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0412484053959924, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0412484053155331"
[1] "Starting iterative with newton 0.0412484053155331"
[1] "Starting newton at: 0.0360273679710621"
[1] "Newton iter: 1, lambda:0.0400709621341615, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0400714448896588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400714448896657, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0400714448896588"
[1] "Starting iterative with newton 0.0400714448896588"
[1] "Starting newton at: 0.0372043283969363"
[1] "Newton iter: 1, lambda:0.0400522225517541, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0400524619217063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040052461921708, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0400524619217063"
[1] "Starting iterative with newton 0.0400524619217063"
[1] "Starting newton at: 0.0372233113648889"
[1] "Newton iter: 1, lambda:0.0400519193721565, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0400521555095343, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040052155509536, diff to last: 0"
[1] "Final threshold is: 0.00229151475728201"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.276896112201648"
[1] "Newton iter: 1, lambda:0.260971932341344, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.261010115418664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261010115638723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261010115638723"
[1] "Starting iterative with newton 0.261010115638723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0929121879314524, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0937343831165731, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0937344475033553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0937344475033557, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0937344475033553"
[1] "Starting iterative with newton 0.0937344475033553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810431331235963, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816215675059559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816215969832186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816215969832187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0816215969832186"
[1] "Starting iterative with newton 0.0816215969832186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802061905422218, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807693482242854, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0807693759983032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807693759983032, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0807693759983032"
[1] "Starting iterative with newton 0.0807693759983032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.080147384737456, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807094786167557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0807095062742477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807095062742478, diff to last: 0"
[1] "Final threshold is: 0.0046176547136485"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.193141371509177"
[1] "Newton iter: 1, lambda:0.316819152625518, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.319840628848875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.319842410486303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319842410486922, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.319842410486303"
[1] "Starting iterative with newton 0.319842410486303"
[1] "Starting newton at: 0.268241988553294"
[1] "Newton iter: 1, lambda:0.138478291218643, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.140528283601343, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140528797220031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140528797220064, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140528797220031"
[1] "Starting iterative with newton 0.140528797220031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124209049301811, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125974197172619, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125974553509104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125974553509119, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125974553509119"
[1] "Starting iterative with newton 0.125974553509119"
[1] "Starting newton at: 0.103900554559076"
[1] "Newton iter: 1, lambda:0.124749746570158, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.124799191233806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124799191511842, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124799191233806"
[1] "Starting iterative with newton 0.124799191233806"
[1] "Starting newton at: 0.105075916834389"
[1] "Newton iter: 1, lambda:0.124660607600495, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.124704216319575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124704216535753, diff to last: 0"
[1] "Final threshold is: 0.00713473591749502"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.389519213639538"
[1] "Newton iter: 1, lambda:0.353870288051703, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.354157406982162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.354157425690314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354157425690314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354157425690314"
[1] "Starting iterative with newton 0.354157425690314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139079206112337, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141481314871597, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141482029975412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141482029975475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141482029975412"
[1] "Starting iterative with newton 0.141482029975412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119297759480611, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120960764690098, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120961087478949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120961087478961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.120961087478961"
[1] "Starting iterative with newton 0.120961087478961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117356944172838, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118956075191899, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118956371791796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118956371791806, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.118956371791796"
[1] "Starting iterative with newton 0.118956371791796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117167132162605, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118760095606481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118760389740711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118760389740721, diff to last: 0"
[1] "Final threshold is: 0.00679467015468421"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.498854803427603"
[1] "Newton iter: 1, lambda:0.500761834202277, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.500762947600984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500762947601364, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.500762947600984"
[1] "Starting iterative with newton 0.500762947600984"
[1] "Starting newton at: 0.330442456592038"
[1] "Newton iter: 1, lambda:0.198832280258962, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.201725261618327, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201726668874784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201726668875117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.201726668874784"
[1] "Starting iterative with newton 0.201726668874784"
[1] "Starting newton at: 0.311229035323809"
[1] "Newton iter: 1, lambda:0.165369173859093, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.168587540872872, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.168589115751677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168589115752054, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.168589115751677"
[1] "Starting iterative with newton 0.168589115751677"
[1] "Starting newton at: 0.304360309237649"
[1] "Newton iter: 1, lambda:0.161814011654026, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.164853773864593, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164855162653641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16485516265393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164855162653641"
[1] "Starting iterative with newton 0.164855162653641"
[1] "Starting newton at: 0.302589809855026"
[1] "Newton iter: 1, lambda:0.161456279506788, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.164432461138596, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164433790696263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164433790696528, diff to last: 0"
[1] "Final threshold is: 0.00940779474119967"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.75963097740893"
[1] "Starting iterative with newton 2.75963097740893"
[1] "Starting newton at: 0.708892242783158"
[1] "Newton iter: 1, lambda:0.675502711219011, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.675993242583178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.675993349725609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675993349725614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675993349725609"
[1] "Starting iterative with newton 0.675993349725609"
[1] "Starting newton at: 0.401195352194859"
[1] "Newton iter: 1, lambda:0.294785424723596, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.29767970124437, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.297681859801531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297681859802731, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297681859801531"
[1] "Starting iterative with newton 0.297681859801531"
[1] "Starting newton at: 0.267797394929742"
[1] "Newton iter: 1, lambda:0.238529371498035, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.238716627556089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238716635226315, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.238716635226315"
[1] "Starting iterative with newton 0.238716635226315"
[1] "Starting newton at: 0.315522176858569"
[1] "Newton iter: 1, lambda:0.228226090148376, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.229845686548706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.229846245222176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229846245222242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.229846245222242"
[1] "Starting iterative with newton 0.229846245222242"
[1] "Starting newton at: 0.324392566862642"
[1] "Newton iter: 1, lambda:0.226489694456451, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.22851796024798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228518832899902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228518832900063, diff to last: 0"
[1] "Final threshold is: 0.0130743095158095"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.28209204246919"
[1] "Starting iterative with newton 2.28209204246919"
[1] "Starting newton at: 0.546901448658747"
[1] "Newton iter: 1, lambda:0.649953707756023, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.654719790361623, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.654729714245923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654729714288884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.654729714245923"
[1] "Starting iterative with newton 0.654729714245923"
[1] "Starting newton at: 0.273294379613567"
[1] "Newton iter: 1, lambda:0.364894542416822, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.367414099320504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.3674159899005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367415989901564, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3674159899005"
[1] "Starting iterative with newton 0.3674159899005"
[1] "Starting newton at: 0.343486436528474"
[1] "Newton iter: 1, lambda:0.311896998685407, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.312167507098405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31216752699001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.31216752699001, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.31216752699001"
[1] "Starting iterative with newton 0.31216752699001"
[1] "Starting newton at: 0.339139411045599"
[1] "Newton iter: 1, lambda:0.301099297205328, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.301484095513726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301484135012562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301484135012562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.301484135012562"
[1] "Starting iterative with newton 0.301484135012562"
[1] "Starting newton at: 0.328133515396507"
[1] "Newton iter: 1, lambda:0.299196234109339, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.299418267877716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299418280979825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299418280979825, diff to last: 0"
[1] "Final threshold is: 0.0171306987286103"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.0686932579067"
[1] "Starting iterative with newton 2.0686932579067"
[1] "Starting newton at: 0.70641170596118"
[1] "Newton iter: 1, lambda:0.689726176523008, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.689852222816665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689852230051515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689852230051515"
[1] "Starting iterative with newton 0.689852230051515"
[1] "Starting newton at: 0.481907819785157"
[1] "Newton iter: 1, lambda:0.425611942097898, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.426674182162258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.426674564063611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42667456406366, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426674564063611"
[1] "Starting iterative with newton 0.426674564063611"
[1] "Starting newton at: 0.29516405976644"
[1] "Newton iter: 1, lambda:0.369261662136611, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.370990441619203, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370991376201238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370991376201511, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.370991376201238"
[1] "Starting iterative with newton 0.370991376201238"
[1] "Starting newton at: 0.264838629422884"
[1] "Newton iter: 1, lambda:0.356508344597509, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.359108257766846, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.359110333764077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3591103337654, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3591103337654"
[1] "Starting iterative with newton 0.3591103337654"
[1] "Starting newton at: 0.267582612902172"
[1] "Newton iter: 1, lambda:0.35425529292989, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.356569360560604, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.356570998663814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356570998664635, diff to last: 0"
[1] "Final threshold is: 0.0204005925539836"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.57164558424298"
[1] "Starting iterative with newton 1.57164558424298"
[1] "Starting newton at: 0.90164324451777"
[1] "Newton iter: 1, lambda:0.798402270643433, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.804320406962592, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.804340826451811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.804340826694325, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.804340826694325"
[1] "Starting iterative with newton 0.804340826694325"
[1] "Starting newton at: 0.506579897715924"
[1] "Newton iter: 1, lambda:0.582807760825581, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.585576348021527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.585579944317254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585579944323318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.585579944323318"
[1] "Starting iterative with newton 0.585579944323318"
[1] "Starting newton at: 0.507815096086126"
[1] "Newton iter: 1, lambda:0.522107523162499, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.52219680804761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.522196811522436, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.52219680804761"
[1] "Starting iterative with newton 0.52219680804761"
[1] "Starting newton at: 0.506829470571766"
[1] "Newton iter: 1, lambda:0.503856612549815, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.503860377567174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.503860377573216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.503860377573216"
[1] "Starting iterative with newton 0.503860377573216"
[1] "Starting newton at: 0.50584999456954"
[1] "Newton iter: 1, lambda:0.498537144891746, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.498559759634216, diff to last: 0"
[1] "Newton iter: 3, lambda:0.498559759850781, diff to last: 0"
[1] "Final threshold is: 0.0285242337660659"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.31220527370123"
[1] "Starting iterative with newton 1.31220527370123"
[1] "Starting newton at: 0.815176656796096"
[1] "Newton iter: 1, lambda:0.865990256597024, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.867675154476775, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.867676968642386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.867676968644487, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.867676968644487"
[1] "Starting iterative with newton 0.867676968644487"
[1] "Starting newton at: 0.611375425204034"
[1] "Newton iter: 1, lambda:0.713514984818625, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.719586754343217, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719607633347743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719607633594122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.719607633594122"
[1] "Starting iterative with newton 0.719607633594122"
[1] "Starting newton at: 0.631606913194612"
[1] "Newton iter: 1, lambda:0.668210973655116, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.668941664890936, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.668941953077713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668941953077757, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.668941953077713"
[1] "Starting iterative with newton 0.668941953077713"
[1] "Starting newton at: 0.631161185964831"
[1] "Newton iter: 1, lambda:0.651261160586305, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.651476834187616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.651476858879736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.651476858879736, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.651476858879736"
[1] "Starting iterative with newton 0.651476858879736"
[1] "Starting newton at: 0.629995460726816"
[1] "Newton iter: 1, lambda:0.645317286965142, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.645441714665887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.645441722836927, diff to last: 0"
[1] "Final threshold is: 0.0369278306075239"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27069344816802"
[1] "Starting iterative with newton 1.27069344816802"
[1] "Starting newton at: 0.906732033280267"
[1] "Newton iter: 1, lambda:0.811179384353259, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.816377265744293, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.816393364675886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816393364829992, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816393364829992"
[1] "Starting iterative with newton 0.816393364829992"
[1] "Starting newton at: 0.602463623884794"
[1] "Newton iter: 1, lambda:0.679526053741903, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.682710817561073, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.68271614775033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682716147765245, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.68271614775033"
[1] "Starting iterative with newton 0.68271614775033"
[1] "Starting newton at: 0.619497892249809"
[1] "Newton iter: 1, lambda:0.641714795782631, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.641965405706301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.641965437402346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.641965437402347, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.641965437402347"
[1] "Starting iterative with newton 0.641965437402347"
[1] "Starting newton at: 0.616402965469053"
[1] "Newton iter: 1, lambda:0.629303661143708, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.629386905474823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629386908928893, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.629386905474823"
[1] "Starting iterative with newton 0.629386905474823"
[1] "Starting newton at: 0.620850689156998"
[1] "Newton iter: 1, lambda:0.62547847001064, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.625489117185846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.625489117242134, diff to last: 0"
[1] "Final threshold is: 0.0357862772756255"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03937478051749"
[1] "Starting iterative with newton 1.03937478051749"
[1] "Starting newton at: 0.984972088762492"
[1] "Newton iter: 1, lambda:0.95293707530834, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.953672443828037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.953672838153339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.953672838153453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.953672838153453"
[1] "Starting iterative with newton 0.953672838153453"
[1] "Starting newton at: 0.94858372940708"
[1] "Newton iter: 1, lambda:0.91853296887552, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.919164410643774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.919164693811419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919164693811476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.919164693811419"
[1] "Starting iterative with newton 0.919164693811419"
[1] "Starting newton at: 0.953761509813178"
[1] "Newton iter: 1, lambda:0.903432107067674, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.905166249194733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.905168363199514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.905168363202652, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.905168363199514"
[1] "Starting iterative with newton 0.905168363199514"
[1] "Starting newton at: 0.954610910729849"
[1] "Newton iter: 1, lambda:0.897234771498924, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.899470616360018, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.899474115944806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89947411595337, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89947411595337"
[1] "Starting iterative with newton 0.89947411595337"
[1] "Starting newton at: 0.954904694616213"
[1] "Newton iter: 1, lambda:0.894696389095358, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.897150478353491, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.897154687370831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897154687383198, diff to last: 0"
[1] "Final threshold is: 0.0513291526890632"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.791208589710586"
[1] "Starting iterative with newton 0.791208589710586"
[1] "Starting newton at: 1.00886098753113"
[1] "Newton iter: 1, lambda:1.1269783832194, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.1407163198354, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.14089217808681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14089220664658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14089220664659, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14089220664658"
[1] "Starting iterative with newton 1.14089220664658"
[1] "Starting newton at: 1.36795627008248"
[1] "Newton iter: 1, lambda:1.34159947735521, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.34231076051686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34231129067138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34231129067167, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34231129067138"
[1] "Starting iterative with newton 1.34231129067138"
[1] "Starting newton at: 1.36458416490513"
[1] "Newton iter: 1, lambda:1.44888211235812, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.45740837111722, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.45749048230788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45749048986502, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45749048986502"
[1] "Starting iterative with newton 1.45749048986502"
[1] "Starting newton at: 1.35555951032065"
[1] "Newton iter: 1, lambda:1.49678249219775, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.52262592974473, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.52342207881534, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52342281686449, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52342281686512, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52342281686512"
[1] "Starting iterative with newton 1.52342281686512"
[1] "Starting newton at: 1.34961028027306"
[1] "Newton iter: 1, lambda:1.52018567592291, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.55935722928424, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.56124941350343, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56125367553861, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56125367556019, diff to last: 0"
[1] "Final threshold is: 0.0893244269089554"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.887784025876838"
[1] "Starting iterative with newton 0.887784025876838"
[1] "Starting newton at: 0.894270770647115"
[1] "Newton iter: 1, lambda:1.00604171675901, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.01637939640536, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01646369395872, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01646369953159, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01646369395872"
[1] "Starting iterative with newton 1.01646369395872"
[1] "Starting newton at: 1.19987512599941"
[1] "Newton iter: 1, lambda:1.05897643939401, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.0735925832231, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.07376790162583, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07376792663047, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07376792663047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.07376792663047"
[1] "Starting iterative with newton 1.07376792663047"
[1] "Starting newton at: 1.19693093932985"
[1] "Newton iter: 1, lambda:1.09012542281091, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.09886469288524, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.09892814517119, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09892814849796, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09892814517119"
[1] "Starting iterative with newton 1.09892814517119"
[1] "Starting newton at: 1.19749230558391"
[1] "Newton iter: 1, lambda:1.10290370741224, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.10986368436975, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.10990415927421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10990416063698, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10990416063698"
[1] "Starting iterative with newton 1.10990416063698"
[1] "Starting newton at: 1.19693090994231"
[1] "Newton iter: 1, lambda:1.10852214568452, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.11464703352806, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.11467845416282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11467845498648, diff to last: 0"
[1] "Final threshold is: 0.0637743985271996"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57424045058414"
[1] "Newton iter: 1, lambda:1.225507627947, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.31722775897755, diff to last: 0.092"
[1] "Newton iter: 3, lambda:1.32725933480642, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.32737255988905, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32737257419284, diff to last: 0"
[1] "Newton iter: 6, lambda:1.32737257419284, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32737257419284"
[1] "Starting iterative with newton 1.32737257419284"
[1] "Starting newton at: 1.46809426888799"
[1] "Newton iter: 1, lambda:1.71012490879585, diff to last: 0.242"
[1] "Newton iter: 2, lambda:1.80775069784118, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.82267271017433, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.82299286977026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82299301456092, diff to last: 0"
[1] "Newton iter: 6, lambda:1.82299301456095, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82299301456092"
[1] "Starting iterative with newton 1.82299301456092"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.252051049961151"
threshold is:
[{'ad': 0.0022915147572820146, 'da': 0.0046176547136485046, 'dd': 0.007134735917495016}, {'ad': 0.0067946701546842065, 'da': 0.009407794741199668, 'dd': 0.013074309515809535}, {'ad': 0.017130698728610293, 'da': 0.020400592553983552, 'dd': 0.028524233766065856}, {'ad': 0.03692783060752386, 'da': 0.03578627727562549, 'dd': 0.05132915268906323}, {'ad': 0.08932442690895535, 'da': 0.06377439852719956, 'dd': 0.2520510499611505}]
Number of points in noise estimation: 128
Estimated noise: 0.057213269251801584
0.057213269251801584
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2864007162722"
[1] "Starting iterative with newton 23.2864007162722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2784052302314"
[1] "Starting iterative with newton 11.2784052302314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.18657550161993"
[1] "Starting iterative with newton 6.18657550161993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.62832995275555"
[1] "Starting iterative with newton 5.62832995275555"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89594289984681"
[1] "Starting iterative with newton 3.89594289984681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.75963097740893"
[1] "Starting iterative with newton 2.75963097740893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28209204246919"
[1] "Starting iterative with newton 2.28209204246919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0686932579067"
[1] "Starting iterative with newton 2.0686932579067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57164558424298"
[1] "Starting iterative with newton 1.57164558424298"
[1] "Starting newton at: 1.76641033743474"
[1] "Newton iter: 1, lambda:1.38419046753277, diff to last: 0.382"
[1] "Newton iter: 2, lambda:1.30506517978696, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.29828535766935, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.29823243661328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29823243337871, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29823243337871"
[1] "Starting iterative with newton 1.29823243337871"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31220527370123"
[1] "Starting iterative with newton 1.31220527370123"
[1] "Starting newton at: 1.48610941901458"
[1] "Newton iter: 1, lambda:1.23016665879595, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.16902488434451, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.16396478698241, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.16392898142153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16392897962671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16392897962671"
[1] "Starting iterative with newton 1.16392897962671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27069344816802"
[1] "Starting iterative with newton 1.27069344816802"
[1] "Starting newton at: 1.47068373815319"
[1] "Newton iter: 1, lambda:1.27555833121916, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.23893218452535, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.2372903826247, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23728701944557, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23728701943145, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23728701943145"
[1] "Starting iterative with newton 1.23728701943145"
[1] "Starting newton at: 1.43132733377667"
[1] "Newton iter: 1, lambda:1.23561563142878, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.19540216555119, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.19326274469302, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.19325658266817, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19325658261703, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19325658261703"
[1] "Starting iterative with newton 1.19325658261703"
[1] "Starting newton at: 1.39234986151157"
[1] "Newton iter: 1, lambda:1.19061696159264, diff to last: 0.202"
[1] "Newton iter: 2, lambda:1.14392542120485, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.14076666930172, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.14075197796722, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14075197764933, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14075197764933"
[1] "Starting iterative with newton 1.14075197764933"
[1] "Starting newton at: 1.35045173069005"
[1] "Newton iter: 1, lambda:1.13083487740165, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.06961816440107, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.06343341614437, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.0633692208767, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0633692139654, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.0633692139654"
[1] "Starting iterative with newton 1.0633692139654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03937478051749"
[1] "Starting iterative with newton 1.03937478051749"
[1] "Starting newton at: 1.19102575615791"
[1] "Newton iter: 1, lambda:1.11465864617198, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.10621471155732, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.10610686996094, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10610685234893, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10610685234893, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10610685234893"
[1] "Starting iterative with newton 1.10610685234893"
[1] "Starting newton at: 1.24967329508355"
[1] "Newton iter: 1, lambda:1.20809319018196, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.20596437571349, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.20595864826911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20595864822762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20595864822762"
[1] "Starting iterative with newton 1.20595864822762"
[1] "Starting newton at: 1.36457415776196"
[1] "Newton iter: 1, lambda:1.34855599736262, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.34831303685903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34831298009064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34831298009064, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34831298009064"
[1] "Starting iterative with newton 1.34831298009064"
[1] "Starting newton at: 1.49893388472806"
[1] "Newton iter: 1, lambda:1.49516690746505, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.49515701581682, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49515701574823, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49515701574823"
[1] "Starting iterative with newton 1.49515701574823"
[1] "Starting newton at: 1.64609738977101"
[1] "Newton iter: 1, lambda:1.6261634429446, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.62597101366687, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62597099491835, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62597099491835, diff to last: 0"
[1] "Final threshold is: 0.0930271163278831"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.791208589710586"
[1] "Starting iterative with newton 0.791208589710586"
[1] "Starting newton at: 1.35271956015212"
[1] "Newton iter: 1, lambda:1.29537964573344, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.29220235869801, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.29219196567118, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29219196555968, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29219196555968"
[1] "Starting iterative with newton 1.29219196555968"
[1] "Starting newton at: 1.81814167941234"
[1] "Newton iter: 1, lambda:1.83563857195774, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.83560097621988, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8356009760758, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8356009760758"
[1] "Starting iterative with newton 1.8356009760758"
[1] "Starting newton at: 2.22230927893708"
[1] "Newton iter: 1, lambda:2.17223047262332, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.17291489859365, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17291500679852, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17291500679853, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17291500679852"
[1] "Starting iterative with newton 2.17291500679852"
[1] "Starting newton at: 2.39578789871348"
[1] "Newton iter: 1, lambda:2.34066437502539, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.34180604533431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34180648971272, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34180648971279, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34180648971279"
[1] "Starting iterative with newton 2.34180648971279"
[1] "Starting newton at: 2.45771123297864"
[1] "Newton iter: 1, lambda:2.43001635367438, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.43032651966201, diff to last: 0"
[1] "Newton iter: 3, lambda:2.43032655711437, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43032655711437, diff to last: 0"
[1] "Final threshold is: 0.139046927681988"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887784025876838"
[1] "Starting iterative with newton 0.887784025876838"
[1] "Starting newton at: 1.18113118607117"
[1] "Newton iter: 1, lambda:1.18373959499656, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.1837307581944, diff to last: 0"
[1] "Newton iter: 3, lambda:1.18373075809308, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18373075809308"
[1] "Starting iterative with newton 1.18373075809308"
[1] "Starting newton at: 1.46686283511932"
[1] "Newton iter: 1, lambda:1.5562920366471, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.55110580772982, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.55109090668106, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5510909065567, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5510909065567"
[1] "Starting iterative with newton 1.5510909065567"
[1] "Starting newton at: 1.83784194590998"
[1] "Newton iter: 1, lambda:1.84514887047303, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.84513976261948, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84513976260601, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84513976261948"
[1] "Starting iterative with newton 1.84513976261948"
[1] "Starting newton at: 1.96322900680083"
[1] "Newton iter: 1, lambda:2.02409499616058, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.02390551781857, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02390551817328, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.02390551781857"
[1] "Starting iterative with newton 2.02390551781857"
[1] "Starting newton at: 2.16409223988948"
[1] "Newton iter: 1, lambda:2.1322787569342, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.13239957595153, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13239957729668, diff to last: 0"
[1] "Final threshold is: 0.122001551091342"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.77346362005763"
[1] "Newton iter: 1, lambda:1.76961468792934, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.76961250492103, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7696125049203, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.7696125049203"
[1] "Starting iterative with newton 1.7696125049203"
[1] "Starting newton at: 2.51218896391635"
[1] "Newton iter: 1, lambda:2.4503997718742, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.45301185943499, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.45301639248022, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4530163924939, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.45301639248022"
[1] "Starting iterative with newton 2.45301639248022"
[1] "Starting newton at: 2.82380720652336"
[1] "Newton iter: 1, lambda:2.79392537583723, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.79464964452917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.79465007180394, diff to last: 0"
[1] "Newton iter: 4, lambda:2.79465007180408, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.79465007180394"
[1] "Starting iterative with newton 2.79465007180394"
[1] "Starting newton at: 2.98692122285228"
[1] "Newton iter: 1, lambda:2.97506902579357, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.97519026796291, diff to last: 0"
[1] "Newton iter: 3, lambda:2.97519028070989, diff to last: 0"
[1] "Newton iter: 4, lambda:2.97519028070989, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.97519026796291"
[1] "Starting iterative with newton 2.97519026796291"
[1] "Starting newton at: 3.06006971584154"
[1] "Newton iter: 1, lambda:3.05591033200789, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.05592561655303, diff to last: 0"
[1] "Newton iter: 3, lambda:3.05592561675986, diff to last: 0"
[1] "Final threshold is: 0.174839495113326"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09302711632788313}, {'ad': 0.1390469276819883, 'da': 0.12200155109134213, 'dd': 0.1748394951133263}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.424342028168587. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022354279715567617
0.022354279715567617
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.5989283053309"
[1] "Starting iterative with newton 59.5989283053309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8658119777747"
[1] "Starting iterative with newton 28.8658119777747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8338454391928"
[1] "Starting iterative with newton 15.8338454391928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4050786302334"
[1] "Starting iterative with newton 14.4050786302334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.97122846071179"
[1] "Starting iterative with newton 9.97122846071179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.06296566720313"
[1] "Starting iterative with newton 7.06296566720313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.8407583757779"
[1] "Starting iterative with newton 5.8407583757779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.29458814463965"
[1] "Starting iterative with newton 5.29458814463965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.0224504266661"
[1] "Starting iterative with newton 4.0224504266661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35844207879441"
[1] "Starting iterative with newton 3.35844207879441"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.25219722181021"
[1] "Starting iterative with newton 3.25219722181021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66016306174548"
[1] "Starting iterative with newton 2.66016306174548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02500955760724"
[1] "Starting iterative with newton 2.02500955760724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27218354410084"
[1] "Starting iterative with newton 2.27218354410084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72628079171232"
[1] "Starting iterative with newton 1.72628079171232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.424342028168587. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022354279715567617
0.022354279715567617
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420501783179551, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.042095762980077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420957630336166, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0420957630336166"
[1] "Starting iterative with newton 0.0420957630336166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284201894980043, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284368263556593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284368263613586, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284368263556593"
[1] "Starting iterative with newton 0.0284368263556593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282145065617414, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028230910284748, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282309102902911, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0282309102902911"
[1] "Starting iterative with newton 0.0282309102902911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282113837891175, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0282277839800134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282277839855542, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0282277839855542"
[1] "Starting iterative with newton 0.0282277839855542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028211336372878, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028227736510144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282277365156847, diff to last: 0"
[1] "Final threshold is: 0.000631010717685099"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.092789694629175, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0934043739030698, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0934044008608556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0934044008608556, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0934044008608556"
[1] "Starting iterative with newton 0.0934044008608556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254699348959851, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254890040590642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0254890040697537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0254890040697537"
[1] "Starting iterative with newton 0.0254890040697537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239945681899171, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0240108161007033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024010816108154, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0240108161007033"
[1] "Starting iterative with newton 0.0240108161007033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239628763404988, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239790666320884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0239790666394796, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0239790666394796"
[1] "Starting iterative with newton 0.0239790666394796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239621958437678, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239783848995081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023978384906898, diff to last: 0"
[1] "Final threshold is: 0.000536019523171147"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.260018812698277"
[1] "Newton iter: 1, lambda:0.140014383509547, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.141287128804037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.141287272983886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141287272983888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141287272983886"
[1] "Starting iterative with newton 0.141287272983886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580458868430836, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582132925186873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582132939105831, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0582132925186873"
[1] "Starting iterative with newton 0.0582132925186873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0550387194791545, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0551857921949858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551857932448393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0551857921949858"
[1] "Starting iterative with newton 0.0551857921949858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0549272087411932, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0550735622899419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0550735633286769, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0550735633286769"
[1] "Starting iterative with newton 0.0550735633286769"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0549230727001986, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0550693996203382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0550694006586627, diff to last: 0"
[1] "Final threshold is: 0.00123103676288141"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160514159584273, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.163144318475851, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.163145019543453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163145019543503, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163145019543453"
[1] "Starting iterative with newton 0.163145019543453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.03396335057236, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340146034342373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340146035509762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0340146034342373"
[1] "Starting iterative with newton 0.0340146034342373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029355707604454, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0293907920427901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029390792092914, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0293907920427901"
[1] "Starting iterative with newton 0.0293907920427901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0291975187123396, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0292321123008836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0292321123494551, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0292321123008836"
[1] "Starting iterative with newton 0.0292321123008836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0291920985504621, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0292266753943359, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0292266754428549, diff to last: 0"
[1] "Final threshold is: 0.000653341276921082"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.331849019886119"
[1] "Newton iter: 1, lambda:0.203881578127926, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.205944356380297, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.205944899888011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205944899888049, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205944899888011"
[1] "Starting iterative with newton 0.205944899888011"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067076362953352, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0673639891357298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0673639944234286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0673639944234286"
[1] "Starting iterative with newton 0.0673639944234286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.060405627642161, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0606270028594874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0606270058325627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0606270028594874"
[1] "Starting iterative with newton 0.0606270028594874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0600817461379713, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0603001763675276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0603001792544102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0603001763675276"
[1] "Starting iterative with newton 0.0603001763675276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0600660373806835, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0602843253905019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0602843282732571, diff to last: 0"
[1] "Final threshold is: 0.00134761273668549"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.251407127109037, diff to last: 0.251"
[1] "Newton iter: 2, lambda:0.262733404896039, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.262756176534823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262756176626782, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.262756176626782"
[1] "Starting iterative with newton 0.262756176626782"
[1] "Starting newton at: 0.144040417856125"
[1] "Newton iter: 1, lambda:0.10244445947809, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.102594941913491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.102594943885165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.102594943885165"
[1] "Starting iterative with newton 0.102594943885165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0919565857064551, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0926610952462738, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0926611365625397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0926611365625399, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0926611365625399"
[1] "Starting iterative with newton 0.0926611365625399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913381262712946, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0920311667588418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0920312066253428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920312066253429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0920312066253429"
[1] "Starting iterative with newton 0.0920312066253429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091298844086017, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919911602491769, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091991200025076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0919912000250761, diff to last: 0"
[1] "Final threshold is: 0.00205639701673128"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.36585304548143"
[1] "Newton iter: 1, lambda:0.375337131831235, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.375358211785313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.375358211889285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.375358211889285"
[1] "Starting iterative with newton 0.375358211889285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121898918110583, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123507245077267, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123507524934227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123507524934235, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123507524934227"
[1] "Starting iterative with newton 0.123507524934227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104007141097878, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105070334732799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105070445830894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105070445830895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105070445830894"
[1] "Starting iterative with newton 0.105070445830894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102680979356682, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103709800653826, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103709903940624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103709903940626, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103709903940624"
[1] "Starting iterative with newton 0.103709903940624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102583037749385, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103609351115889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103609453845225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103609453845226, diff to last: 0"
[1] "Final threshold is: 0.00231611471243336"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.337307659070479"
[1] "Newton iter: 1, lambda:0.423008066040464, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.424999815246403, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.425000875698427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425000875698728, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.425000875698728"
[1] "Starting iterative with newton 0.425000875698728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149936496524306, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15285342085219, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152854523383291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152854523383449, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152854523383291"
[1] "Starting iterative with newton 0.152854523383291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127110307768053, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12901982043611, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129020251122546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129020251122568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129020251122546"
[1] "Starting iterative with newton 0.129020251122546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125070277094008, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126903457426456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126903851053991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126903851054009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.126903851053991"
[1] "Starting iterative with newton 0.126903851053991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124888834409807, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.1267153262583, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12671571672691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126715716726928, diff to last: 0"
[1] "Final threshold is: 0.00283263857607198"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.553727031937202"
[1] "Newton iter: 1, lambda:0.552580118712774, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.552580575097773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.552580575097846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.552580575097773"
[1] "Starting iterative with newton 0.552580575097773"
[1] "Starting newton at: 0.392026764264058"
[1] "Newton iter: 1, lambda:0.19881626451943, diff to last: 0.193"
[1] "Newton iter: 2, lambda:0.205092505367696, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.205099216403556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205099216411227, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.205099216403556"
[1] "Starting iterative with newton 0.205099216403556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161588579959111, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1655724472605, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165574865651991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165574865652882, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.165574865651991"
[1] "Starting iterative with newton 0.165574865651991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157310696344624, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.161033935028398, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161036018384674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161036018385326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161036018384674"
[1] "Starting iterative with newton 0.161036018384674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156818378066898, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160512345609331, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160514393053988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160514393054617, diff to last: 0"
[1] "Final threshold is: 0.00358818364070342"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.35844207879441"
[1] "Starting iterative with newton 3.35844207879441"
[1] "Starting newton at: 0.593701361411528"
[1] "Newton iter: 1, lambda:0.609779919864113, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.609881244207151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609881248212277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.609881244207151"
[1] "Starting iterative with newton 0.609881244207151"
[1] "Starting newton at: 0.399859453018774"
[1] "Newton iter: 1, lambda:0.241425905295729, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.246557475145016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.246562924611666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24656292461781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24656292461781"
[1] "Starting iterative with newton 0.24656292461781"
[1] "Starting newton at: 0.373160065538799"
[1] "Newton iter: 1, lambda:0.192479605089113, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.198362105507501, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.198368392025491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19836839203267, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19836839203267"
[1] "Starting iterative with newton 0.19836839203267"
[1] "Starting newton at: 0.357263304418626"
[1] "Newton iter: 1, lambda:0.186890481357129, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.192031155335487, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.192035867330954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192035867334912, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192035867330954"
[1] "Starting iterative with newton 0.192035867330954"
[1] "Starting newton at: 0.357488620465624"
[1] "Newton iter: 1, lambda:0.186004336472104, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.191199591352137, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19120439202798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191204392032079, diff to last: 0"
[1] "Final threshold is: 0.00427423646233015"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.25219722181021"
[1] "Starting iterative with newton 3.25219722181021"
[1] "Starting newton at: 0.637350503359768"
[1] "Newton iter: 1, lambda:0.587588347477688, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.588488274354673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588488573262876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588488573262909, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588488573262876"
[1] "Starting iterative with newton 0.588488573262876"
[1] "Starting newton at: 0.374773289387357"
[1] "Newton iter: 1, lambda:0.253935113191976, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.256987713021169, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.256989679927072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256989679927888, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.256989679927072"
[1] "Starting iterative with newton 0.256989679927072"
[1] "Starting newton at: 0.307773940432532"
[1] "Newton iter: 1, lambda:0.211285427291761, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.213033088082251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213033664007705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213033664007768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213033664007705"
[1] "Starting iterative with newton 0.213033664007705"
[1] "Starting newton at: 0.313335699795405"
[1] "Newton iter: 1, lambda:0.204994019451258, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.207162192851066, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207163065367764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207163065367905, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207163065367764"
[1] "Starting iterative with newton 0.207163065367764"
[1] "Starting newton at: 0.317116911041278"
[1] "Newton iter: 1, lambda:0.20401968028091, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.206376846085256, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.206377875153274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20637787515347, diff to last: 0"
[1] "Final threshold is: 0.00461342874828078"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.66016306174548"
[1] "Starting iterative with newton 2.66016306174548"
[1] "Starting newton at: 0.562692543769866"
[1] "Newton iter: 1, lambda:0.640740125582168, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.643383376394833, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.6433863442438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.643386344247538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6433863442438"
[1] "Starting iterative with newton 0.6433863442438"
[1] "Starting newton at: 0.321494015205716"
[1] "Newton iter: 1, lambda:0.311548356414423, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.311574001807938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311574001978589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311574001807938"
[1] "Starting iterative with newton 0.311574001807938"
[1] "Starting newton at: 0.339670860330389"
[1] "Newton iter: 1, lambda:0.254808708265618, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.256459956837513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.256460585154398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256460585154489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.256460585154398"
[1] "Starting iterative with newton 0.256460585154398"
[1] "Starting newton at: 0.335845290392542"
[1] "Newton iter: 1, lambda:0.245503850180637, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.247336531060338, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.247337288955897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247337288956027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247337288955897"
[1] "Starting iterative with newton 0.247337288955897"
[1] "Starting newton at: 0.338095838393007"
[1] "Newton iter: 1, lambda:0.243839078804159, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.245826713824296, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.245827602178157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245827602178334, diff to last: 0"
[1] "Final threshold is: 0.00549529898090176"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.02500955760724"
[1] "Starting iterative with newton 2.02500955760724"
[1] "Starting newton at: 0.837720383139916"
[1] "Newton iter: 1, lambda:0.706023501015286, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.714207076491413, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.714240457379746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714240457933589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.714240457379746"
[1] "Starting iterative with newton 0.714240457379746"
[1] "Starting newton at: 0.291145821335045"
[1] "Newton iter: 1, lambda:0.422612146236306, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.42873103836038, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.42874412982423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428744129884106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.42874412982423"
[1] "Starting iterative with newton 0.42874412982423"
[1] "Starting newton at: 0.309218816435629"
[1] "Newton iter: 1, lambda:0.364406968022558, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.365376996228032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.365377294509734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365377294509762, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.365377294509734"
[1] "Starting iterative with newton 0.365377294509734"
[1] "Starting newton at: 0.31694896466002"
[1] "Newton iter: 1, lambda:0.35093753361729, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.351296421564665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.351296461466014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351296461466015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.351296461466014"
[1] "Starting iterative with newton 0.351296461466014"
[1] "Starting newton at: 0.318977927925249"
[1] "Newton iter: 1, lambda:0.347909156340508, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.348167733780981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.348167754387383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348167754387383, diff to last: 0"
[1] "Final threshold is: 0.00778303936951661"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.27218354410084"
[1] "Starting iterative with newton 2.27218354410084"
[1] "Starting newton at: 0.566884531777001"
[1] "Newton iter: 1, lambda:0.665031168711857, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.669484930469774, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.66949385977331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66949385980915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.66949385980915"
[1] "Starting iterative with newton 0.66949385980915"
[1] "Starting newton at: 0.303660917531873"
[1] "Newton iter: 1, lambda:0.374627757161255, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.376173808473905, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376174537155491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376174537155653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.376174537155491"
[1] "Starting iterative with newton 0.376174537155491"
[1] "Starting newton at: 0.324223871116164"
[1] "Newton iter: 1, lambda:0.319101440985665, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.319108711929513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319108711944169, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.319108711944169"
[1] "Starting iterative with newton 0.319108711944169"
[1] "Starting newton at: 0.329869918743786"
[1] "Newton iter: 1, lambda:0.307800738799858, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.307932881489759, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307932886235773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307932886235773"
[1] "Starting iterative with newton 0.307932886235773"
[1] "Starting newton at: 0.326549778627335"
[1] "Newton iter: 1, lambda:0.305623802420241, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.30574215861913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30574216241157, diff to last: 0"
[1] "Final threshold is: 0.00683464581939075"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.72628079171232"
[1] "Starting iterative with newton 1.72628079171232"
[1] "Starting newton at: 0.734776077084589"
[1] "Newton iter: 1, lambda:0.777761627134463, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.778820152129886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.77882078440993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.778820784410155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.778820784410155"
[1] "Starting iterative with newton 0.778820784410155"
[1] "Starting newton at: 0.535551542903235"
[1] "Newton iter: 1, lambda:0.524679853531985, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.524730170096819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.524730171177003, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.524730171177003"
[1] "Starting iterative with newton 0.524730171177003"
[1] "Starting newton at: 0.557846387317284"
[1] "Newton iter: 1, lambda:0.452180649887364, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.456454530495228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.456461665095225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456461665115094, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.456461665115094"
[1] "Starting iterative with newton 0.456461665115094"
[1] "Starting newton at: 0.56788046993118"
[1] "Newton iter: 1, lambda:0.43121523409334, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.438150685669868, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.438169010990397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438169011118216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.438169010990397"
[1] "Starting iterative with newton 0.438169010990397"
[1] "Starting newton at: 0.569246547394337"
[1] "Newton iter: 1, lambda:0.425653496723297, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.43324980999981, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.43327164510638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433271645286607, diff to last: 0"
[1] "Final threshold is: 0.00968547554753217"
threshold is:
[{'ad': 0.0006310107176850995, 'da': 0.0005360195231711467, 'dd': 0.0012310367628814121}, {'ad': 0.0006533412769210815, 'da': 0.0013476127366854906, 'dd': 0.0020563970167312828}, {'ad': 0.0023161147124333586, 'da': 0.002832638576071981, 'dd': 0.003588183640703417}, {'ad': 0.004274236462330145, 'da': 0.004613428748280783, 'dd': 0.005495298980901764}, {'ad': 0.00778303936951661, 'da': 0.006834645819390747, 'dd': 0.009685475547532166}]
Number of points in noise estimation: 128
Estimated noise: 0.057213269251801584
0.057213269251801584
threshold is:
[{'ad': 0.004421199623687144, 'da': 0.00505964177280737, 'dd': 0.010735093127356266}, {'ad': 0.009384347662392045, 'da': 0.004697327901533516, 'dd': 0.01260059476309442}, {'ad': 0.014864832330208076, 'da': 0.019865498513187172, 'dd': 0.026412840153304668}, {'ad': 0.025671577982321114, 'da': 0.0305845859361892, 'dd': 0.039437880403503135}, {'ad': 0.06064614114546846, 'da': 0.05281931794585169, 'dd': 0.2520510499611505}]
['baboon256', 0.075, 1, 0.001584837498963198, 0.0019305261262621395, 0.0016538209540997314, 0.007642161717761533, 0.002242777105921904, 0.0022819463839223644, 0.0013748671376342188, 0.0015848374989631993, 28.000152614724595, 27.143243165912388, 27.815115098109775, 21.167837763324645, 26.492138857920793, 26.41694563879333, 28.617392685102658, 28.00015261472459]
baboon256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.0567161118173165
0.0567161118173165
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106944765029483, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107753710982984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107753757107092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107753757107092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107753757107092"
[1] "Starting iterative with newton 0.107753757107092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257018358267312, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0257224776132873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0257224776266026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0257224776132873"
[1] "Starting iterative with newton 0.0257224776132873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235870385032064, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0236036046448574, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0236036046530299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0236036046448574"
[1] "Starting iterative with newton 0.0236036046448574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235334727640216, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0235499426429806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0235499426510481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0235499426510481"
[1] "Starting iterative with newton 0.0235499426510481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235321168907432, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.023548584337464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0235485843455288, diff to last: 0"
[1] "Final threshold is: 0.00133558414242312"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.258492010435502, diff to last: 0.258"
[1] "Newton iter: 2, lambda:0.269228776310805, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.269246922751208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269246922802963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269246922751208"
[1] "Starting iterative with newton 0.269246922751208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116530478289768, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.117816044223783, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117816200541879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117816200541881, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117816200541879"
[1] "Starting iterative with newton 0.117816200541879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106019335841366, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107045579637826, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107045675710782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107045675710783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107045675710783"
[1] "Starting iterative with newton 0.107045675710783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105238806040475, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106247528176093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106247620770302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106247620770303, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106247620770302"
[1] "Starting iterative with newton 0.106247620770302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105180823732343, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106188252740205, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106188345080514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106188345080514, diff to last: 0"
[1] "Final threshold is: 0.0060225900532822"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.515246807940742"
[1] "Newton iter: 1, lambda:0.326657174261257, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.333740740156914, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.333751060159479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333751060181363, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.333751060159479"
[1] "Starting iterative with newton 0.333751060159479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14481361668083, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147520620413894, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14752156392311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147521563923225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14752156392311"
[1] "Starting iterative with newton 0.14752156392311"
[1] "Starting newton at: 0.121649816640611"
[1] "Newton iter: 1, lambda:0.130003988269271, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.130012492596565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.130012492605376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130012492596565"
[1] "Starting iterative with newton 0.130012492596565"
[1] "Starting newton at: 0.139158887967156"
[1] "Newton iter: 1, lambda:0.128331280178182, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.128345479645632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128345479670059, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128345479645632"
[1] "Starting iterative with newton 0.128345479645632"
[1] "Starting newton at: 0.140825900918089"
[1] "Newton iter: 1, lambda:0.128167132696715, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.128186529838218, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128186529883776, diff to last: 0"
[1] "Final threshold is: 0.00727024155977815"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.155200880266231"
[1] "Newton iter: 1, lambda:0.36973748595186, diff to last: 0.215"
[1] "Newton iter: 2, lambda:0.381290608553756, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.381323434454349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381323434718891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.381323434454349"
[1] "Starting iterative with newton 0.381323434454349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13594547156526, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138123713508265, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138124272433505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138124272433541, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.138124272433541"
[1] "Starting iterative with newton 0.138124272433541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117806553098475, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119303136397077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119303377871271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119303377871278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.119303377871278"
[1] "Starting iterative with newton 0.119303377871278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116390862612479, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117841511741499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117841737043694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117841737043699, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117841737043694"
[1] "Starting iterative with newton 0.117841737043694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116280766525092, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117727885610384, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117728109695902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117728109695907, diff to last: 0"
[1] "Final threshold is: 0.00667708063355436"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.371423818954061"
[1] "Newton iter: 1, lambda:0.503556915159473, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.509115773765394, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.509125333205116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.509125333233345, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509125333233345"
[1] "Starting iterative with newton 0.509125333233345"
[1] "Starting newton at: 0.254010526607382"
[1] "Newton iter: 1, lambda:0.196861532122103, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.197404311470234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197404360518822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197404360518822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.197404360518822"
[1] "Starting iterative with newton 0.197404360518822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159839913028982, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.163636151663543, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163638292459024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163638292459705, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163638292459705"
[1] "Starting iterative with newton 0.163638292459705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156384383980113, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159972275091986, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.15997416327096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159974163271482, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.159974163271482"
[1] "Starting iterative with newton 0.159974163271482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156008863073467, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.15957459614887, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159576458506052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15957645850656, diff to last: 0"
[1] "Final threshold is: 0.0090505562640406"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.71229690852246"
[1] "Starting iterative with newton 2.71229690852246"
[1] "Starting newton at: 0.795423339027446"
[1] "Newton iter: 1, lambda:0.638820322468746, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.648838147951761, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.648881536072008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648881536883506, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648881536072008"
[1] "Starting iterative with newton 0.648881536072008"
[1] "Starting newton at: 0.29542492744214"
[1] "Newton iter: 1, lambda:0.316936952607831, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.317056680902011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317056684604541, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.317056680902011"
[1] "Starting iterative with newton 0.317056680902011"
[1] "Starting newton at: 0.267907263010735"
[1] "Newton iter: 1, lambda:0.26280583584671, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.262811847953311, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262811847961664, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262811847953311"
[1] "Starting iterative with newton 0.262811847953311"
[1] "Starting newton at: 0.302411171242387"
[1] "Newton iter: 1, lambda:0.253338994712324, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.253883355217579, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253883422390069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25388342239007, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253883422390069"
[1] "Starting iterative with newton 0.253883422390069"
[1] "Starting newton at: 0.311339596805629"
[1] "Newton iter: 1, lambda:0.251608099645179, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.252411542085304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252411687948001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252411687948006, diff to last: 0"
[1] "Final threshold is: 0.0143158095176564"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.38981616977065"
[1] "Starting iterative with newton 2.38981616977065"
[1] "Starting newton at: 0.731382703274475"
[1] "Newton iter: 1, lambda:0.666564464953473, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.668366591478641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.668368017500024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668368017500916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668368017500916"
[1] "Starting iterative with newton 0.668368017500916"
[1] "Starting newton at: 0.345378906922835"
[1] "Newton iter: 1, lambda:0.359992674903747, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.360055607199326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.360055608364667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.360055607199326"
[1] "Starting iterative with newton 0.360055607199326"
[1] "Starting newton at: 0.273734723355226"
[1] "Newton iter: 1, lambda:0.302838326797309, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.303063005225221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30306301859114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30306301859114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.30306301859114"
[1] "Starting iterative with newton 0.30306301859114"
[1] "Starting newton at: 0.272853531724408"
[1] "Newton iter: 1, lambda:0.292426254072247, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.292525715620346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.2925257181858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.292525715620346"
[1] "Starting iterative with newton 0.292525715620346"
[1] "Starting newton at: 0.276435666179883"
[1] "Newton iter: 1, lambda:0.290524862225067, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.290576183623562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290576184303961, diff to last: 0"
[1] "Final threshold is: 0.016480351321843"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.05940727073433"
[1] "Starting iterative with newton 2.05940727073433"
[1] "Starting newton at: 0.674649611604739"
[1] "Newton iter: 1, lambda:0.68149170361426, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.681512764812154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.681512765011263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681512764812154"
[1] "Starting iterative with newton 0.681512764812154"
[1] "Starting newton at: 0.290466845124009"
[1] "Newton iter: 1, lambda:0.406113888144672, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.410664029485226, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.41067098666539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410670986681644, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.410670986681644"
[1] "Starting iterative with newton 0.410670986681644"
[1] "Starting newton at: 0.297975515565206"
[1] "Newton iter: 1, lambda:0.350880236947432, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.351745581260843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351745811719427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351745811719443, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.351745811719427"
[1] "Starting iterative with newton 0.351745811719427"
[1] "Starting newton at: 0.293156276566217"
[1] "Newton iter: 1, lambda:0.338336684570752, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.33895407188907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.338954186759694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338954186759698, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.338954186759694"
[1] "Starting iterative with newton 0.338954186759694"
[1] "Starting newton at: 0.292618409611206"
[1] "Newton iter: 1, lambda:0.335624490959453, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.336181158877616, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33618125183091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336181251830913, diff to last: 0"
[1] "Final threshold is: 0.0190668934697273"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6079803758669"
[1] "Starting iterative with newton 1.6079803758669"
[1] "Starting newton at: 0.957304708955303"
[1] "Newton iter: 1, lambda:0.789837356969173, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.805080582517221, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.805218329131228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.80521834031154, diff to last: 0"
[1] "Newton iter: 5, lambda:0.80521834031154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.805218329131228"
[1] "Starting iterative with newton 0.805218329131228"
[1] "Starting newton at: 0.515785832529799"
[1] "Newton iter: 1, lambda:0.569031886787755, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.570361903565693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570362724714479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570362724714792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.570362724714479"
[1] "Starting iterative with newton 0.570362724714479"
[1] "Starting newton at: 0.463454477080538"
[1] "Newton iter: 1, lambda:0.502113345511435, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.502754550507158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502754725821267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50275472582128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.50275472582128"
[1] "Starting iterative with newton 0.50275472582128"
[1] "Starting newton at: 0.453337262883018"
[1] "Newton iter: 1, lambda:0.482992760983448, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.483359912750671, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483359968776203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483359968776204, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.483359968776204"
[1] "Starting iterative with newton 0.483359968776204"
[1] "Starting newton at: 0.449460779354305"
[1] "Newton iter: 1, lambda:0.477475002901363, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.47780010405667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.477800147658111, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477800147658112, diff to last: 0"
[1] "Final threshold is: 0.0270989666009078"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32603572718468"
[1] "Starting iterative with newton 1.32603572718468"
[1] "Starting newton at: 0.835831652194871"
[1] "Newton iter: 1, lambda:0.858564449533651, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.858898109205077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.858898180396624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858898180396627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.858898180396624"
[1] "Starting iterative with newton 0.858898180396624"
[1] "Starting newton at: 0.622007067337795"
[1] "Newton iter: 1, lambda:0.70070838073283, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.704231596115041, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.704238509468707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.704238509495295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.704238509468707"
[1] "Starting iterative with newton 0.704238509468707"
[1] "Starting newton at: 0.645657477573113"
[1] "Newton iter: 1, lambda:0.652006545053084, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.652027898083221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.65202789832431, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.652027898083221"
[1] "Starting iterative with newton 0.652027898083221"
[1] "Starting newton at: 0.653942524488102"
[1] "Newton iter: 1, lambda:0.634117019993336, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.634320050132078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.634320071546499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6343200715465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.634320071546499"
[1] "Starting iterative with newton 0.634320071546499"
[1] "Starting newton at: 0.658997681410191"
[1] "Newton iter: 1, lambda:0.627809088229866, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.628306879855103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.628307007815322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62830700781533, diff to last: 0"
[1] "Final threshold is: 0.0356351305108578"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32892863307149"
[1] "Starting iterative with newton 1.32892863307149"
[1] "Starting newton at: 0.89391963149552"
[1] "Newton iter: 1, lambda:0.814730677724801, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.818323566886615, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.818331242934782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818331242969768, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.818331242934782"
[1] "Starting iterative with newton 0.818331242934782"
[1] "Starting newton at: 0.631314662941076"
[1] "Newton iter: 1, lambda:0.66717437089644, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.667846468220654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.667846701931592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66784670193162, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.66784670193162"
[1] "Starting iterative with newton 0.66784670193162"
[1] "Starting newton at: 0.635210502332854"
[1] "Newton iter: 1, lambda:0.62171286646484, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.62180263163756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.621802635622765, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.621802635622765"
[1] "Starting iterative with newton 0.621802635622765"
[1] "Starting newton at: 0.630544826412025"
[1] "Newton iter: 1, lambda:0.607266262252674, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.607528814338936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607528847952759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60752884795276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.60752884795276"
[1] "Starting iterative with newton 0.60752884795276"
[1] "Starting newton at: 0.626802445784387"
[1] "Newton iter: 1, lambda:0.602808167873774, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.603085839491908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.603085876921857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603085876921858, diff to last: 0"
[1] "Final threshold is: 0.0342046860309444"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01840713454587"
[1] "Starting iterative with newton 1.01840713454587"
[1] "Starting newton at: 0.988574946654073"
[1] "Newton iter: 1, lambda:0.94390700466388, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.945314173400447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.945315604902565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.945315604904045, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.945315604902565"
[1] "Starting iterative with newton 0.945315604902565"
[1] "Starting newton at: 0.986135417934345"
[1] "Newton iter: 1, lambda:0.912377301698454, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.916073706188335, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.91608337933778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916083379403905, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.916083379403905"
[1] "Starting iterative with newton 0.916083379403905"
[1] "Starting newton at: 0.989247899107031"
[1] "Newton iter: 1, lambda:0.898876619828769, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.904327630297827, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.904348495510284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.904348495815209, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.904348495510284"
[1] "Starting iterative with newton 0.904348495510284"
[1] "Starting newton at: 0.990364803814847"
[1] "Newton iter: 1, lambda:0.893368419757728, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899603226870767, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899630434774723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89963043529134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89963043529134"
[1] "Starting iterative with newton 0.89963043529134"
[1] "Starting newton at: 0.989725856022978"
[1] "Newton iter: 1, lambda:0.891297111633773, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.897703602497883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.897732289632556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897732290206038, diff to last: 0"
[1] "Final threshold is: 0.0509158849208156"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.815166004737709"
[1] "Starting iterative with newton 0.815166004737709"
[1] "Starting newton at: 1.00322378444211"
[1] "Newton iter: 1, lambda:1.13076680696732, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.14684879142565, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.14708990775599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14708996138537, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14708996138538, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14708996138537"
[1] "Starting iterative with newton 1.14708996138537"
[1] "Starting newton at: 1.32443423095321"
[1] "Newton iter: 1, lambda:1.33571762727327, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.33585001788286, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33585003594424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33585003594424, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33585003594424"
[1] "Starting iterative with newton 1.33585003594424"
[1] "Starting newton at: 1.32291283437215"
[1] "Newton iter: 1, lambda:1.42730418442116, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.44020582942582, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.44038973141168, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44038976835668, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44038976835668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44038976835668"
[1] "Starting iterative with newton 1.44038976835668"
[1] "Starting newton at: 1.32204401622243"
[1] "Newton iter: 1, lambda:1.46940682679471, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.49670788374647, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.49756900165595, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49756983789691, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49756983789769, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49756983789691"
[1] "Starting iterative with newton 1.49756983789691"
[1] "Starting newton at: 1.33302832089367"
[1] "Newton iter: 1, lambda:1.49392639441639, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.52733705772185, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.52865653499845, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5286585325062, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52865853251078, diff to last: 0"
[1] "Final threshold is: 0.0866995682601168"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.900393630128869"
[1] "Starting iterative with newton 0.900393630128869"
[1] "Starting newton at: 0.884333514142532"
[1] "Newton iter: 1, lambda:1.00495165640164, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.01699637526729, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01711058862105, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01711059882178, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01711059882178, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01711058862105"
[1] "Starting iterative with newton 1.01711058862105"
[1] "Starting newton at: 1.17044875782371"
[1] "Newton iter: 1, lambda:1.05933958133712, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.0685844043281, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.06865385759639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06865386149466, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06865386149466"
[1] "Starting iterative with newton 1.06865386149466"
[1] "Starting newton at: 1.17330418450382"
[1] "Newton iter: 1, lambda:1.08505065375419, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.09105748425698, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.09108716623262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09108716695467, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09108716623262"
[1] "Starting iterative with newton 1.09108716623262"
[1] "Starting newton at: 1.17460429867497"
[1] "Newton iter: 1, lambda:1.09593416690817, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.10076745880014, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.10078677887634, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10078677918411, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10078677887634"
[1] "Starting iterative with newton 1.10078677887634"
[1] "Starting newton at: 1.18013638727095"
[1] "Newton iter: 1, lambda:1.09991606768665, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.1049477263939, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.10496872221858, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10496872258299, diff to last: 0"
[1] "Final threshold is: 0.0626695296039863"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.11835777561495"
[1] "Newton iter: 1, lambda:1.27865436101182, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.30956095026968, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31063101598799, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31063226856132, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31063226856304, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31063226856132"
[1] "Starting iterative with newton 1.31063226856132"
[1] "Starting newton at: 1.54432090415073"
[1] "Newton iter: 1, lambda:1.7214097619261, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.77153664916823, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.77519938584751, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.7752179626168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77521796309259, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.7752179626168"
[1] "Starting iterative with newton 1.7752179626168"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.249860840329772"
threshold is:
[{'ad': 0.0013355841424231173, 'da': 0.006022590053282197, 'dd': 0.007270241559778149}, {'ad': 0.006677080633554361, 'da': 0.009050556264040601, 'dd': 0.014315809517656408}, {'ad': 0.016480351321843036, 'da': 0.01906689346972733, 'dd': 0.027098966600907763}, {'ad': 0.03563513051085783, 'da': 0.034204686030944426, 'dd': 0.050915884920815634}, {'ad': 0.08669956826011684, 'da': 0.06266952960398635, 'dd': 0.24986084032977185}]
Number of points in noise estimation: 128
Estimated noise: 0.0567161118173165
0.0567161118173165
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2995756711776"
[1] "Starting iterative with newton 23.2995756711776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0054354325057"
[1] "Starting iterative with newton 11.0054354325057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.74565837409408"
[1] "Starting iterative with newton 5.74565837409408"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.34096069763135"
[1] "Starting iterative with newton 5.34096069763135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.82822977795206"
[1] "Starting iterative with newton 3.82822977795206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.71229690852246"
[1] "Starting iterative with newton 2.71229690852246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38981616977065"
[1] "Starting iterative with newton 2.38981616977065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05940727073433"
[1] "Starting iterative with newton 2.05940727073433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6079803758669"
[1] "Starting iterative with newton 1.6079803758669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32603572718468"
[1] "Starting iterative with newton 1.32603572718468"
[1] "Starting newton at: 1.52644589660391"
[1] "Newton iter: 1, lambda:1.25188921958661, diff to last: 0.275"
[1] "Newton iter: 2, lambda:1.18522941976193, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.17933250275867, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.17928462504406, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17928462188378, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17928462188378"
[1] "Starting iterative with newton 1.17928462188378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32892863307149"
[1] "Starting iterative with newton 1.32892863307149"
[1] "Starting newton at: 1.53942568694627"
[1] "Newton iter: 1, lambda:1.29154312070773, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.23946094195595, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.23617990946179, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.23616647224313, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23616647201748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23616647201748"
[1] "Starting iterative with newton 1.23616647201748"
[1] "Starting newton at: 1.45020588420802"
[1] "Newton iter: 1, lambda:1.20302094232562, diff to last: 0.247"
[1] "Newton iter: 2, lambda:1.13957338957889, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.13374939741795, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.13369894604162, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13369894225357, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13369894225357"
[1] "Starting iterative with newton 1.13369894225357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01840713454587"
[1] "Starting iterative with newton 1.01840713454587"
[1] "Starting newton at: 1.18643641050095"
[1] "Newton iter: 1, lambda:1.11888733565208, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.11229611451997, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.11223106916027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11223106281926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11223106281926"
[1] "Starting iterative with newton 1.11223106281926"
[1] "Starting newton at: 1.27823708904521"
[1] "Newton iter: 1, lambda:1.23930535966076, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.23754868203385, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.23754500538929, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23754500537317, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23754500538929"
[1] "Starting iterative with newton 1.23754500538929"
[1] "Starting newton at: 1.4022078601811"
[1] "Newton iter: 1, lambda:1.39381341589327, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.39375234308295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.39375233982001, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39375234308295"
[1] "Starting iterative with newton 1.39375234308295"
[1] "Starting newton at: 1.53624284509278"
[1] "Newton iter: 1, lambda:1.54127479070601, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.54125878694491, diff to last: 0"
[1] "Newton iter: 3, lambda:1.5412587867844, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54125878694491"
[1] "Starting iterative with newton 1.54125878694491"
[1] "Starting newton at: 1.688335446024"
[1] "Newton iter: 1, lambda:1.67756008175427, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.67751090667278, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67751090561982, diff to last: 0"
[1] "Final threshold is: 0.0951418961576212"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.815166004737709"
[1] "Starting iterative with newton 0.815166004737709"
[1] "Starting newton at: 1.19899010848833"
[1] "Newton iter: 1, lambda:1.25982772563489, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.25565483232973, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.25563580407309, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25563580367612, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25563580367612"
[1] "Starting iterative with newton 1.25563580367612"
[1] "Starting newton at: 1.78913710946029"
[1] "Newton iter: 1, lambda:1.78761942341215, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.78761907468473, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78761907468471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78761907468473"
[1] "Starting iterative with newton 1.78761907468473"
[1] "Starting newton at: 2.15144665564878"
[1] "Newton iter: 1, lambda:2.14407613268639, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.1440881242178, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1440881242486, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.1440881242486"
[1] "Starting iterative with newton 2.1440881242486"
[1] "Starting newton at: 2.35630828770463"
[1] "Newton iter: 1, lambda:2.33836017184349, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.33847384194187, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33847384634936, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33847384634936"
[1] "Starting iterative with newton 2.33847384634936"
[1] "Starting newton at: 2.43680594907555"
[1] "Newton iter: 1, lambda:2.44483763708296, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.4448628419119, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4448628421629, diff to last: 0"
[1] "Final threshold is: 0.138663114319877"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.900393630128869"
[1] "Starting iterative with newton 0.900393630128869"
[1] "Starting newton at: 1.18762051165059"
[1] "Newton iter: 1, lambda:1.17661419717892, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.17645580342142, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17645577045728, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17645577045728, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17645577045728"
[1] "Starting iterative with newton 1.17645577045728"
[1] "Starting newton at: 1.4539246182033"
[1] "Newton iter: 1, lambda:1.54077376613887, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53571090607986, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.53569601218232, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53569601205212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53569601218232"
[1] "Starting iterative with newton 1.53569601218232"
[1] "Starting newton at: 1.81229144631466"
[1] "Newton iter: 1, lambda:1.82816470325015, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.82811369913318, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82811369865308, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82811369865308"
[1] "Starting iterative with newton 1.82811369865308"
[1] "Starting newton at: 1.96391825638277"
[1] "Newton iter: 1, lambda:2.01566520827306, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.01552159871568, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01552159867682, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.01552159867682"
[1] "Starting iterative with newton 2.01552159867682"
[1] "Starting newton at: 2.13872003751925"
[1] "Newton iter: 1, lambda:2.12209150480639, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.12211744476963, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12211744482303, diff to last: 0"
[1] "Final threshold is: 0.120358250287032"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.79534416861935"
[1] "Newton iter: 1, lambda:1.77060383192179, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.77051292373961, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77051292226768, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.77051292226768"
[1] "Starting iterative with newton 1.77051292226768"
[1] "Starting newton at: 2.34602750946096"
[1] "Newton iter: 1, lambda:2.42841491800337, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.43229305070902, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.43230239344996, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43230239350434, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43230239350434"
[1] "Starting iterative with newton 2.43230239350434"
[1] "Starting newton at: 2.69270526653569"
[1] "Newton iter: 1, lambda:2.74725008472015, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.74950003443317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.7495038971516, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74950389716299, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74950389716299"
[1] "Starting iterative with newton 2.74950389716299"
[1] "Starting newton at: 2.94479994069178"
[1] "Newton iter: 1, lambda:2.91450685831507, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.91524707132627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.91524751735385, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91524751735402, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.91524751735385"
[1] "Starting iterative with newton 2.91524751735385"
[1] "Starting newton at: 3.0103150105608"
[1] "Newton iter: 1, lambda:2.98934286876445, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.98970634489176, diff to last: 0"
[1] "Newton iter: 3, lambda:2.9897064550036, diff to last: 0"
[1] "Newton iter: 4, lambda:2.98970645500361, diff to last: 0"
[1] "Final threshold is: 0.169564525602937"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0951418961576212}, {'ad': 0.13866311431987732, 'da': 0.12035825028703209, 'dd': 0.16956452560293686}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.430919910527853. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022366158844714563
0.022366158844714563
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.0830704653971"
[1] "Starting iterative with newton 59.0830704653971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9075862297988"
[1] "Starting iterative with newton 27.9075862297988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5698421026026"
[1] "Starting iterative with newton 14.5698421026026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.5436096221026"
[1] "Starting iterative with newton 13.5436096221026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.7076261353665"
[1] "Starting iterative with newton 9.7076261353665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.87784325478284"
[1] "Starting iterative with newton 6.87784325478284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.06009650779055"
[1] "Starting iterative with newton 6.06009650779055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.22224552974436"
[1] "Starting iterative with newton 5.22224552974436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.07751708422071"
[1] "Starting iterative with newton 4.07751708422071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.3625617656979"
[1] "Starting iterative with newton 3.3625617656979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36989759725002"
[1] "Starting iterative with newton 3.36989759725002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58247709494857"
[1] "Starting iterative with newton 2.58247709494857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06709818147002"
[1] "Starting iterative with newton 2.06709818147002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28321841763438"
[1] "Starting iterative with newton 2.28321841763438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.71037129608846"
[1] "Starting iterative with newton 1.71037129608846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.430919910527853. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022366158844714563
0.022366158844714563
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0331577419691399, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0331843425777935, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0331843425949098, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0331843425777935"
[1] "Starting iterative with newton 0.0331843425777935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00545786978223604, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00545809529844194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00545809529844233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00545809529844194"
[1] "Starting iterative with newton 0.00545809529844194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.005260618408476, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00526082526854257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00526082526854289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00526082526854257"
[1] "Starting iterative with newton 0.00526082526854257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525922699282768, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525943372424438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0052594337242447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00525943372424438"
[1] "Starting iterative with newton 0.00525943372424438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525921717838315, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525942390889255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525942390889287, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.00011763311057798"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.127784525705229"
[1] "Newton iter: 1, lambda:0.120897955847679, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.12090142818847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120901428189353, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.12090142818847"
[1] "Starting iterative with newton 0.12090142818847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367985762786771, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0368716394152513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0368716397032512, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0368716394152513"
[1] "Starting iterative with newton 0.0368716394152513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327033860826751, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327585018968191, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327585020533655, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0327585018968191"
[1] "Starting iterative with newton 0.0327585018968191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325095151236384, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325638465795538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325638467313058, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0325638465795538"
[1] "Starting iterative with newton 0.0325638465795538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325003558142573, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325546503606405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325546505121688, diff to last: 0"
[1] "Final threshold is: 0.000728122481100229"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.135930657240492"
[1] "Newton iter: 1, lambda:0.156039185753477, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.156081033484035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.156081033665056, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156081033665056"
[1] "Starting iterative with newton 0.156081033665056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487923899160201, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489034452272161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489034458025805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0489034452272161"
[1] "Starting iterative with newton 0.0489034452272161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0447659851440191, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448557668893469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448557672505022, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0448557672505022"
[1] "Starting iterative with newton 0.0448557672505022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446135362456449, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0447025708519122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0447025712065371, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0447025708519122"
[1] "Starting iterative with newton 0.0447025708519122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446077663086033, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446967727166241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446967730710038, diff to last: 0"
[1] "Final threshold is: 0.000999695118426118"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146875771189142, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.148866701532903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148867065550594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148867065550607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148867065550607"
[1] "Starting iterative with newton 0.148867065550607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0534609593021205, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0535933152166663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0535933160278548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0535933160278548"
[1] "Starting iterative with newton 0.0535933160278548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.050335652527432, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504492467490889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504492473275732, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0504492467490889"
[1] "Starting iterative with newton 0.0504492467490889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502305930242153, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503435944351832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503435950070429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0503435944351832"
[1] "Starting iterative with newton 0.0503435944351832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502270606934209, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503400422132584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503400427848966, diff to last: 0"
[1] "Final threshold is: 0.00112591338039137"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.193979682605308, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.198739262786625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19874210403713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198742104038142, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.19874210403713"
[1] "Starting iterative with newton 0.19874210403713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668129506070011, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0670927390882826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067092743994604, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0670927390882826"
[1] "Starting iterative with newton 0.0670927390882826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612946796008778, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615167826258096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.061516785542301, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0615167826258096"
[1] "Starting iterative with newton 0.0615167826258096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.061063988739812, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0612838625688866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0612838654198718, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0612838654198718"
[1] "Starting iterative with newton 0.0612838654198718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0610543563034037, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0612741373726795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0612741402209569, diff to last: 0"
[1] "Final threshold is: 0.00137046715325524"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.441745153416623"
[1] "Newton iter: 1, lambda:0.296029970862104, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.300003337635412, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.300006357824749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.300006357826493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.300006357824749"
[1] "Starting iterative with newton 0.300006357824749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104194460006473, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105218360706527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105218459545524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105218459545525, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105218459545524"
[1] "Starting iterative with newton 0.105218459545524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913736677486901, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921061504161621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.092106197482495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921061974824952, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.092106197482495"
[1] "Starting iterative with newton 0.092106197482495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0905031900718246, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0912182055127814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091218250138489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0912182501384892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0912182501384892"
[1] "Starting iterative with newton 0.0912182501384892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0904442225668453, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.09115806476589, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0911581092302491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0911581092302493, diff to last: 0"
[1] "Final threshold is: 0.0020388567510276"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.366570537710201"
[1] "Newton iter: 1, lambda:0.366509648875706, diff to last: 0"
[1] "Newton iter: 2, lambda:0.366509649721141, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.366509648875706"
[1] "Starting iterative with newton 0.366509648875706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124030288066594, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125698884841867, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125699186487936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125699186487945, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125699186487936"
[1] "Starting iterative with newton 0.125699186487936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106113721706138, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107242523573927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107242651236132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107242651236134, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107242651236132"
[1] "Starting iterative with newton 0.107242651236132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104721524106898, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.10581394059405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105814059406624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105814059406625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105814059406624"
[1] "Starting iterative with newton 0.105814059406624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104613653321622, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105703282361446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105703400510478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10570340051048, diff to last: 0"
[1] "Final threshold is: 0.00236417904624387"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.376007442826788"
[1] "Newton iter: 1, lambda:0.418511685798874, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.418998907086732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.418998970619057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418998970619058, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.418998970619057"
[1] "Starting iterative with newton 0.418998970619057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138399291519696, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140721123818027, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140721776455925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140721776455977, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140721776455925"
[1] "Starting iterative with newton 0.140721776455925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116002144423358, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117483695199629, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117483936753869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117483936753875, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117483936753869"
[1] "Starting iterative with newton 0.117483936753869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114107610071563, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115529089198525, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115529309700833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115529309700838, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115529309700833"
[1] "Starting iterative with newton 0.115529309700833"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113948069398528, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115364563723974, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115364782527057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115364782527062, diff to last: 0"
[1] "Final threshold is: 0.00258026705108622"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.595695328783718"
[1] "Newton iter: 1, lambda:0.536292173947354, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.537477253629708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.537477732985934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537477732986012, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.537477732986012"
[1] "Starting iterative with newton 0.537477732986012"
[1] "Starting newton at: 0.378128912949433"
[1] "Newton iter: 1, lambda:0.187099137202157, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.193105081405228, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.193111088313964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193111088319971, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.193111088319971"
[1] "Starting iterative with newton 0.193111088319971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1504278195608, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153770050084352, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153771698969994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153771698970395, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.153771698969994"
[1] "Starting iterative with newton 0.153771698969994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146216782536582, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149326004630538, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14932740995594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149327409956227, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.14932740995594"
[1] "Starting iterative with newton 0.14932740995594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145741125582202, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148824691690474, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148826071503382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148826071503659, diff to last: 0"
[1] "Final threshold is: 0.00332866755548568"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.3625617656979"
[1] "Starting iterative with newton 3.3625617656979"
[1] "Starting newton at: 0.611379944426884"
[1] "Newton iter: 1, lambda:0.607346132709908, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.607352393080398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607352393095495, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607352393080398"
[1] "Starting iterative with newton 0.607352393080398"
[1] "Starting newton at: 0.340793529113244"
[1] "Newton iter: 1, lambda:0.246750387668818, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.248539776240312, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248540428085841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248540428085928, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248540428085841"
[1] "Starting iterative with newton 0.248540428085841"
[1] "Starting newton at: 0.383116265465249"
[1] "Newton iter: 1, lambda:0.195996104567669, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.202248494542574, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.202255542238448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202255542247401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202255542247401"
[1] "Starting iterative with newton 0.202255542247401"
[1] "Starting newton at: 0.371821423547233"
[1] "Newton iter: 1, lambda:0.190442352363846, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.196226717747588, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.196232651123675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232651129917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232651123675"
[1] "Starting iterative with newton 0.196232651123675"
[1] "Starting newton at: 0.358068662574181"
[1] "Newton iter: 1, lambda:0.190513140337103, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.195443364067117, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195447665131181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195447665134454, diff to last: 0"
[1] "Final threshold is: 0.00437141352415258"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.36989759725002"
[1] "Starting iterative with newton 3.36989759725002"
[1] "Starting newton at: 0.639122731106287"
[1] "Newton iter: 1, lambda:0.590213525068591, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.591089675913636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.591089961376154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591089961376184, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591089961376154"
[1] "Starting iterative with newton 0.591089961376154"
[1] "Starting newton at: 0.356772050873533"
[1] "Newton iter: 1, lambda:0.242631241284815, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.24528758704214, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.245289037935036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245289037935469, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.245289037935469"
[1] "Starting iterative with newton 0.245289037935469"
[1] "Starting newton at: 0.367580063354795"
[1] "Newton iter: 1, lambda:0.192972121354892, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.198490363054229, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.198495921797672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198495921803311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198495921797672"
[1] "Starting iterative with newton 0.198495921797672"
[1] "Starting newton at: 0.385611091922729"
[1] "Newton iter: 1, lambda:0.185002215054294, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.192153788565099, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.192162963590744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192162963605843, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192162963605843"
[1] "Starting iterative with newton 0.192162963605843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1851595037109, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.191299376907283, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.191306123328932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191306123337076, diff to last: 0"
[1] "Final threshold is: 0.00427878314234146"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.58247709494857"
[1] "Starting iterative with newton 2.58247709494857"
[1] "Starting newton at: 0.615256762907452"
[1] "Newton iter: 1, lambda:0.638287124658704, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.638512773137785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.638512794651569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638512794651569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.638512794651569"
[1] "Starting iterative with newton 0.638512794651569"
[1] "Starting newton at: 0.319215428949658"
[1] "Newton iter: 1, lambda:0.327448991717452, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.327467090741381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.327467090828769, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.327467090741381"
[1] "Starting iterative with newton 0.327467090741381"
[1] "Starting newton at: 0.331549981572771"
[1] "Newton iter: 1, lambda:0.272609289274068, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.273445261421952, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.273445430332237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273445430332244, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.273445430332237"
[1] "Starting iterative with newton 0.273445430332237"
[1] "Starting newton at: 0.334302448406838"
[1] "Newton iter: 1, lambda:0.262760177584381, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.263968421325204, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263968767695711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263968767695739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.263968767695711"
[1] "Starting iterative with newton 0.263968767695711"
[1] "Starting newton at: 0.3366807359215"
[1] "Newton iter: 1, lambda:0.260955339840411, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.262304192922165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262304623182605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262304623182648, diff to last: 0"
[1] "Final threshold is: 0.00586674686780513"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.06709818147002"
[1] "Starting iterative with newton 2.06709818147002"
[1] "Starting newton at: 0.807818611187987"
[1] "Newton iter: 1, lambda:0.716155044511536, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.720218547426325, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.720226830305061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720226830339427, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.720226830339427"
[1] "Starting iterative with newton 0.720226830339427"
[1] "Starting newton at: 0.290050474869537"
[1] "Newton iter: 1, lambda:0.419568685939749, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.425480822772819, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.425492995187648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425492995239205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425492995187648"
[1] "Starting iterative with newton 0.425492995187648"
[1] "Starting newton at: 0.300909563928153"
[1] "Newton iter: 1, lambda:0.35962898424383, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.360716701270804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.360717072776667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36071707277671, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.360717072776667"
[1] "Starting iterative with newton 0.360717072776667"
[1] "Starting newton at: 0.308421101365348"
[1] "Newton iter: 1, lambda:0.346048011842909, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.346483277143816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.34648333522124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346483335221241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.346483335221241"
[1] "Starting iterative with newton 0.346483335221241"
[1] "Starting newton at: 0.307898326624862"
[1] "Newton iter: 1, lambda:0.342979962047916, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.343356228219164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.343356271387973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343356271387974, diff to last: 0"
[1] "Final threshold is: 0.00767956090619233"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28321841763438"
[1] "Starting iterative with newton 2.28321841763438"
[1] "Starting newton at: 0.560888940890724"
[1] "Newton iter: 1, lambda:0.668769613821929, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.674207176944961, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.674220593947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674220594028579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674220593947036"
[1] "Starting iterative with newton 0.674220593947036"
[1] "Starting newton at: 0.304162151125293"
[1] "Newton iter: 1, lambda:0.373685469756195, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.375170201967924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.375170874656665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375170874656803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.375170874656803"
[1] "Starting iterative with newton 0.375170874656803"
[1] "Starting newton at: 0.323871160880003"
[1] "Newton iter: 1, lambda:0.317193396210226, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.317205707723695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317205707765565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317205707765565"
[1] "Starting iterative with newton 0.317205707765565"
[1] "Starting newton at: 0.31911493069294"
[1] "Newton iter: 1, lambda:0.305865773742133, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.305913232314045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305913232923579, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305913232314045"
[1] "Starting iterative with newton 0.305913232314045"
[1] "Starting newton at: 0.322515549972059"
[1] "Newton iter: 1, lambda:0.303615212996356, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.303711360300247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303711362791886, diff to last: 0"
[1] "Final threshold is: 0.00679285658314806"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.71037129608846"
[1] "Starting iterative with newton 1.71037129608846"
[1] "Starting newton at: 0.719077826362883"
[1] "Newton iter: 1, lambda:0.77992552297389, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.782057255321803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.782059817573958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782059817577657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.782059817577657"
[1] "Starting iterative with newton 0.782059817577657"
[1] "Starting newton at: 0.527901253590237"
[1] "Newton iter: 1, lambda:0.532342641232688, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.532351160744376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.532351160775696, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.532351160744376"
[1] "Starting iterative with newton 0.532351160744376"
[1] "Starting newton at: 0.553132790378847"
[1] "Newton iter: 1, lambda:0.461704225442676, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.464955083494057, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.464959266224124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464959266231045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.464959266224124"
[1] "Starting iterative with newton 0.464959266224124"
[1] "Starting newton at: 0.556785241913308"
[1] "Newton iter: 1, lambda:0.441811054645535, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.446807638539026, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.446817279947183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.446817279983056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446817279947183"
[1] "Starting iterative with newton 0.446817279947183"
[1] "Starting newton at: 0.558474333340656"
[1] "Newton iter: 1, lambda:0.436331227965551, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.44192605195421, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.44193805952834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.441938059583606, diff to last: 0"
[1] "Final threshold is: 0.00988445683893577"
threshold is:
[{'ad': 0.00011763311057798044, 'da': 0.0007281224811002293, 'dd': 0.0009996951184261182}, {'ad': 0.0011259133803913732, 'da': 0.0013704671532552364, 'dd': 0.0020388567510275972}, {'ad': 0.002364179046243873, 'da': 0.0025802670510862184, 'dd': 0.003328667555485676}, {'ad': 0.004371413524152583, 'da': 0.004278783142341456, 'dd': 0.005866746867805132}, {'ad': 0.007679560906192333, 'da': 0.006792856583148057, 'dd': 0.009884456838935771}]
Number of points in noise estimation: 128
Estimated noise: 0.0567161118173165
0.0567161118173165
threshold is:
[{'ad': 0.029661183808493696, 'da': 0.026869030248852566, 'dd': 0.01699719236172706}, {'ad': 0.014408119257129924, 'da': 0.00401409373722247, 'dd': 0.014148619941193818}, {'ad': 0.014907618990612548, 'da': 0.018362604188587664, 'dd': 0.026352232643493567}, {'ad': 0.027272998395482473, 'da': 0.027340686157231897, 'dd': 0.04598449345317937}, {'ad': 0.05948126034606654, 'da': 0.04906123023616246, 'dd': 0.24986084032977185}]
['baboon256', 0.075, 2, 0.0015934471466198838, 0.0019194993214266696, 0.0016254360530729033, 0.007593038928003559, 0.0022211529553306784, 0.0022992434034222776, 0.0013826448109080821, 0.0015934471466198844, 27.97662337155427, 27.168120370765084, 27.890301115839456, 21.195843735747633, 26.53421533586225, 26.38415050841342, 28.592893719330135, 27.97662337155427]
baboon256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.056933697762557973
0.056933697762557973
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107632949954988, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108404203035461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108404242508297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108404242508297, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.108404242508297"
[1] "Starting iterative with newton 0.108404242508297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397730828236622, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398371425266616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398371426928146, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0398371426928146"
[1] "Starting iterative with newton 0.0398371426928146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372953657977747, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0373505742508666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0373505743718302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0373505742508666"
[1] "Starting iterative with newton 0.0373505742508666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372058201282655, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372607219059308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372607220254632, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0372607220254632"
[1] "Starting iterative with newton 0.0372607220254632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372025849299631, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372574756448603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372574757643412, diff to last: 0"
[1] "Final threshold is: 0.00212120586456283"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.368264702512725"
[1] "Newton iter: 1, lambda:0.252579140068942, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.254469297185451, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.25446981126682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254469811266858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25446981126682"
[1] "Starting iterative with newton 0.25446981126682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955766819220507, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964093355830012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964093987617564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964093987617568, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0964093987617564"
[1] "Starting iterative with newton 0.0964093987617564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847038584828519, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0853200408992959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.085320073505339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853200735053391, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.085320073505339"
[1] "Starting iterative with newton 0.085320073505339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0839422594888934, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0845447851063454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0845448161481887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0845448161481888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0845448161481887"
[1] "Starting iterative with newton 0.0845448161481887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.083889018060332, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0844905961510108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084490627085893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0844906270858931, diff to last: 0"
[1] "Final threshold is: 0.00481036382627723"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.292788493018749, diff to last: 0.293"
[1] "Newton iter: 2, lambda:0.309550232998684, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.309604552043065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309604552612627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.309604552612627"
[1] "Starting iterative with newton 0.309604552612627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147290564706101, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150368889549987, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150370228895294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150370228895547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150370228895294"
[1] "Starting iterative with newton 0.150370228895294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130080293008119, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132370181886601, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132370890013162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13237089001323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.13237089001323"
[1] "Starting iterative with newton 0.13237089001323"
[1] "Starting newton at: 0.135271566479124"
[1] "Newton iter: 1, lambda:0.130365508011747, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.130368738206704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.130368738208105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130368738206704"
[1] "Starting iterative with newton 0.130368738206704"
[1] "Starting newton at: 0.13727371828565"
[1] "Newton iter: 1, lambda:0.130139374403772, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.13014620006361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13014620006986, diff to last: 0"
[1] "Final threshold is: 0.00740970441936699"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.381046933876978"
[1] "Newton iter: 1, lambda:0.390661663850123, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.390684141136813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.390684141259444, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.390684141259444"
[1] "Starting iterative with newton 0.390684141259444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140611622240068, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143094929455955, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.143095702825111, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143095702825186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143095702825111"
[1] "Starting iterative with newton 0.143095702825111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119379649439276, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12102486335037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121025175619041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121025175619052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121025175619041"
[1] "Starting iterative with newton 0.121025175619041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117496970615195, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.11907774983875, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.11907803580381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119078035803819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11907803580381"
[1] "Starting iterative with newton 0.11907803580381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11733087159571, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118906042377721, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118906326113222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118906326113231, diff to last: 0"
[1] "Final threshold is: 0.00676977683298635"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.60336156016041"
[1] "Newton iter: 1, lambda:0.500357603492534, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.503388391874511, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.503391098806224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503391098808382, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.503391098806224"
[1] "Starting iterative with newton 0.503391098806224"
[1] "Starting newton at: 0.385002578107021"
[1] "Newton iter: 1, lambda:0.184335026757637, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.190920075213413, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.190927231299218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190927231307667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190927231299218"
[1] "Starting iterative with newton 0.190927231299218"
[1] "Starting newton at: 0.282874442802104"
[1] "Newton iter: 1, lambda:0.153745667437214, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.15619012164595, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156191000127931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156191000128045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156191000128045"
[1] "Starting iterative with newton 0.156191000128045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149123106606258, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152348964856999, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152350474198726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152350474199057, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.152350474199057"
[1] "Starting iterative with newton 0.152350474199057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14872082487223, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151924444037016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151925930400122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151925930400442, diff to last: 0"
[1] "Final threshold is: 0.00864970500369595"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.69286966341184"
[1] "Starting iterative with newton 2.69286966341184"
[1] "Starting newton at: 0.774177165513476"
[1] "Newton iter: 1, lambda:0.654115079023355, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.660139434389103, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.660155260649442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.660155260758468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.660155260758468"
[1] "Starting iterative with newton 0.660155260758468"
[1] "Starting newton at: 0.278381362312905"
[1] "Newton iter: 1, lambda:0.317714342635627, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.318122286440737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318122330213799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318122330213799, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318122330213799"
[1] "Starting iterative with newton 0.318122330213799"
[1] "Starting newton at: 0.270754216476102"
[1] "Newton iter: 1, lambda:0.263735887042354, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.263747261358715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263747261388599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263747261388599"
[1] "Starting iterative with newton 0.263747261388599"
[1] "Starting newton at: 0.258010239024087"
[1] "Newton iter: 1, lambda:0.255111471852287, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.255113371854501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255113371855317, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255113371854501"
[1] "Starting iterative with newton 0.255113371854501"
[1] "Starting newton at: 0.266644128558186"
[1] "Newton iter: 1, lambda:0.253703299872128, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.253741024198422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.25374102451916, diff to last: 0"
[1] "Final threshold is: 0.0144464147999356"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.3268178630572"
[1] "Starting iterative with newton 2.3268178630572"
[1] "Starting newton at: 0.727300585352496"
[1] "Newton iter: 1, lambda:0.672453570868872, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.673753013507547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.673753757389264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.673753757389508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.673753757389264"
[1] "Starting iterative with newton 0.673753757389264"
[1] "Starting newton at: 0.328414712961451"
[1] "Newton iter: 1, lambda:0.373490957947576, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.374107617592338, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374107732494879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374107732494883, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374107732494879"
[1] "Starting iterative with newton 0.374107732494879"
[1] "Starting newton at: 0.200106926737801"
[1] "Newton iter: 1, lambda:0.315109043810653, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.31873687396186, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.31874046431844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318740464321956, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318740464321956"
[1] "Starting iterative with newton 0.318740464321956"
[1] "Starting newton at: 0.23600786377112"
[1] "Newton iter: 1, lambda:0.306994963498861, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.308347802177151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308348291659085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308348291659149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.308348291659085"
[1] "Starting iterative with newton 0.308348291659085"
[1] "Starting newton at: 0.238187956288627"
[1] "Newton iter: 1, lambda:0.305189487875983, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.306389952181453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306390336179592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306390336179631, diff to last: 0"
[1] "Final threshold is: 0.0174439347974197"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01836075963179"
[1] "Starting iterative with newton 2.01836075963179"
[1] "Starting newton at: 0.805195747198018"
[1] "Newton iter: 1, lambda:0.666038599465859, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.674337070739344, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.674368242025371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674368242463993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674368242463993"
[1] "Starting iterative with newton 0.674368242463993"
[1] "Starting newton at: 0.518399055749498"
[1] "Newton iter: 1, lambda:0.417219016094728, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.420561134828405, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.420564848818926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42056484882351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.420564848818926"
[1] "Starting iterative with newton 0.420564848818926"
[1] "Starting newton at: 0.251410336000106"
[1] "Newton iter: 1, lambda:0.362854656335259, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.366727584663662, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.366732219084222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366732219090855, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.366732219084222"
[1] "Starting iterative with newton 0.366732219084222"
[1] "Starting newton at: 0.265110435012048"
[1] "Newton iter: 1, lambda:0.352703891535968, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.355052335089857, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.355054010847608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.355054010848461, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.355054010847608"
[1] "Starting iterative with newton 0.355054010847608"
[1] "Starting newton at: 0.260105675417564"
[1] "Newton iter: 1, lambda:0.350040622195016, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.352507345364383, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.352509187473129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352509187474156, diff to last: 0"
[1] "Final threshold is: 0.0200696515381785"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.5370242779073"
[1] "Starting iterative with newton 1.5370242779073"
[1] "Starting newton at: 0.654348524560996"
[1] "Newton iter: 1, lambda:0.777128617362941, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.786050724687356, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.78609615971055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.78609616088479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78609615971055"
[1] "Starting iterative with newton 0.78609615971055"
[1] "Starting newton at: 0.713432105681159"
[1] "Newton iter: 1, lambda:0.571703177158193, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.580566275481121, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.580602466879029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580602467481235, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.580602466879029"
[1] "Starting iterative with newton 0.580602466879029"
[1] "Starting newton at: 0.468767073040092"
[1] "Newton iter: 1, lambda:0.522103699207082, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.523338424829425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.52333908044917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523339080449355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.52333908044917"
[1] "Starting iterative with newton 0.52333908044917"
[1] "Starting newton at: 0.472773784314121"
[1] "Newton iter: 1, lambda:0.506803603546141, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.50729478578336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.507294887518154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507294887518158, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.507294887518154"
[1] "Starting iterative with newton 0.507294887518154"
[1] "Starting newton at: 0.483361051135699"
[1] "Newton iter: 1, lambda:0.502640507607643, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.502796900180253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.502796910436504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502796910436504, diff to last: 0"
[1] "Final threshold is: 0.0286260873347399"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.28611309334307"
[1] "Starting iterative with newton 1.28611309334307"
[1] "Starting newton at: 0.843080672807822"
[1] "Newton iter: 1, lambda:0.853338873254113, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.853405324638204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.853405327414258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853405327414258"
[1] "Starting iterative with newton 0.853405327414258"
[1] "Starting newton at: 0.626035096571776"
[1] "Newton iter: 1, lambda:0.708735739258349, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.712642315285136, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.7126508352367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.712650835277172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.712650835277172"
[1] "Starting iterative with newton 0.712650835277172"
[1] "Starting newton at: 0.625560072736428"
[1] "Newton iter: 1, lambda:0.664934213616173, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.665770719766445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.665771093250542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665771093250616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.665771093250542"
[1] "Starting iterative with newton 0.665771093250542"
[1] "Starting newton at: 0.626345542722661"
[1] "Newton iter: 1, lambda:0.649750626807706, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.650040423289987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.650040467433066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650040467433067, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.650040467433067"
[1] "Starting iterative with newton 0.650040467433067"
[1] "Starting newton at: 0.624949233438537"
[1] "Newton iter: 1, lambda:0.644547625884167, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.644749555182551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.644749576504497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.644749576504497, diff to last: 0"
[1] "Final threshold is: 0.0367079775212443"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3076095097092"
[1] "Starting iterative with newton 1.3076095097092"
[1] "Starting newton at: 0.933171091334815"
[1] "Newton iter: 1, lambda:0.805130014004874, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.814265829029255, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.814315381747782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814315383200269, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.814315383200269"
[1] "Starting iterative with newton 0.814315383200269"
[1] "Starting newton at: 0.643837320380996"
[1] "Newton iter: 1, lambda:0.670198569925167, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670560668210954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.670560736012152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.670560736012154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.670560736012154"
[1] "Starting iterative with newton 0.670560736012154"
[1] "Starting newton at: 0.645045793063074"
[1] "Newton iter: 1, lambda:0.627124084484519, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.627282387807004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627282400221533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627282400221534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.627282400221533"
[1] "Starting iterative with newton 0.627282400221533"
[1] "Starting newton at: 0.637766413887159"
[1] "Newton iter: 1, lambda:0.613833181325251, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.614111344347649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.614111382174066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614111382174066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.614111382174066"
[1] "Starting iterative with newton 0.614111382174066"
[1] "Starting newton at: 0.631288129533915"
[1] "Newton iter: 1, lambda:0.609866391928272, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.61008850410349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610088528122968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610088528122968, diff to last: 0"
[1] "Final threshold is: 0.0347345958685569"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.05024866378419"
[1] "Starting iterative with newton 1.05024866378419"
[1] "Starting newton at: 0.996622158908104"
[1] "Newton iter: 1, lambda:0.946064526761245, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.94786372196683, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.947866066236431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.947866066240407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.947866066236431"
[1] "Starting iterative with newton 0.947866066236431"
[1] "Starting newton at: 1.00796562045737"
[1] "Newton iter: 1, lambda:0.899109242324992, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.906943694822631, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.906986918868144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.90698692017898, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.906986918868144"
[1] "Starting iterative with newton 0.906986918868144"
[1] "Starting newton at: 0.995857714826521"
[1] "Newton iter: 1, lambda:0.882064961825979, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.890505997318288, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.890555554882177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.890555556583746, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.890555554882177"
[1] "Starting iterative with newton 0.890555554882177"
[1] "Starting newton at: 1.00278171373548"
[1] "Newton iter: 1, lambda:0.873031139678137, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.883852631307425, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.883933750022474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.883933754558315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.883933750022474"
[1] "Starting iterative with newton 0.883933750022474"
[1] "Starting newton at: 1.00689273510558"
[1] "Newton iter: 1, lambda:0.869024396600705, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.881160661638398, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.881262535874537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.881262543013747, diff to last: 0"
[1] "Final threshold is: 0.0501735348669463"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.792736284875531"
[1] "Starting iterative with newton 0.792736284875531"
[1] "Starting newton at: 1.0474880269072"
[1] "Newton iter: 1, lambda:1.12647239703503, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.13248078093393, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.1325141029966, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13251410401743, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13251410401743"
[1] "Starting iterative with newton 1.13251410401743"
[1] "Starting newton at: 1.35224979623878"
[1] "Newton iter: 1, lambda:1.32833901077575, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.32891850715478, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32891885468161, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32891885468174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32891885468174"
[1] "Starting iterative with newton 1.32891885468174"
[1] "Starting newton at: 1.32427069739185"
[1] "Newton iter: 1, lambda:1.42788679637018, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.44068629002752, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.44086856675222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44086860330332, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44086860330332, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44086860330332"
[1] "Starting iterative with newton 1.44086860330332"
[1] "Starting newton at: 1.30709667250088"
[1] "Newton iter: 1, lambda:1.46913391677105, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.50271289823925, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.504035089662, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50403707991966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50403707992416, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50403707991966"
[1] "Starting iterative with newton 1.50403707991966"
[1] "Starting newton at: 1.29035090190983"
[1] "Newton iter: 1, lambda:1.48577712910631, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.53634488395108, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.53944701727707, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.53945819388361, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53945819402825, diff to last: 0"
[1] "Final threshold is: 0.087647047528663"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.893946397485522"
[1] "Starting iterative with newton 0.893946397485522"
[1] "Starting newton at: 0.902236384362813"
[1] "Newton iter: 1, lambda:1.00090969066717, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.00884685271092, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.00889602196461, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0088960238432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00889602196461"
[1] "Starting iterative with newton 1.00889602196461"
[1] "Starting newton at: 1.19345249987851"
[1] "Newton iter: 1, lambda:1.04281903499773, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.05922013387102, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05943825772921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05943829594207, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05943829594207, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05943829594207"
[1] "Starting iterative with newton 1.05943829594207"
[1] "Starting newton at: 1.19483583273567"
[1] "Newton iter: 1, lambda:1.06955978507025, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.08126511226833, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0813774977697, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08137750805667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08137750805667, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08137750805667"
[1] "Starting iterative with newton 1.08137750805667"
[1] "Starting newton at: 1.19057664018095"
[1] "Newton iter: 1, lambda:1.08179558312645, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.09078006257828, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.09084656689938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09084657052316, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09084656689938"
[1] "Starting iterative with newton 1.09084656689938"
[1] "Starting newton at: 1.19226796820097"
[1] "Newton iter: 1, lambda:1.08629937877262, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.09486278814495, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.09492334665481, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09492334966733, diff to last: 0"
[1] "Final threshold is: 0.0623380348916134"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.11492633487446"
[1] "Newton iter: 1, lambda:1.28346599782274, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.31814386875463, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.3195106732639, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31951274058639, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31951274059111, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31951274059111"
[1] "Starting iterative with newton 1.31951274059111"
[1] "Starting newton at: 1.50353109316672"
[1] "Newton iter: 1, lambda:1.71708754329398, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.79175798774753, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.80018177045779, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.80028162883889, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80028164273154, diff to last: 0"
[1] "Newton iter: 6, lambda:1.80028164273154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80028164273154"
[1] "Starting iterative with newton 1.80028164273154"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.250819407576009"
threshold is:
[{'ad': 0.0021212058645628308, 'da': 0.004810363826277228, 'dd': 0.007409704419366992}, {'ad': 0.006769776832986346, 'da': 0.008649705003695949, 'dd': 0.014446414799935647}, {'ad': 0.017443934797419666, 'da': 0.02006965153817848, 'dd': 0.028626087334739855}, {'ad': 0.036707977521244266, 'da': 0.034734595868556914, 'dd': 0.0501735348669463}, {'ad': 0.08764704752866305, 'da': 0.06233803489161342, 'dd': 0.2508194075760086}]
Number of points in noise estimation: 128
Estimated noise: 0.056933697762557973
0.056933697762557973
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.6010964004741"
[1] "Starting iterative with newton 22.6010964004741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1776577207566"
[1] "Starting iterative with newton 11.1776577207566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76997636666523"
[1] "Starting iterative with newton 5.76997636666523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.33714167287742"
[1] "Starting iterative with newton 5.33714167287742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.90621987886552"
[1] "Starting iterative with newton 3.90621987886552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69286966341184"
[1] "Starting iterative with newton 2.69286966341184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.3268178630572"
[1] "Starting iterative with newton 2.3268178630572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01836075963179"
[1] "Starting iterative with newton 2.01836075963179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.5370242779073"
[1] "Starting iterative with newton 1.5370242779073"
[1] "Starting newton at: 1.79289067933889"
[1] "Newton iter: 1, lambda:1.39640207412165, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.31644750997636, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.30967216923053, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.30962031627943, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30962031323222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30962031627943"
[1] "Starting iterative with newton 1.30962031627943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28611309334307"
[1] "Starting iterative with newton 1.28611309334307"
[1] "Starting newton at: 1.4884954250628"
[1] "Newton iter: 1, lambda:1.24085823229872, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.18365898965901, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.17932202156616, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.17929631819021, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17929631728643, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17929631728643"
[1] "Starting iterative with newton 1.17929631728643"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3076095097092"
[1] "Starting iterative with newton 1.3076095097092"
[1] "Starting newton at: 1.51013171446832"
[1] "Newton iter: 1, lambda:1.28817745722015, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.24396131333898, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.24159914778366, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2415922336383, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24159223357901, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24159223357901"
[1] "Starting iterative with newton 1.24159223357901"
[1] "Starting newton at: 1.45929302391927"
[1] "Newton iter: 1, lambda:1.23015304495244, diff to last: 0.229"
[1] "Newton iter: 2, lambda:1.17702884116694, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.17318929405633, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.17316874725773, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17316874666891, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17316874725773"
[1] "Starting iterative with newton 1.17316874725773"
[1] "Starting newton at: 1.4008521009247"
[1] "Newton iter: 1, lambda:1.15865179094642, diff to last: 0.242"
[1] "Newton iter: 2, lambda:1.09069472496198, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.08337874816526, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08329186974577, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0832918574986, diff to last: 0"
[1] "Newton iter: 6, lambda:1.0832918574986, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0832918574986"
[1] "Starting iterative with newton 1.0832918574986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.05024866378419"
[1] "Starting iterative with newton 1.05024866378419"
[1] "Starting newton at: 1.21011618383941"
[1] "Newton iter: 1, lambda:1.11782688728238, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.10568740856887, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.10546406079463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10546398504, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10546398503999, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10546398504"
[1] "Starting iterative with newton 1.10546398504"
[1] "Starting newton at: 1.25553997401128"
[1] "Newton iter: 1, lambda:1.19446827821396, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.18980603007726, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.18977770544938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18977770440205, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.18977770544938"
[1] "Starting iterative with newton 1.18977770544938"
[1] "Starting newton at: 1.34137443189325"
[1] "Newton iter: 1, lambda:1.30883896134242, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.30776581596103, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30776461391142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30776461390991, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30776461390991"
[1] "Starting iterative with newton 1.30776461390991"
[1] "Starting newton at: 1.46084151206238"
[1] "Newton iter: 1, lambda:1.43886105523249, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.43848696366482, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4384868520932, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43848685209319, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.43848685209319"
[1] "Starting iterative with newton 1.43848685209319"
[1] "Starting newton at: 1.58929712035204"
[1] "Newton iter: 1, lambda:1.56403330245324, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.56367110547707, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56367102734149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56367102734148, diff to last: 0"
[1] "Final threshold is: 0.0890255736707287"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.792736284875531"
[1] "Starting iterative with newton 0.792736284875531"
[1] "Starting newton at: 1.19643617009846"
[1] "Newton iter: 1, lambda:1.2721447544913, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.26575434943393, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26571044629052, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26571044420743, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26571044629052"
[1] "Starting iterative with newton 1.26571044629052"
[1] "Starting newton at: 1.81957770686585"
[1] "Newton iter: 1, lambda:1.78568732323569, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.78555684048135, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78555683783599, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78555683783599"
[1] "Starting iterative with newton 1.78555683783599"
[1] "Starting newton at: 2.14049131131634"
[1] "Newton iter: 1, lambda:2.12506357743928, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.12511483087414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12511483140248, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.12511483140248"
[1] "Starting iterative with newton 2.12511483140248"
[1] "Starting newton at: 2.34252249467328"
[1] "Newton iter: 1, lambda:2.31895997724456, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.3191549680206, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31915498076347, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31915498076347, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.31915498076347"
[1] "Starting iterative with newton 2.31915498076347"
[1] "Starting newton at: 2.4240128606476"
[1] "Newton iter: 1, lambda:2.42523207455267, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.42523265796939, diff to last: 0"
[1] "Newton iter: 3, lambda:2.42523265796952, diff to last: 0"
[1] "Final threshold is: 0.138077463152714"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.893946397485522"
[1] "Starting iterative with newton 0.893946397485522"
[1] "Starting newton at: 1.19361760123467"
[1] "Newton iter: 1, lambda:1.17879661922542, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.1785101744472, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17851006672491, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1785100667249, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1785100667249"
[1] "Starting iterative with newton 1.1785100667249"
[1] "Starting newton at: 1.45929959504336"
[1] "Newton iter: 1, lambda:1.5391222833668, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.53484940450001, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.53483867531738, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53483867524916, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53483867524916"
[1] "Starting iterative with newton 1.53483867524916"
[1] "Starting newton at: 1.82104935599538"
[1] "Newton iter: 1, lambda:1.82399042635269, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.82398871564863, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82398871564806, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82398871564863"
[1] "Starting iterative with newton 1.82398871564863"
[1] "Starting newton at: 1.95237081878334"
[1] "Newton iter: 1, lambda:2.00353825190879, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.00335765725135, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00335765668484, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00335765668484"
[1] "Starting iterative with newton 2.00335765668484"
[1] "Starting newton at: 2.13460315037242"
[1] "Newton iter: 1, lambda:2.10869728211813, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.1087560092476, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10875600947091, diff to last: 0"
[1] "Final threshold is: 0.120059277285481"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.79118916726079"
[1] "Newton iter: 1, lambda:1.76395419410135, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.76385532977921, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76385532815141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.76385532815141"
[1] "Starting iterative with newton 1.76385532815141"
[1] "Starting newton at: 2.49529102132525"
[1] "Newton iter: 1, lambda:2.43527039479186, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.43766462302086, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.43766831183886, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43766831184763, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43766831184763"
[1] "Starting iterative with newton 2.43766831184763"
[1] "Starting newton at: 2.82742344926395"
[1] "Newton iter: 1, lambda:2.77183406055252, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.77425950979271, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.77426416336289, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77426416338002, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.77426416336289"
[1] "Starting iterative with newton 2.77426416336289"
[1] "Starting newton at: 2.95810927440535"
[1] "Newton iter: 1, lambda:2.94790909516666, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.94799613585783, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94799614221746, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94799613585783"
[1] "Starting iterative with newton 2.94799613585783"
[1] "Starting newton at: 3.02366177067707"
[1] "Newton iter: 1, lambda:3.02631794151669, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.02632400449879, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02632400453035, diff to last: 0"
[1] "Final threshold is: 0.172299816205505"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08902557367072873}, {'ad': 0.13807746315271432, 'da': 0.1200592772854808, 'dd': 0.17229981620550494}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.427973303435656. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022154788702476447
0.022154788702476447
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.080625766618"
[1] "Starting iterative with newton 58.080625766618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.7245071443965"
[1] "Starting iterative with newton 28.7245071443965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8277690646673"
[1] "Starting iterative with newton 14.8277690646673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.7154641824948"
[1] "Starting iterative with newton 13.7154641824948"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.0382605749052"
[1] "Starting iterative with newton 10.0382605749052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.92017556969583"
[1] "Starting iterative with newton 6.92017556969583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.9794903369587"
[1] "Starting iterative with newton 5.9794903369587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.18681279284051"
[1] "Starting iterative with newton 5.18681279284051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.94986731163481"
[1] "Starting iterative with newton 3.94986731163481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.30507210554791"
[1] "Starting iterative with newton 3.30507210554791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36031390851896"
[1] "Starting iterative with newton 3.36031390851896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69894426899841"
[1] "Starting iterative with newton 2.69894426899841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.03718521781576"
[1] "Starting iterative with newton 2.03718521781576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29727643507966"
[1] "Starting iterative with newton 2.29727643507966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.73331355569708"
[1] "Starting iterative with newton 1.73331355569708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.427973303435656. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022154788702476447
0.022154788702476447
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514324888755304, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515122507987075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515122509904315, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0515122507987075"
[1] "Starting iterative with newton 0.0515122507987075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00572281707777811, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00572323301465397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00572323301465617, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00572323301465397"
[1] "Starting iterative with newton 0.00572323301465397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525769027428185, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525802383272434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525802383272568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00525802383272434"
[1] "Starting iterative with newton 0.00525802383272434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525311237133934, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525344517246427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0052534451724656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00525344517246427"
[1] "Starting iterative with newton 0.00525344517246427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525306732955484, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525340012323367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.005253400123235, diff to last: 0"
[1] "Final threshold is: 0.000116387969699806"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104200152910915, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104939589225132, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104939626366368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104939626366368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.104939626366368"
[1] "Starting iterative with newton 0.104939626366368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267305015581798, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267522450791782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267522450935667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0267522450791782"
[1] "Starting iterative with newton 0.0267522450791782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248549884565308, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248729577430369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02487295775243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0248729577430369"
[1] "Starting iterative with newton 0.0248729577430369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248105136489754, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248283989263268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024828398935622, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0248283989263268"
[1] "Starting iterative with newton 0.0248283989263268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248094594895491, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248273427787081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024827342788001, diff to last: 0"
[1] "Final threshold is: 0.000550044533306232"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.192905559772072"
[1] "Newton iter: 1, lambda:0.163560955932352, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.163659606919008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.163659608035996, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163659608035996"
[1] "Starting iterative with newton 0.163659608035996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388662797836208, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389231166127879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389231167343812, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0389231166127879"
[1] "Starting iterative with newton 0.0389231166127879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355948837201114, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356392623861247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03563926245513, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.03563926245513"
[1] "Starting iterative with newton 0.03563926245513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355083750090813, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355524581177825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355524581857481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355524581177825"
[1] "Starting iterative with newton 0.0355524581177825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355060880781047, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355501633954049, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355501634633432, diff to last: 0"
[1] "Final threshold is: 0.000787606358363708"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157105051705483, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.159576978194676, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.159577586413252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159577586413288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.159577586413252"
[1] "Starting iterative with newton 0.159577586413252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0460923470999548, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0461834063397304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0461834066951505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0461834063397304"
[1] "Starting iterative with newton 0.0461834063397304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428395683186503, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0429142827755526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0429142830028333, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0429142830028333"
[1] "Starting iterative with newton 0.0429142830028333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0427460316170694, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428203090452624, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428203092695565, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0428203092695565"
[1] "Starting iterative with newton 0.0428203092695565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0427433430995498, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428176079926047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428176082168135, diff to last: 0"
[1] "Final threshold is: 0.000948615057821624"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.195283829716764"
[1] "Newton iter: 1, lambda:0.196059621368051, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.196059693675573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.196059693675573, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.196059693675573"
[1] "Starting iterative with newton 0.196059693675573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597820127655514, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.05997804861516, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599780507230761, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0599780507230761"
[1] "Starting iterative with newton 0.0599780507230761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0542686317054875, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0544222595907499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0544222608218997, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0544222595907499"
[1] "Starting iterative with newton 0.0544222595907499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.054042139479725, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541941722300055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541941734332262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0541941734332262"
[1] "Starting iterative with newton 0.0541941734332262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0540328401214589, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541848076123814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.054184808814467, diff to last: 0"
[1] "Final threshold is: 0.00120045296353665"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.297220612354451"
[1] "Newton iter: 1, lambda:0.289574279324401, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.289584982608173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289584982629164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.289584982608173"
[1] "Starting iterative with newton 0.289584982608173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109778419912646, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110950496977197, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110950630460795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110950630460796, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110950630460795"
[1] "Starting iterative with newton 0.110950630460795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982699516025139, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991516487206859, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991517196651325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099151719665133, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0991517196651325"
[1] "Starting iterative with newton 0.0991517196651325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0975078107424869, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0983721093714983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0983721772490362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0983721772490366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0983721772490366"
[1] "Starting iterative with newton 0.0983721772490366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0974574213235549, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0983205777268295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0983206454056604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0983206454056608, diff to last: 0"
[1] "Final threshold is: 0.00217827312405352"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.451307905963229"
[1] "Newton iter: 1, lambda:0.367992124355084, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.369565047709285, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369565616591959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369565616592033, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.369565616591959"
[1] "Starting iterative with newton 0.369565616591959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128316437158823, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130236032880372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130236461875252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130236461875273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130236461875252"
[1] "Starting iterative with newton 0.130236461875252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108306874502403, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109569336066427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109569507497314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109569507497317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109569507497314"
[1] "Starting iterative with newton 0.109569507497314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106575613181759, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107788866714978, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10778902386438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107789023864382, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10778902386438"
[1] "Starting iterative with newton 0.10778902386438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10642650523841, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107635575364904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107635731331247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107635731331249, diff to last: 0"
[1] "Final threshold is: 0.00238464688448035"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.307711658384636"
[1] "Newton iter: 1, lambda:0.422042924209386, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.425503250054811, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.425506359087145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425506359089653, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.425506359087145"
[1] "Starting iterative with newton 0.425506359087145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139140991929714, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141603030358693, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141603800671342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141603800671417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141603800671417"
[1] "Starting iterative with newton 0.141603800671417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115090928045475, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116597765053663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.116598023361896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116598023361903, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116598023361896"
[1] "Starting iterative with newton 0.116598023361896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112993712231813, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114431013049944, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114431245632947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114431245632953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.114431245632947"
[1] "Starting iterative with newton 0.114431245632947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112812197753923, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.11424357814984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114243808611363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114243808611369, diff to last: 0"
[1] "Final threshold is: 0.0025310474403509"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.367814554511863"
[1] "Newton iter: 1, lambda:0.536637859710864, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.546824064535719, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.546859918081087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546859918524088, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.546859918081087"
[1] "Starting iterative with newton 0.546859918081087"
[1] "Starting newton at: 0.359433205876029"
[1] "Newton iter: 1, lambda:0.206823287786478, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.210840592837893, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.210843402432717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210843402434091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210843402432717"
[1] "Starting iterative with newton 0.210843402432717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.168557253429981, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.172982745099659, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.172985792404237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172985792405682, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172985792404237"
[1] "Starting iterative with newton 0.172985792404237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164511054916896, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.168670199875635, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168672855783687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16867285578477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16867285578477"
[1] "Starting iterative with newton 0.16867285578477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164048976005903, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168178404334975, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168181018427714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168181018428761, diff to last: 0"
[1] "Final threshold is: 0.0037260149270333"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.30507210554791"
[1] "Starting iterative with newton 3.30507210554791"
[1] "Starting newton at: 0.664436007619868"
[1] "Newton iter: 1, lambda:0.599739666882357, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.601307297775912, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601308237474725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601308237475062, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601308237474725"
[1] "Starting iterative with newton 0.601308237474725"
[1] "Starting newton at: 0.390779818284441"
[1] "Newton iter: 1, lambda:0.246307221607447, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.250619685580407, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.250623572967795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250623572970953, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250623572967795"
[1] "Starting iterative with newton 0.250623572967795"
[1] "Starting newton at: 0.341872320352557"
[1] "Newton iter: 1, lambda:0.199146646132926, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.202896462409193, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.202899068413339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202899068414598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202899068413339"
[1] "Starting iterative with newton 0.202899068413339"
[1] "Starting newton at: 0.343725420727759"
[1] "Newton iter: 1, lambda:0.19224159187481, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.196392046563417, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.196395183205671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196395183207462, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196395183207462"
[1] "Starting iterative with newton 0.196395183207462"
[1] "Starting newton at: 0.347502837230816"
[1] "Newton iter: 1, lambda:0.191091763122647, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.195504947810307, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195508485519224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195508485521497, diff to last: 0"
[1] "Final threshold is: 0.00433144918626994"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.36031390851896"
[1] "Starting iterative with newton 3.36031390851896"
[1] "Starting newton at: 0.633807182844321"
[1] "Newton iter: 1, lambda:0.586954495570232, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.587748825548511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.587749057202018, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587749057202038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587749057202018"
[1] "Starting iterative with newton 0.587749057202018"
[1] "Starting newton at: 0.340440514893862"
[1] "Newton iter: 1, lambda:0.250180544256497, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.251856662263497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.251857244286681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251857244286751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.251857244286751"
[1] "Starting iterative with newton 0.251857244286751"
[1] "Starting newton at: 0.335235657542431"
[1] "Newton iter: 1, lambda:0.203281157855845, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.206494065370474, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.206495983467343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206495983468027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.206495983467343"
[1] "Starting iterative with newton 0.206495983467343"
[1] "Starting newton at: 0.34469452711708"
[1] "Newton iter: 1, lambda:0.196307259946739, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.200304178732433, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.200307100506283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200307100507845, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.200307100506283"
[1] "Starting iterative with newton 0.200307100506283"
[1] "Starting newton at: 0.346958438880265"
[1] "Newton iter: 1, lambda:0.195292555248493, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.199458371603308, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.199461538606394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199461538608224, diff to last: 0"
[1] "Final threshold is: 0.00441902824209551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.69894426899841"
[1] "Starting iterative with newton 2.69894426899841"
[1] "Starting newton at: 0.574143995115391"
[1] "Newton iter: 1, lambda:0.638124201311482, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.639874821682061, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.639876108992062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639876108992758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639876108992062"
[1] "Starting iterative with newton 0.639876108992062"
[1] "Starting newton at: 0.317998643700486"
[1] "Newton iter: 1, lambda:0.316395074645129, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.316395736778284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316395736778397, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316395736778397"
[1] "Starting iterative with newton 0.316395736778397"
[1] "Starting newton at: 0.313855046386065"
[1] "Newton iter: 1, lambda:0.263599874961495, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.264181696253116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.264181774483931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264181774483933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.264181774483931"
[1] "Starting iterative with newton 0.264181774483931"
[1] "Starting newton at: 0.325932660191198"
[1] "Newton iter: 1, lambda:0.254544478758591, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.255695574886374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255695875479511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255695875479532, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255695875479511"
[1] "Starting iterative with newton 0.255695875479511"
[1] "Starting newton at: 0.324186846262321"
[1] "Newton iter: 1, lambda:0.253178920706629, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.254314423307301, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254314714922448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254314714922467, diff to last: 0"
[1] "Final threshold is: 0.00563428877303737"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.03718521781576"
[1] "Starting iterative with newton 2.03718521781576"
[1] "Starting newton at: 0.853174609544149"
[1] "Newton iter: 1, lambda:0.692852998624568, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.704587995660596, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.704655207199304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.704655209395523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.704655207199304"
[1] "Starting iterative with newton 0.704655207199304"
[1] "Starting newton at: 0.28523009312904"
[1] "Newton iter: 1, lambda:0.418964077728923, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.425205132265754, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.425218550649329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425218550711302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425218550649329"
[1] "Starting iterative with newton 0.425218550649329"
[1] "Starting newton at: 0.290488506900649"
[1] "Newton iter: 1, lambda:0.363013572012607, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.364673806192392, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.364674671055623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364674671055858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364674671055623"
[1] "Starting iterative with newton 0.364674671055623"
[1] "Starting newton at: 0.297299623180846"
[1] "Newton iter: 1, lambda:0.350636935091121, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.351514309310229, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351514545706519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351514545706536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.351514545706519"
[1] "Starting iterative with newton 0.351514545706519"
[1] "Starting newton at: 0.296643670445793"
[1] "Newton iter: 1, lambda:0.347847067090103, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.348651645871351, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.348651843729799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348651843729811, diff to last: 0"
[1] "Final threshold is: 0.00772430792856254"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.29727643507966"
[1] "Starting iterative with newton 2.29727643507966"
[1] "Starting newton at: 0.576798718466094"
[1] "Newton iter: 1, lambda:0.66237297995088, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.665724501722937, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.665729521358262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66572952136951, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665729521358262"
[1] "Starting iterative with newton 0.665729521358262"
[1] "Starting newton at: 0.304692821710942"
[1] "Newton iter: 1, lambda:0.370131986001858, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.371424603516415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371425104712799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371425104712874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371425104712799"
[1] "Starting iterative with newton 0.371425104712799"
[1] "Starting newton at: 0.319862614991842"
[1] "Newton iter: 1, lambda:0.31601390282909, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.316017937393817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316017937398252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.316017937393817"
[1] "Starting iterative with newton 0.316017937393817"
[1] "Starting newton at: 0.313753225943997"
[1] "Newton iter: 1, lambda:0.305494691658754, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.305512909416987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305512909505692, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305512909505692"
[1] "Starting iterative with newton 0.305512909505692"
[1] "Starting newton at: 0.311811202282622"
[1] "Newton iter: 1, lambda:0.303500224111826, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.303518606220856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303518606310836, diff to last: 0"
[1] "Final threshold is: 0.00672439058809322"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.73331355569708"
[1] "Starting iterative with newton 1.73331355569708"
[1] "Starting newton at: 0.736283577746105"
[1] "Newton iter: 1, lambda:0.77532484932906, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.776190646665662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.77619106661876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776191066618859, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.776191066618859"
[1] "Starting iterative with newton 0.776191066618859"
[1] "Starting newton at: 0.533684190362035"
[1] "Newton iter: 1, lambda:0.522203103254939, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.522258853149774, diff to last: 0"
[1] "Newton iter: 3, lambda:0.52225885446734, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.52225885446734"
[1] "Starting iterative with newton 0.52225885446734"
[1] "Starting newton at: 0.560642186727478"
[1] "Newton iter: 1, lambda:0.45009504466291, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.454740364726768, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.454748742646428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454748742673659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454748742646428"
[1] "Starting iterative with newton 0.454748742646428"
[1] "Starting newton at: 0.568519059432028"
[1] "Newton iter: 1, lambda:0.429729303072047, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.436839170970156, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.436858320022225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436858320160997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.436858320022225"
[1] "Starting iterative with newton 0.436858320022225"
[1] "Starting newton at: 0.571112638669427"
[1] "Newton iter: 1, lambda:0.424193609550714, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.432097478695729, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.432120987716118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432120987923882, diff to last: 0"
[1] "Final threshold is: 0.00957354917675602"
threshold is:
[{'ad': 0.00011638796969980558, 'da': 0.0005500445333062322, 'dd': 0.0007876063583637077}, {'ad': 0.0009486150578216241, 'da': 0.0012004529635366472, 'dd': 0.0021782731240535176}, {'ad': 0.002384646884480353, 'da': 0.0025310474403508984, 'dd': 0.0037260149270333005}, {'ad': 0.0043314491862699415, 'da': 0.004419028242095514, 'dd': 0.005634288773037374}, {'ad': 0.007724307928562538, 'da': 0.0067243905880932184, 'dd': 0.009573549176756024}]
Number of points in noise estimation: 128
Estimated noise: 0.056933697762557973
0.056933697762557973
threshold is:
[{'ad': 0.038172021652651544, 'da': 0.00856340816752752, 'dd': 0.009639030034573736}, {'ad': 0.008800699298936898, 'da': 0.007348209665785309, 'dd': 0.010857109852403096}, {'ad': 0.016394020655865482, 'da': 0.015481666962735882, 'dd': 0.026751413704873273}, {'ad': 0.029134834644762412, 'da': 0.02895499903906436, 'dd': 0.04616355533077381}, {'ad': 0.05530336803643088, 'da': 0.04942925078253966, 'dd': 0.2508194075760086}]
['baboon256', 0.075, 3, 0.0015795768744430378, 0.0018797935402049154, 0.0016164224587134062, 0.007617587195475944, 0.0022039312679453206, 0.0022647841313065352, 0.001371018875398531, 0.0015795768744430389, 28.014592331118028, 27.25889847158409, 27.91445124062387, 21.181825658814862, 26.568019535668608, 26.449731866092865, 28.629565660529405, 28.014592331118024]
baboon256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.056725991900528475
0.056725991900528475
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11522614665005, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116186645366227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116186711794092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116186711794093, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.116186711794092"
[1] "Starting iterative with newton 0.116186711794092"
[1] "Starting newton at: 0.0593622507678012"
[1] "Newton iter: 1, lambda:0.0416958928738493, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0417082522109386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0417082522169876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0417082522109386"
[1] "Starting iterative with newton 0.0417082522109386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397382260035973, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397984905047698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397984906433808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0397984906433808"
[1] "Starting iterative with newton 0.0397984906433808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396892014081148, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397492601151571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397492602526922, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0397492602526922"
[1] "Starting iterative with newton 0.0397492602526922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396879374755678, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397479908838187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397479910213262, diff to last: 0"
[1] "Final threshold is: 0.00225474421673803"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.244660644005706"
[1] "Newton iter: 1, lambda:0.246964696819061, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.246965491534504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246965491534598, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.246965491534598"
[1] "Starting iterative with newton 0.246965491534598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105733218399212, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106728889827353, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106728977979026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106728977979027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.106728977979026"
[1] "Starting iterative with newton 0.106728977979026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961077383847807, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969077118702947, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969077672228452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969077672228455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0969077672228452"
[1] "Starting iterative with newton 0.0969077672228452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954146538327372, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0962015252023571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962015786487264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962015786487267, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0962015786487267"
[1] "Starting iterative with newton 0.0962015786487267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0953647397333486, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0961506723569461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0961507256681047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0961507256681049, diff to last: 0"
[1] "Final threshold is: 0.00545424528547884"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.284374435938048, diff to last: 0.284"
[1] "Newton iter: 2, lambda:0.29997011153067, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.30001653750921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.300016537920056, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.30001653750921"
[1] "Starting iterative with newton 0.30001653750921"
[1] "Starting newton at: 0.17083569252221"
[1] "Newton iter: 1, lambda:0.153847681077731, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.153884955207872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.153884955387478, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.153884955207872"
[1] "Starting iterative with newton 0.153884955207872"
[1] "Starting newton at: 0.184967390353084"
[1] "Newton iter: 1, lambda:0.139474434467164, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.139732630986592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.139732639320188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.139732639320188"
[1] "Starting iterative with newton 0.139732639320188"
[1] "Starting newton at: 0.199119706240769"
[1] "Newton iter: 1, lambda:0.137862869904743, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.138329031003719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138329058073964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138329058073964, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.138329058073964"
[1] "Starting iterative with newton 0.138329058073964"
[1] "Starting newton at: 0.200523287486993"
[1] "Newton iter: 1, lambda:0.137699407348833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.138189516516942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138189546429592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138189546429592, diff to last: 0"
[1] "Final threshold is: 0.00783893909150276"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.312106046473832"
[1] "Newton iter: 1, lambda:0.376165920929614, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.377143555281605, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.377143780989862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.377143780989874, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.377143780989862"
[1] "Starting iterative with newton 0.377143780989862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13790081441437, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140247669541928, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140248348634387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140248348634444, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140248348634387"
[1] "Starting iterative with newton 0.140248348634387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118380769100598, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119967766526848, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119968051647584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119968051647593, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.119968051647584"
[1] "Starting iterative with newton 0.119968051647584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116719310904885, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.11825012068526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118250383930177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118250383930184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.118250383930184"
[1] "Starting iterative with newton 0.118250383930184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11657852034823, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.11810462954599, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118104891004691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118104891004698, diff to last: 0"
[1] "Final threshold is: 0.00669961709054487"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.46215495772291"
[1] "Newton iter: 1, lambda:0.497009159653481, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.497379515464895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.497379556930576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497379556930576, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.497379556930576"
[1] "Starting iterative with newton 0.497379556930576"
[1] "Starting newton at: 0.223578783665661"
[1] "Newton iter: 1, lambda:0.202454085817823, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.202526545907738, diff to last: 0"
[1] "Newton iter: 3, lambda:0.202526546760802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.202526545907738"
[1] "Starting iterative with newton 0.202526545907738"
[1] "Starting newton at: 0.270665439786275"
[1] "Newton iter: 1, lambda:0.171560491823351, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.173002037074182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173002342952854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173002342952868, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173002342952854"
[1] "Starting iterative with newton 0.173002342952854"
[1] "Starting newton at: 0.276830659112258"
[1] "Newton iter: 1, lambda:0.168203411611654, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.169918400169377, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169918829007478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169918829007505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.169918829007478"
[1] "Starting iterative with newton 0.169918829007478"
[1] "Starting newton at: 0.279914173057634"
[1] "Newton iter: 1, lambda:0.167769169771608, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.169594995253733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169595480833886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169595480833921, diff to last: 0"
[1] "Final threshold is: 0.00962047187215122"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.77092077105797"
[1] "Starting iterative with newton 2.77092077105797"
[1] "Starting newton at: 0.467787495196626"
[1] "Newton iter: 1, lambda:0.64361264241686, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.658041213563979, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.658134850785466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658134854712155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.658134850785466"
[1] "Starting iterative with newton 0.658134850785466"
[1] "Starting newton at: 0.242573921828244"
[1] "Newton iter: 1, lambda:0.321817650531131, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.323438525219567, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.323439199488668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323439199488785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.323439199488668"
[1] "Starting iterative with newton 0.323439199488668"
[1] "Starting newton at: 0.225656780377355"
[1] "Newton iter: 1, lambda:0.268462249328309, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.268888293669982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268888335774702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268888335774702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.268888335774702"
[1] "Starting iterative with newton 0.268888335774702"
[1] "Starting newton at: 0.267065064115219"
[1] "Newton iter: 1, lambda:0.259695269657919, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.25970764830467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259707648339609, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25970764830467"
[1] "Starting iterative with newton 0.25970764830467"
[1] "Starting newton at: 0.265503428515266"
[1] "Newton iter: 1, lambda:0.258143183941633, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.258155494642171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258155494676627, diff to last: 0"
[1] "Final threshold is: 0.0146441265001033"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.39197220767379"
[1] "Starting iterative with newton 2.39197220767379"
[1] "Starting newton at: 0.769598578282764"
[1] "Newton iter: 1, lambda:0.655989215429384, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.661376154819741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.66138878835945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.661388788428815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.661388788428815"
[1] "Starting iterative with newton 0.661388788428815"
[1] "Starting newton at: 0.30504767119558"
[1] "Newton iter: 1, lambda:0.355448669379788, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.356197851281772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356198016023869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356198016023877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.356198016023869"
[1] "Starting iterative with newton 0.356198016023869"
[1] "Starting newton at: 0.282287904991139"
[1] "Newton iter: 1, lambda:0.298971840628523, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.299045539923057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299045541359604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299045541359604"
[1] "Starting iterative with newton 0.299045541359604"
[1] "Starting newton at: 0.281651442939147"
[1] "Newton iter: 1, lambda:0.288379812394071, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.28839153967543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288391539711042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.288391539711042"
[1] "Starting iterative with newton 0.288391539711042"
[1] "Starting newton at: 0.279927121627224"
[1] "Newton iter: 1, lambda:0.286396078070619, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.286406874936558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286406874966622, diff to last: 0"
[1] "Final threshold is: 0.0162467140679068"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.0289840225979"
[1] "Starting iterative with newton 2.0289840225979"
[1] "Starting newton at: 0.761183759432966"
[1] "Newton iter: 1, lambda:0.668498766205795, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.672239703103369, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.672246006257809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672246006275682, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672246006275682"
[1] "Starting iterative with newton 0.672246006275682"
[1] "Starting newton at: 0.498913803459928"
[1] "Newton iter: 1, lambda:0.415984916969528, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.418228061720576, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.418229727075652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41822972707657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.418229727075652"
[1] "Starting iterative with newton 0.418229727075652"
[1] "Starting newton at: 0.300082430706922"
[1] "Newton iter: 1, lambda:0.363348836339971, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.364587188239709, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.364587659786091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36458765978616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364587659786091"
[1] "Starting iterative with newton 0.364587659786091"
[1] "Starting newton at: 0.30672212429533"
[1] "Newton iter: 1, lambda:0.352438993443428, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.3530737655809, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.353073887427327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353073887427331, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.353073887427327"
[1] "Starting iterative with newton 0.353073887427327"
[1] "Starting newton at: 0.315785964739795"
[1] "Newton iter: 1, lambda:0.350238099723953, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.350596911697861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350596950487915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350596950487915, diff to last: 0"
[1] "Final threshold is: 0.0198879597737274"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63621568566375"
[1] "Starting iterative with newton 1.63621568566375"
[1] "Starting newton at: 0.823725121744425"
[1] "Newton iter: 1, lambda:0.820403097143345, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.820409576599635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.820409576624318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.820409576624318"
[1] "Starting iterative with newton 0.820409576624318"
[1] "Starting newton at: 0.510118229529027"
[1] "Newton iter: 1, lambda:0.581312282636277, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.583737370703764, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.583740143372372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583740143375994, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583740143375994"
[1] "Starting iterative with newton 0.583740143375994"
[1] "Starting newton at: 0.514558750740653"
[1] "Newton iter: 1, lambda:0.514031552461361, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.514031673332416, diff to last: 0"
[1] "Newton iter: 3, lambda:0.514031673332423, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.514031673332416"
[1] "Starting iterative with newton 0.514031673332416"
[1] "Starting newton at: 0.517731371541554"
[1] "Newton iter: 1, lambda:0.493406334422541, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.493656092803834, diff to last: 0"
[1] "Newton iter: 3, lambda:0.493656119255324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493656119255324, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.493656119255324"
[1] "Starting iterative with newton 0.493656119255324"
[1] "Starting newton at: 0.498416917506641"
[1] "Newton iter: 1, lambda:0.487668257805012, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.487716784082242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4877167850732, diff to last: 0"
[1] "Final threshold is: 0.027666218343601"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3029492048039"
[1] "Starting iterative with newton 1.3029492048039"
[1] "Starting newton at: 0.801849704028951"
[1] "Newton iter: 1, lambda:0.861546099010303, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.863856108978464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.863859485905775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863859485912984, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863859485905775"
[1] "Starting iterative with newton 0.863859485905775"
[1] "Starting newton at: 0.613268694192977"
[1] "Newton iter: 1, lambda:0.713721191855585, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.719564473446342, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719583713472992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.71958371368117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.71958371368117"
[1] "Starting iterative with newton 0.71958371368117"
[1] "Starting newton at: 0.644549960497959"
[1] "Newton iter: 1, lambda:0.670293470711628, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670652969114644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.670653038694879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.670653038694882, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.670653038694879"
[1] "Starting iterative with newton 0.670653038694879"
[1] "Starting newton at: 0.652614384770179"
[1] "Newton iter: 1, lambda:0.653939773744021, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.653940705201852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.653940705202312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.653940705201852"
[1] "Starting iterative with newton 0.653940705201852"
[1] "Starting newton at: 0.647394328239335"
[1] "Newton iter: 1, lambda:0.648220554781484, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.648220914755486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.648220914755554, diff to last: 0"
[1] "Final threshold is: 0.0367709743601767"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.33722985894038"
[1] "Starting iterative with newton 1.33722985894038"
[1] "Starting newton at: 0.89843639925822"
[1] "Newton iter: 1, lambda:0.81891181304053, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.822561803072974, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.822569788805465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822569788843634, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.822569788805465"
[1] "Starting iterative with newton 0.822569788805465"
[1] "Starting newton at: 0.649783483466443"
[1] "Newton iter: 1, lambda:0.667884174021458, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.668055627285572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.668055642587238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668055642587238, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668055642587238"
[1] "Starting iterative with newton 0.668055642587238"
[1] "Starting newton at: 0.652496465462828"
[1] "Newton iter: 1, lambda:0.619741466347537, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.620269204605689, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.620269342900641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62026934290065, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.620269342900641"
[1] "Starting iterative with newton 0.620269342900641"
[1] "Starting newton at: 0.63697656401423"
[1] "Newton iter: 1, lambda:0.604840367362581, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.605340977425618, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605341099993638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605341099993645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.605341099993645"
[1] "Starting iterative with newton 0.605341099993645"
[1] "Starting newton at: 0.643026761317113"
[1] "Newton iter: 1, lambda:0.599761831804823, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.600662073373462, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.600662467883846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600662467883922, diff to last: 0"
[1] "Final threshold is: 0.0340731742881348"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04165122747058"
[1] "Starting iterative with newton 1.04165122747058"
[1] "Starting newton at: 0.990984770084529"
[1] "Newton iter: 1, lambda:0.955159722361441, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.956075246597593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.956075856579112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.956075856579383, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.956075856579383"
[1] "Starting iterative with newton 0.956075856579383"
[1] "Starting newton at: 0.968048463063462"
[1] "Newton iter: 1, lambda:0.920003684929752, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.921600787460871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.921602598897095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921602598899423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.921602598897095"
[1] "Starting iterative with newton 0.921602598897095"
[1] "Starting newton at: 0.965107445214847"
[1] "Newton iter: 1, lambda:0.905152338551298, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.907599331140275, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.907603541892224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.907603541904677, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.907603541904677"
[1] "Starting iterative with newton 0.907603541904677"
[1] "Starting newton at: 0.962962838275283"
[1] "Newton iter: 1, lambda:0.89913936970399, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.901895528584157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.901900848988431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.90190084900823, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.901900848988431"
[1] "Starting iterative with newton 0.901900848988431"
[1] "Starting newton at: 0.956698334053548"
[1] "Newton iter: 1, lambda:0.89717124603967, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.899570686945708, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.899574711678546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899574711689857, diff to last: 0"
[1] "Final threshold is: 0.0510292678085974"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.799366912284075"
[1] "Starting iterative with newton 0.799366912284075"
[1] "Starting newton at: 1.03024808949059"
[1] "Newton iter: 1, lambda:1.13029292840917, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.1400504052755, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14013863987774, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14013864704633, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14013863987774"
[1] "Starting iterative with newton 1.14013863987774"
[1] "Starting newton at: 1.33477972564465"
[1] "Newton iter: 1, lambda:1.33535766696406, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.3353580124207, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33535801242083, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3353580124207"
[1] "Starting iterative with newton 1.3353580124207"
[1] "Starting newton at: 1.3442771969692"
[1] "Newton iter: 1, lambda:1.43497179649945, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.44468322681634, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44478772822204, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44478774021839, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44478774021839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44478774021839"
[1] "Starting iterative with newton 1.44478774021839"
[1] "Starting newton at: 1.33151575305775"
[1] "Newton iter: 1, lambda:1.47757736848207, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.50459480172902, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.50544404350402, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50544486256707, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50544486256783, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50544486256783"
[1] "Starting iterative with newton 1.50544486256783"
[1] "Starting newton at: 1.32183369168389"
[1] "Newton iter: 1, lambda:1.49681818077845, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.53694239787848, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.53887267579859, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53887698728646, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53887698730793, diff to last: 0"
[1] "Final threshold is: 0.0872943235179395"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.900069243250319"
[1] "Starting iterative with newton 0.900069243250319"
[1] "Starting newton at: 0.896667531544986"
[1] "Newton iter: 1, lambda:1.00387796099556, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.01332570462404, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.01339575404647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01339575787707, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01339575404647"
[1] "Starting iterative with newton 1.01339575404647"
[1] "Starting newton at: 1.20115615657998"
[1] "Newton iter: 1, lambda:1.04570536851249, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.06317329469921, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.06342195388395, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06342200376058, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06342200376058, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06342200376058"
[1] "Starting iterative with newton 1.06342200376058"
[1] "Starting newton at: 1.19905440005743"
[1] "Newton iter: 1, lambda:1.07328323030749, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.08512285505962, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.08523833992073, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08523835082951, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08523835082951, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08523833992073"
[1] "Starting iterative with newton 1.08523833992073"
[1] "Starting newton at: 1.19865920196918"
[1] "Newton iter: 1, lambda:1.08477427843895, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.09462215119274, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.0947024398295, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09470244513394, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09470244513394"
[1] "Starting iterative with newton 1.09470244513394"
[1] "Starting newton at: 1.19553372997595"
[1] "Newton iter: 1, lambda:1.09024678667775, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.09873878775911, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.09879859668705, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09879859963816, diff to last: 0"
[1] "Final threshold is: 0.0623304404633864"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.10286154558658"
[1] "Newton iter: 1, lambda:1.27742480891053, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.31436283000713, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.31590292720757, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.31590553039553, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31590553040295, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31590553040295"
[1] "Starting iterative with newton 1.31590553040295"
[1] "Starting newton at: 1.53636212653004"
[1] "Newton iter: 1, lambda:1.72321080787706, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.7795026268504, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.78417436062252, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.7842047664393, diff to last: 0"
[1] "Newton iter: 5, lambda:1.78420476772017, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78420476772017"
[1] "Starting iterative with newton 1.78420476772017"
[1] "Starting newton at: 1.56737296609282"
[1] "Newton iter: 1, lambda:1.87259942488155, diff to last: 0.305"
[1] "Newton iter: 2, lambda:2.04875953623675, diff to last: 0.176"
[1] "Newton iter: 3, lambda:2.10840780951604, diff to last: 0.06"
[1] "Newton iter: 4, lambda:2.11461093079406, diff to last: 0.006"
[1] "Newton iter: 5, lambda:2.11467344170506, diff to last: 0"
[1] "Newton iter: 6, lambda:2.11467344799701, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11467344170506"
[1] "Starting iterative with newton 2.11467344170506"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.24990436668965"
threshold is:
[{'ad': 0.002254744216738028, 'da': 0.00545424528547884, 'dd': 0.007838939091502763}, {'ad': 0.006699617090544874, 'da': 0.009620471872151216, 'dd': 0.01464412650010325}, {'ad': 0.01624671406790684, 'da': 0.019887959773727426, 'dd': 0.027666218343601036}, {'ad': 0.03677097436017674, 'da': 0.034073174288134785, 'dd': 0.05102926780859745}, {'ad': 0.0872943235179395, 'da': 0.06233044046338636, 'dd': 0.2499043666896504}]
Number of points in noise estimation: 128
Estimated noise: 0.056725991900528475
0.056725991900528475
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2580915812503"
[1] "Starting iterative with newton 23.2580915812503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1018435774757"
[1] "Starting iterative with newton 11.1018435774757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.99744068037946"
[1] "Starting iterative with newton 5.99744068037946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.43805564549636"
[1] "Starting iterative with newton 5.43805564549636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84358584594535"
[1] "Starting iterative with newton 3.84358584594535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77092077105797"
[1] "Starting iterative with newton 2.77092077105797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.39197220767379"
[1] "Starting iterative with newton 2.39197220767379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0289840225979"
[1] "Starting iterative with newton 2.0289840225979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63621568566375"
[1] "Starting iterative with newton 1.63621568566375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3029492048039"
[1] "Starting iterative with newton 1.3029492048039"
[1] "Starting newton at: 1.48394079608441"
[1] "Newton iter: 1, lambda:1.23192649662495, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.17282389737044, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.16813948702349, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.16810910488716, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16810910360768, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16810910488716"
[1] "Starting iterative with newton 1.16810910488716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33722985894038"
[1] "Starting iterative with newton 1.33722985894038"
[1] "Starting newton at: 1.57120652469521"
[1] "Newton iter: 1, lambda:1.29207988784081, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.2301400132041, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.22545372374507, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.22542582635766, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2254258253674, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2254258253674"
[1] "Starting iterative with newton 1.2254258253674"
[1] "Starting newton at: 1.43632660945828"
[1] "Newton iter: 1, lambda:1.163443713907, diff to last: 0.273"
[1] "Newton iter: 2, lambda:1.08292706958661, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.07260389490339, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.07242813595996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07242808503698, diff to last: 0"
[1] "Newton iter: 6, lambda:1.07242808503697, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.07242808503697"
[1] "Starting iterative with newton 1.07242808503697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04165122747058"
[1] "Starting iterative with newton 1.04165122747058"
[1] "Starting newton at: 1.1938065612991"
[1] "Newton iter: 1, lambda:1.11143122077763, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.10162159386098, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.10147526624462, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10147523363592, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10147523363592, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10147523363592"
[1] "Starting iterative with newton 1.10147523363592"
[1] "Starting newton at: 1.24200784621551"
[1] "Newton iter: 1, lambda:1.18896816583126, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.18541451262129, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.18539800305247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18539800269565, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.18539800269565"
[1] "Starting iterative with newton 1.18539800269565"
[1] "Starting newton at: 1.34486315459049"
[1] "Newton iter: 1, lambda:1.31439244302465, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.31346745446384, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.31346657748074, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31346657747995, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31346657747995"
[1] "Starting iterative with newton 1.31346657747995"
[1] "Starting newton at: 1.44297080908937"
[1] "Newton iter: 1, lambda:1.45224244616102, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.45217581112378, diff to last: 0"
[1] "Newton iter: 3, lambda:1.45217580772346, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.45217581112378"
[1] "Starting iterative with newton 1.45217581112378"
[1] "Starting newton at: 1.60417138195733"
[1] "Newton iter: 1, lambda:1.60264241850297, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.60264118389215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60264118389134, diff to last: 0"
[1] "Final threshold is: 0.0909114108168735"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.799366912284075"
[1] "Starting iterative with newton 0.799366912284075"
[1] "Starting newton at: 1.200510203112"
[1] "Newton iter: 1, lambda:1.2766661779102, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.27026352073977, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.27021997053496, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27021996850916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27021996850916"
[1] "Starting iterative with newton 1.27021996850916"
[1] "Starting newton at: 1.8184989078251"
[1] "Newton iter: 1, lambda:1.80325705903648, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.80323051466613, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80323051457255, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80323051466613"
[1] "Starting iterative with newton 1.80323051466613"
[1] "Starting newton at: 2.14737667800894"
[1] "Newton iter: 1, lambda:2.14590662435819, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.14590709750642, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14590709750647, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.14590709750642"
[1] "Starting iterative with newton 2.14590709750642"
[1] "Starting newton at: 2.37260918999712"
[1] "Newton iter: 1, lambda:2.34245521241124, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.34278821966525, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34278825813029, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34278825813029, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34278825813029"
[1] "Starting iterative with newton 2.34278825813029"
[1] "Starting newton at: 2.44368503370456"
[1] "Newton iter: 1, lambda:2.44487344191585, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.44487400542328, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4448740054234, diff to last: 0"
[1] "Final threshold is: 0.138687903029461"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.900069243250319"
[1] "Starting iterative with newton 0.900069243250319"
[1] "Starting newton at: 1.19426189892684"
[1] "Newton iter: 1, lambda:1.17681401946405, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.17641644869367, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17641624058046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1764162405804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1764162405804"
[1] "Starting iterative with newton 1.1764162405804"
[1] "Starting newton at: 1.45560975692606"
[1] "Newton iter: 1, lambda:1.53115346177433, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.52728565121565, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5272766875472, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5272766874987, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5272766874987"
[1] "Starting iterative with newton 1.5272766874987"
[1] "Starting newton at: 1.81305007512277"
[1] "Newton iter: 1, lambda:1.81958534246722, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.81957654516147, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8195765451461, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8195765451461"
[1] "Starting iterative with newton 1.8195765451461"
[1] "Starting newton at: 1.95376036191189"
[1] "Newton iter: 1, lambda:2.00150477179493, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.00135219330991, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00135219287155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00135219287155"
[1] "Starting iterative with newton 2.00135219287155"
[1] "Starting newton at: 2.13692727227509"
[1] "Newton iter: 1, lambda:2.106666522694, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.10674863573974, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1067486361657, diff to last: 0"
[1] "Final threshold is: 0.119507406071585"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.77948064742059"
[1] "Newton iter: 1, lambda:1.78615827643248, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.78615092783378, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78615092782531, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.78615092783378"
[1] "Starting iterative with newton 1.78615092783378"
[1] "Starting newton at: 2.37501447146595"
[1] "Newton iter: 1, lambda:2.44762839561688, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.45075610320199, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.45076230299183, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45076230301624, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.45076230299183"
[1] "Starting iterative with newton 2.45076230299183"
[1] "Starting newton at: 2.69669518651672"
[1] "Newton iter: 1, lambda:2.75728873427339, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.76007407724511, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.76008001915694, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76008001918399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.76008001915694"
[1] "Starting iterative with newton 2.76008001915694"
[1] "Starting newton at: 2.94704392761909"
[1] "Newton iter: 1, lambda:2.92084913808713, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.92140301715048, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.92140326673175, diff to last: 0"
[1] "Newton iter: 4, lambda:2.9214032667318, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92140326673175"
[1] "Starting iterative with newton 2.92140326673175"
[1] "Starting newton at: 3.03363469766836"
[1] "Newton iter: 1, lambda:2.99200872736506, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.9934257407732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.99342741297282, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99342741297515, diff to last: 0"
[1] "Final threshold is: 0.169805139183248"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09091141081687347}, {'ad': 0.1386879030294606, 'da': 0.11950740607158464, 'dd': 0.16980513918324833}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.429823833734717. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022165789188068157
0.022165789188068157
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.5213778975193"
[1] "Starting iterative with newton 59.5213778975193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.4114895938749"
[1] "Starting iterative with newton 28.4114895938749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.3484619280887"
[1] "Starting iterative with newton 15.3484619280887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.9169013060498"
[1] "Starting iterative with newton 13.9169013060498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.83638424583808"
[1] "Starting iterative with newton 9.83638424583808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.0912534574069"
[1] "Starting iterative with newton 7.0912534574069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.12146018928272"
[1] "Starting iterative with newton 6.12146018928272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.19251222032494"
[1] "Starting iterative with newton 5.19251222032494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18735182153778"
[1] "Starting iterative with newton 4.18735182153778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33446670503808"
[1] "Starting iterative with newton 3.33446670503808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.42219667902598"
[1] "Starting iterative with newton 3.42219667902598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66576112365442"
[1] "Starting iterative with newton 2.66576112365442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.04571470959338"
[1] "Starting iterative with newton 2.04571470959338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30342895393125"
[1] "Starting iterative with newton 2.30342895393125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72613299630262"
[1] "Starting iterative with newton 1.72613299630262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.429823833734717. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022165789188068157
0.022165789188068157
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0432480304345574, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0433083978514945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0433083979691115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0433083978514945"
[1] "Starting iterative with newton 0.0433083978514945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0230683039096234, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230762476153346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230762476162765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0230762476153346"
[1] "Starting iterative with newton 0.0230762476153346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228477756382811, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.022855580081514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228555800824245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.022855580081514"
[1] "Starting iterative with newton 0.022855580081514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228453343330155, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228531372464203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228531372473305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0228531372464203"
[1] "Starting iterative with newton 0.0228531372464203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228453073029543, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228531101994223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228531102003325, diff to last: 0"
[1] "Final threshold is: 0.000506557222992259"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.143494373996391"
[1] "Newton iter: 1, lambda:0.124782995605175, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.124807945545067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124807945589491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124807945589491"
[1] "Starting iterative with newton 0.124807945589491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0315147370260151, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315539046628875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031553904723391, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.031553904723391"
[1] "Starting iterative with newton 0.031553904723391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284011932025518, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284313980343755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284313980685413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0284313980685413"
[1] "Starting iterative with newton 0.0284313980685413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028299532475285, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283294669416974, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0283294669751932, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0283294669416974"
[1] "Starting iterative with newton 0.0283294669416974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282962168158637, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283261424877875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0283261425212617, diff to last: 0"
[1] "Final threshold is: 0.000627871303637461"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159050652291663, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.161590979116826, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161591624458181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161591624458223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.161591624458223"
[1] "Starting iterative with newton 0.161591624458223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049613304756372, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497465072137091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497465081739874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0497465072137091"
[1] "Starting iterative with newton 0.0497465072137091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445742781897372, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446763139467331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446763144814878, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0446763144814878"
[1] "Starting iterative with newton 0.0446763144814878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443492958251638, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444500562628429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444500567830341, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444500567830341"
[1] "Starting iterative with newton 0.0444500567830341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443392638981537, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444399676945093, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444399682140587, diff to last: 0"
[1] "Final threshold is: 0.000985046955441053"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246255404225464"
[1] "Newton iter: 1, lambda:0.155011605168324, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.155796618116194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.15579667666061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155796676660611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.15579667666061"
[1] "Starting iterative with newton 0.15579667666061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0484662446787547, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0485668320719109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0485668325052007, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0485668320719109"
[1] "Starting iterative with newton 0.0485668320719109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453146870521908, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453989469037032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453989471950502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0453989469037032"
[1] "Starting iterative with newton 0.0453989469037032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0452201087053907, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453039134376435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453039137254952, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0453039137254952"
[1] "Starting iterative with newton 0.0453039137254952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0452172700904483, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453010611929879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453010614807353, diff to last: 0"
[1] "Final threshold is: 0.00100413377239954"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.272172455577633"
[1] "Newton iter: 1, lambda:0.203348442173749, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.203916739475955, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.203916778498591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203916778498591, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.203916778498591"
[1] "Starting iterative with newton 0.203916778498591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0751186239001667, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0755237933094558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755238050912109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0755238050912109, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0755238050912109"
[1] "Starting iterative with newton 0.0755238050912109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068109859864927, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0684280703969593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0684280773411207, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0684280773411207"
[1] "Starting iterative with newton 0.0684280773411207"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0677221545024019, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0680359189117901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0680359256454396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0680359256454396"
[1] "Starting iterative with newton 0.0680359256454396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0677007276213516, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0680142474093213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0680142541314909, diff to last: 0"
[1] "Final threshold is: 0.00150758946986013"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.307952562946751"
[1] "Newton iter: 1, lambda:0.307291787675928, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307291870542296, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307291870542298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.307291870542296"
[1] "Starting iterative with newton 0.307291870542296"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0998027732094213, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100769233062921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100769323682024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100769323682024, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100769323682024"
[1] "Starting iterative with newton 0.100769323682024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0852590279415716, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0859050912431811, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0859051283486056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0859051283486057, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0859051283486056"
[1] "Starting iterative with newton 0.0859051283486056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842255944064199, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848519071517142, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848519417923426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848519417923427, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0848519417923426"
[1] "Starting iterative with newton 0.0848519417923426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0841524294268906, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.084777358591494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0847773930629593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847773930629594, diff to last: 0"
[1] "Final threshold is: 0.00187915782254755"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326512106714016"
[1] "Newton iter: 1, lambda:0.363215517057574, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.363526544024249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.36352656623219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36352656623219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.36352656623219"
[1] "Starting iterative with newton 0.36352656623219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120430402518336, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.12195526629968, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121955510478609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121955510478615, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121955510478609"
[1] "Starting iterative with newton 0.121955510478609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103251547021599, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104286378860076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104286482750034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104286482750035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104286482750034"
[1] "Starting iterative with newton 0.104286482750034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101983631676211, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102986979122109, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102987076188248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102987076188249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.102987076188248"
[1] "Starting iterative with newton 0.102987076188248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101890334911169, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102891389926785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102891486506022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102891486506023, diff to last: 0"
[1] "Final threshold is: 0.00228067099913947"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.280497791238009"
[1] "Newton iter: 1, lambda:0.419654073296636, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.424819744617838, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.424826705612633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42482670562526, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.424826705612633"
[1] "Starting iterative with newton 0.424826705612633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142715200589571, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145287761189859, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145288596556247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145288596556335, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145288596556247"
[1] "Starting iterative with newton 0.145288596556247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120176772193144, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121815026318647, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12181533075825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121815330758261, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121815330758261"
[1] "Starting iterative with newton 0.121815330758261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118253615332144, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119825321745419, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.11982559939619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119825599396199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11982559939619"
[1] "Starting iterative with newton 0.11982559939619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118090401327138, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.11965654735851, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119656822833552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119656822833561, diff to last: 0"
[1] "Final threshold is: 0.00265228790984254"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.656095498531836"
[1] "Newton iter: 1, lambda:0.540697942252818, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.545196617670588, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.545203696634797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545203696652305, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.545203696634797"
[1] "Starting iterative with newton 0.545203696634797"
[1] "Starting newton at: 0.371644465693071"
[1] "Newton iter: 1, lambda:0.194127927149517, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.199278628683575, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199283015061342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199283015064522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.199283015061342"
[1] "Starting iterative with newton 0.199283015061342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157207102124354, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160873015958753, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160875006821123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16087500682171, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.160875006821123"
[1] "Starting iterative with newton 0.160875006821123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153114120307642, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156545418692455, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156547140011928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156547140012361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156547140011928"
[1] "Starting iterative with newton 0.156547140011928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152651942214846, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156057368014094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156059060927255, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156059060927673, diff to last: 0"
[1] "Final threshold is: 0.00345917224540142"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.33446670503808"
[1] "Starting iterative with newton 3.33446670503808"
[1] "Starting newton at: 0.633491700660057"
[1] "Newton iter: 1, lambda:0.609202141089641, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.60943067557894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609430695961941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609430695961941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.609430695961941"
[1] "Starting iterative with newton 0.609430695961941"
[1] "Starting newton at: 0.326171403115977"
[1] "Newton iter: 1, lambda:0.252717497067415, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.253833544585853, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253833803544845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253833803544859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.253833803544845"
[1] "Starting iterative with newton 0.253833803544845"
[1] "Starting newton at: 0.333473905235827"
[1] "Newton iter: 1, lambda:0.203706776416851, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.206795867985452, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.206797629609043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206797629609616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.206797629609043"
[1] "Starting iterative with newton 0.206797629609043"
[1] "Starting newton at: 0.345509080055319"
[1] "Newton iter: 1, lambda:0.196485274689553, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.200489242266602, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.200492153109759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200492153111297, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.200492153109759"
[1] "Starting iterative with newton 0.200492153109759"
[1] "Starting newton at: 0.346181199257163"
[1] "Newton iter: 1, lambda:0.195561313938697, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.199642222090257, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.199645239093522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199645239095171, diff to last: 0"
[1] "Final threshold is: 0.00442529428214848"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.42219667902598"
[1] "Starting iterative with newton 3.42219667902598"
[1] "Starting newton at: 0.725075288969405"
[1] "Newton iter: 1, lambda:0.581764928375462, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.589059006381749, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.589078852482275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589078852628886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589078852482275"
[1] "Starting iterative with newton 0.589078852482275"
[1] "Starting newton at: 0.365839235950734"
[1] "Newton iter: 1, lambda:0.238988440375442, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.242220362533514, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.242222480978722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242222480979632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242222480979632"
[1] "Starting iterative with newton 0.242222480979632"
[1] "Starting newton at: 0.383521278133658"
[1] "Newton iter: 1, lambda:0.188762928935624, diff to last: 0.195"
[1] "Newton iter: 2, lambda:0.195537250485328, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.195545529615935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195545529628299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.195545529615935"
[1] "Starting iterative with newton 0.195545529615935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183298725200286, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.18926165990009, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.189267964697493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189267964704541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.189267964697493"
[1] "Starting iterative with newton 0.189267964697493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182519850325597, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188418117579086, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.188424271881043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188424271887742, diff to last: 0"
[1] "Final threshold is: 0.00417657268843044"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.66576112365442"
[1] "Starting iterative with newton 2.66576112365442"
[1] "Starting newton at: 0.584131239997774"
[1] "Newton iter: 1, lambda:0.644053914476473, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.645606405014341, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.645607429273476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.645607429273921, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.645607429273476"
[1] "Starting iterative with newton 0.645607429273476"
[1] "Starting newton at: 0.350101735396143"
[1] "Newton iter: 1, lambda:0.311730287154512, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.312111823775736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312111861624374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312111861624374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.312111861624374"
[1] "Starting iterative with newton 0.312111861624374"
[1] "Starting newton at: 0.338425994453248"
[1] "Newton iter: 1, lambda:0.254517123000575, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.256135877406684, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.256136482912905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25613648291299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.256136482912905"
[1] "Starting iterative with newton 0.256136482912905"
[1] "Starting newton at: 0.353885900030652"
[1] "Newton iter: 1, lambda:0.244053248359093, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.246765026913665, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.246766690629276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246766690629902, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246766690629276"
[1] "Starting iterative with newton 0.246766690629276"
[1] "Starting newton at: 0.361599067362747"
[1] "Newton iter: 1, lambda:0.241994506815346, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.245196828483205, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.245199140279904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245199140281108, diff to last: 0"
[1] "Final threshold is: 0.0054350324525666"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.04571470959338"
[1] "Starting iterative with newton 2.04571470959338"
[1] "Starting newton at: 0.84822557544737"
[1] "Newton iter: 1, lambda:0.701673682758439, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.711676380604888, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.711725917517537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.711725918728373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.711725917517537"
[1] "Starting iterative with newton 0.711725917517537"
[1] "Starting newton at: 0.296357349989631"
[1] "Newton iter: 1, lambda:0.422241250178056, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.427799568027128, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.427810272051978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427810272091644, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427810272091644"
[1] "Starting iterative with newton 0.427810272091644"
[1] "Starting newton at: 0.299814010105522"
[1] "Newton iter: 1, lambda:0.364691980383199, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.366024341205008, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3660249000818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366024900081899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.3660249000818"
[1] "Starting iterative with newton 0.3660249000818"
[1] "Starting newton at: 0.301696787625093"
[1] "Newton iter: 1, lambda:0.351753100571882, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.352527887685222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.352528072563264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352528072563275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.352528072563264"
[1] "Starting iterative with newton 0.352528072563264"
[1] "Starting newton at: 0.304083550622099"
[1] "Newton iter: 1, lambda:0.348958077774369, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.349577468312927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349577585893282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349577585893287, diff to last: 0"
[1] "Final threshold is: 0.00774866307378438"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.30342895393125"
[1] "Starting iterative with newton 2.30342895393125"
[1] "Starting newton at: 0.567791914697799"
[1] "Newton iter: 1, lambda:0.665280372449444, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.669665900856436, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.669674541403235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669674541436729, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669674541436729"
[1] "Starting iterative with newton 0.669674541436729"
[1] "Starting newton at: 0.292474854855148"
[1] "Newton iter: 1, lambda:0.370172255887181, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.372008168716851, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.372009186382451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372009186382764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372009186382764"
[1] "Starting iterative with newton 0.372009186382764"
[1] "Starting newton at: 0.329259668388453"
[1] "Newton iter: 1, lambda:0.314541513324259, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.314600785929014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314600786891476, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314600786891476"
[1] "Starting iterative with newton 0.314600786891476"
[1] "Starting newton at: 0.328510391625231"
[1] "Newton iter: 1, lambda:0.303276466466325, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.303447117567833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303447125387966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303447117567833"
[1] "Starting iterative with newton 0.303447117567833"
[1] "Starting newton at: 0.330577335139179"
[1] "Newton iter: 1, lambda:0.301044706960381, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.301277459799289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30127747428961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30127747428961, diff to last: 0"
[1] "Final threshold is: 0.00667805298221713"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.72613299630262"
[1] "Starting iterative with newton 1.72613299630262"
[1] "Starting newton at: 0.715964988026009"
[1] "Newton iter: 1, lambda:0.778592374671611, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.780851449602331, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.780854327029702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780854327034366, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780854327029702"
[1] "Starting iterative with newton 0.780854327029702"
[1] "Starting newton at: 0.539151206916458"
[1] "Newton iter: 1, lambda:0.52748774532232, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.527545872667204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.527545874114411, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.527545872667204"
[1] "Starting iterative with newton 0.527545872667204"
[1] "Starting newton at: 0.564263158342169"
[1] "Newton iter: 1, lambda:0.454741673152045, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.459349348000317, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.459357679567788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459357679595009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.459357679567788"
[1] "Starting iterative with newton 0.459357679567788"
[1] "Starting newton at: 0.568232983828101"
[1] "Newton iter: 1, lambda:0.434361761260814, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.441050088531532, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.441067211830418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.441067211942549, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.441067211830418"
[1] "Starting iterative with newton 0.441067211830418"
[1] "Starting newton at: 0.572194653005202"
[1] "Newton iter: 1, lambda:0.428504314972409, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.436144435809727, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.436166629322958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436166629510038, diff to last: 0"
[1] "Final threshold is: 0.00966797755644295"
threshold is:
[{'ad': 0.0005065572229922592, 'da': 0.0006278713036374611, 'dd': 0.0009850469554410525}, {'ad': 0.0010041337723995444, 'da': 0.0015075894698601267, 'dd': 0.0018791578225475472}, {'ad': 0.0022806709991394654, 'da': 0.002652287909842541, 'dd': 0.0034591722454014213}, {'ad': 0.004425294282148479, 'da': 0.00417657268843044, 'dd': 0.0054350324525666}, {'ad': 0.007748663073784378, 'da': 0.006678052982217127, 'dd': 0.009667977556442952}]
Number of points in noise estimation: 128
Estimated noise: 0.056725991900528475
0.056725991900528475
threshold is:
[{'ad': 0.011080282783546558, 'da': 0.01208978140848651, 'dd': 0.010713907126912559}, {'ad': 0.008660632503045385, 'da': 0.008424070440052459, 'dd': 0.00951395577727962}, {'ad': 0.017106384176168055, 'da': 0.014615871632071663, 'dd': 0.026030255298007426}, {'ad': 0.024558105856725354, 'da': 0.027682233609147337, 'dd': 0.0375287331608324}, {'ad': 0.05737680935601541, 'da': 0.0478882044395626, 'dd': 0.2499043666896504}]
['baboon256', 0.075, 4, 0.0015826870633583825, 0.001870819358300903, 0.0016224024137244475, 0.007608840471303173, 0.0022174169137437446, 0.0022626395142627633, 0.0013742659342724454, 0.0015826870633583831, 28.006049474824447, 27.279681448786906, 27.89841416225932, 21.186815213218466, 26.541526441359807, 26.453846327166023, 28.619292187963033, 28.006049474824444]
peppers256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.012924562834494885
0.012924562834494885
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124825349847402, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124835238417203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124835238417265, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124835238417265"
[1] "Starting iterative with newton 0.0124835238417265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00507628015900652, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00507646310829654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00507646310829677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00507646310829654"
[1] "Starting iterative with newton 0.00507646310829654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00502598757645419, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00502616640583939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00502616640583962, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00502616640583939"
[1] "Starting iterative with newton 0.00502616640583939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00502564683737873, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00502582563900029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00502582563900052, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00502582563900029"
[1] "Starting iterative with newton 0.00502582563900029"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00502564452886167, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00502582333029514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00502582333029536, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 6.49565694274698e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669467222484, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679156976306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679156976364, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679156976306"
[1] "Starting iterative with newton 0.0124679156976306"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00364167659010091, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00364176017541489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00364176017541493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00364176017541489"
[1] "Starting iterative with newton 0.00364176017541489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00359145840327578, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0035915392213816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00359153922138164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0035915392213816"
[1] "Starting iterative with newton 0.0035915392213816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00359117385112173, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0035912546536887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00359125465368874, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0035912546536887"
[1] "Starting iterative with newton 0.0035912546536887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00359117223879831, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00359125304127725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00359125304127729, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.64153755865586e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384016339693081, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384346015025489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0384346015268425, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0384346015025489"
[1] "Starting iterative with newton 0.0384346015025489"
[1] "Starting newton at: 0.0458787041583101"
[1] "Newton iter: 1, lambda:0.0332833633692144, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0332865721995045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332865721997128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332865721995045"
[1] "Starting iterative with newton 0.0332865721995045"
[1] "Starting newton at: 0.0510267334613545"
[1] "Newton iter: 1, lambda:0.0332193364436105, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0332257547520752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332257547529094, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0332257547520752"
[1] "Starting iterative with newton 0.0332257547520752"
[1] "Starting newton at: 0.0510875509087838"
[1] "Newton iter: 1, lambda:0.0332185693198975, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0332250321500086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332250321508545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0332250321500086"
[1] "Starting iterative with newton 0.0332250321500086"
[1] "Starting newton at: 0.0510882735108503"
[1] "Newton iter: 1, lambda:0.0332185602038171, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.03322502356384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033225023564686, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000429418904728424"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0369731591862711"
[1] "Newton iter: 1, lambda:0.0751262192815419, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0751903355964848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0751903357774298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0751903355964848"
[1] "Starting iterative with newton 0.0751903355964848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0213376211203821, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0213471912496344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0213471912515596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0213471912496344"
[1] "Starting iterative with newton 0.0213471912496344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020492293358124, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0205009049198689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205009049213897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0205009049213897"
[1] "Starting iterative with newton 0.0205009049213897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204790015684206, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204875986189797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204875986204948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0204875986204948"
[1] "Starting iterative with newton 0.0204875986204948"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204787925794074, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204873894019405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204873894034555, diff to last: 0"
[1] "Final threshold is: 0.000264790551659725"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119439361523971, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120474863738153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120474941294786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120474941294786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.120474941294786"
[1] "Starting iterative with newton 0.120474941294786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421263082017094, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0422042736530244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0422042739200352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0422042736530244"
[1] "Starting iterative with newton 0.0422042736530244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392573880375021, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393231783392263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393231785239829, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0393231785239829"
[1] "Starting iterative with newton 0.0393231785239829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391524328701457, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392177992685966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392177994507781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0392177992685966"
[1] "Starting iterative with newton 0.0392177992685966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391485950662111, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.039213945992795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392139461748828, diff to last: 0"
[1] "Final threshold is: 0.000506823111325774"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.34610308916962"
[1] "Newton iter: 1, lambda:0.193694150782235, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.196424147982206, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196425039304952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196425039305047, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.196425039304952"
[1] "Starting iterative with newton 0.196425039304952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0623833844565075, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626202087784183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626202121914457, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0626202087784183"
[1] "Starting iterative with newton 0.0626202087784183"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0564206154588619, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0566033531541688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566033550712932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0566033531541688"
[1] "Starting iterative with newton 0.0566033531541688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0561536175555935, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0563341426938006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0563341445597531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0563341445597531"
[1] "Starting iterative with newton 0.0563341445597531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0561416752381071, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.056322101816298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0563221036799889, diff to last: 0"
[1] "Final threshold is: 0.000727938567982952"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.445927574489976"
[1] "Newton iter: 1, lambda:0.262462372575922, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.267708750359218, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.267713171742489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267713171745627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267713171742489"
[1] "Starting iterative with newton 0.267713171742489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0944814521611504, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.095223949778778, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09522399559796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0952239955979602, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.09522399559796"
[1] "Starting iterative with newton 0.09522399559796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843001248209942, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848599232919712, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848599479655052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848599479655052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0848599479655052"
[1] "Starting iterative with newton 0.0848599479655052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0836824660652124, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842322116261489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0842322353407815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0842322353407816, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0842322353407815"
[1] "Starting iterative with newton 0.0842322353407815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0836450340272888, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0841941740364058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0841941976939431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0841941976939432, diff to last: 0"
[1] "Final threshold is: 0.00108817319839525"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.225206254519254"
[1] "Newton iter: 1, lambda:0.332414648877894, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.33466449759535, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.334665472343603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334665472343786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334665472343603"
[1] "Starting iterative with newton 0.334665472343603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130860631361314, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132793417299749, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132793838131444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132793838131464, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.132793838131444"
[1] "Starting iterative with newton 0.132793838131444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115128701257578, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116539031971527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116539243368153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116539243368158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116539243368153"
[1] "Starting iterative with newton 0.116539243368153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113840484484366, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115212509545219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115212708621246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11521270862125, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115212708621246"
[1] "Starting iterative with newton 0.115212708621246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113735231863891, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115104155951008, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115104354047278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115104354047283, diff to last: 0"
[1] "Final threshold is: 0.00148767345640805"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.26899208610034"
[1] "Starting iterative with newton 3.26899208610034"
[1] "Starting newton at: 0.509447356607996"
[1] "Newton iter: 1, lambda:0.531379333838234, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.531527330657402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.531527337353912, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.531527337353912"
[1] "Starting iterative with newton 0.531527337353912"
[1] "Starting newton at: 0.230862055478796"
[1] "Newton iter: 1, lambda:0.270291848081888, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.270621098015459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270621120902335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270621120902335, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.270621120902335"
[1] "Starting iterative with newton 0.270621120902335"
[1] "Starting newton at: 0.254059190637038"
[1] "Newton iter: 1, lambda:0.2352172092216, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.235287259480028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235287260449477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235287259480028"
[1] "Starting iterative with newton 0.235287259480028"
[1] "Starting newton at: 0.255712528112032"
[1] "Newton iter: 1, lambda:0.230196394914729, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.230323588718254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.230323591884104, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230323591884104"
[1] "Starting iterative with newton 0.230323591884104"
[1] "Starting newton at: 0.260676195707956"
[1] "Newton iter: 1, lambda:0.229432561481373, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.22962293382088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.229622940903267, diff to last: 0"
[1] "Final threshold is: 0.00296777603640902"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.97511889816985"
[1] "Starting iterative with newton 2.97511889816985"
[1] "Starting newton at: 0.612347647803945"
[1] "Newton iter: 1, lambda:0.561296905861737, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.562163893901459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56216414805368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562164148053702, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.562164148053702"
[1] "Starting iterative with newton 0.562164148053702"
[1] "Starting newton at: 0.262034938973625"
[1] "Newton iter: 1, lambda:0.307588548003932, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.308069925201827, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308069978709708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308069978709708, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.308069978709708"
[1] "Starting iterative with newton 0.308069978709708"
[1] "Starting newton at: 0.245524405831379"
[1] "Newton iter: 1, lambda:0.272328435660718, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.272485552614385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272485558000835, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272485552614385"
[1] "Starting iterative with newton 0.272485552614385"
[1] "Starting newton at: 0.250411106989281"
[1] "Newton iter: 1, lambda:0.267227743483293, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.267289015594085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267289016406378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267289016406378"
[1] "Starting iterative with newton 0.267289016406378"
[1] "Starting newton at: 0.254138407395145"
[1] "Newton iter: 1, lambda:0.266492672738803, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.266525688429856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266525688665408, diff to last: 0"
[1] "Final threshold is: 0.00344472800711868"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32528193061474"
[1] "Starting iterative with newton 2.32528193061474"
[1] "Starting newton at: 0.476179919411681"
[1] "Newton iter: 1, lambda:0.582730655086574, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.586880972342219, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.586887090191647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586887090204923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586887090191647"
[1] "Starting iterative with newton 0.586887090191647"
[1] "Starting newton at: 0.460787702180281"
[1] "Newton iter: 1, lambda:0.360578496182483, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.363305163674168, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.363307216700418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363307216701581, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.363307216701581"
[1] "Starting iterative with newton 0.363307216701581"
[1] "Starting newton at: 0.262470101098066"
[1] "Newton iter: 1, lambda:0.323583967276509, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.324570928949275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324571184808105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324571184808123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.324571184808123"
[1] "Starting iterative with newton 0.324571184808123"
[1] "Starting newton at: 0.271237958567433"
[1] "Newton iter: 1, lambda:0.317082847591178, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.317632191275944, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.317632269798857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.317632269798858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.317632269798857"
[1] "Starting iterative with newton 0.317632269798857"
[1] "Starting newton at: 0.276931974403391"
[1] "Newton iter: 1, lambda:0.315985384318705, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.316383086744498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316383127828879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316383127828879, diff to last: 0"
[1] "Final threshold is: 0.00408911361539838"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.23174885804356"
[1] "Starting iterative with newton 1.23174885804356"
[1] "Starting newton at: 0.780083660023855"
[1] "Newton iter: 1, lambda:0.767953719649223, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.768028962895425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.76802896580569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.768028962895425"
[1] "Starting iterative with newton 0.768028962895425"
[1] "Starting newton at: 0.572046599288838"
[1] "Newton iter: 1, lambda:0.65312941822705, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.656351702016017, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.656356675291395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656356675303229, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.656356675303229"
[1] "Starting iterative with newton 0.656356675303229"
[1] "Starting newton at: 0.561037723064404"
[1] "Newton iter: 1, lambda:0.624635940948094, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.626563880866315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.626565622214982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626565622216401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.626565622214982"
[1] "Starting iterative with newton 0.626565622214982"
[1] "Starting newton at: 0.570630591091213"
[1] "Newton iter: 1, lambda:0.617402579211768, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.618434098719428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.618434594022308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618434594022423, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.618434594022423"
[1] "Starting iterative with newton 0.618434594022423"
[1] "Starting newton at: 0.568495778350522"
[1] "Newton iter: 1, lambda:0.61517592025016, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.61620153985807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.616202028678651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.616202028678763, diff to last: 0"
[1] "Final threshold is: 0.00796414183840045"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.15040029555572"
[1] "Starting iterative with newton 1.15040029555572"
[1] "Starting newton at: 0.816955349023908"
[1] "Newton iter: 1, lambda:0.782154683108859, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.782787389356748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.782787601753923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782787601753947, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.782787601753947"
[1] "Starting iterative with newton 0.782787601753947"
[1] "Starting newton at: 0.806637336333814"
[1] "Newton iter: 1, lambda:0.685264199176031, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.692270076172201, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.692294630915787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692294631216687, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.692294631216687"
[1] "Starting iterative with newton 0.692294631216687"
[1] "Starting newton at: 0.550723015959698"
[1] "Newton iter: 1, lambda:0.661864511807002, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.668116432570948, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.668135640899492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668135641080437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.668135641080437"
[1] "Starting iterative with newton 0.668135641080437"
[1] "Starting newton at: 0.551054787616917"
[1] "Newton iter: 1, lambda:0.656002812980331, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.661539532186852, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.66155452039539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.661554520505028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.66155452039539"
[1] "Starting iterative with newton 0.66155452039539"
[1] "Starting newton at: 0.551998843080327"
[1] "Newton iter: 1, lambda:0.654470875276431, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.659738622815006, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65975217079676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.659752170886221, diff to last: 0"
[1] "Final threshold is: 0.00852700838665713"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.03318232989888"
[1] "Starting iterative with newton 1.03318232989888"
[1] "Starting newton at: 0.775111530454136"
[1] "Newton iter: 1, lambda:0.823011661957397, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.824344600142785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.824345611967477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824345611968059, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.824345611968059"
[1] "Starting iterative with newton 0.824345611968059"
[1] "Starting newton at: 0.752942999104772"
[1] "Newton iter: 1, lambda:0.767470635438548, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.767587302849073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767587310330003, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.767587302849073"
[1] "Starting iterative with newton 0.767587302849073"
[1] "Starting newton at: 0.763712827311623"
[1] "Newton iter: 1, lambda:0.751309073082001, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.751392334850758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.751392338621242, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.751392338621242"
[1] "Starting iterative with newton 0.751392338621242"
[1] "Starting newton at: 0.761511831974359"
[1] "Newton iter: 1, lambda:0.746590704691779, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.746710707175765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746710714984136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.746710707175765"
[1] "Starting iterative with newton 0.746710707175765"
[1] "Starting newton at: 0.761926480117703"
[1] "Newton iter: 1, lambda:0.745201835791036, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.745352359073279, diff to last: 0"
[1] "Newton iter: 3, lambda:0.745352371347796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745352371347796, diff to last: 0"
[1] "Final threshold is: 0.00963335355732436"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.35462103482511"
[1] "Newton iter: 1, lambda:1.11635469131211, diff to last: 0.238"
[1] "Newton iter: 2, lambda:1.15955680351008, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.16135429931844, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.16135732825357, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16135732826216, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16135732825357"
[1] "Starting iterative with newton 1.16135732825357"
[1] "Starting newton at: 1.30235474914957"
[1] "Newton iter: 1, lambda:1.42319838857426, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.44068337880744, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.44102259957649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4410227253102, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44102272531022, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44102272531022"
[1] "Starting iterative with newton 1.44102272531022"
[1] "Starting newton at: 1.84631388992542"
[1] "Newton iter: 1, lambda:1.4840484808945, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.58188526368028, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.59415607250258, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.59433500048848, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59433503806762, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59433503806763, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59433503806762"
[1] "Starting iterative with newton 1.59433503806762"
[1] "Starting newton at: 1.86346408039683"
[1] "Newton iter: 1, lambda:1.61846782197756, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.67184259794497, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.6754991476457, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.67551545989635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67551546021971, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67551546021971"
[1] "Starting iterative with newton 1.67551546021971"
[1] "Starting newton at: 1.8845159422235"
[1] "Newton iter: 1, lambda:1.67327077263319, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.71528407019452, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.71756689010691, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.71757334993628, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71757334998787, diff to last: 0"
[1] "Final threshold is: 0.0221988846841053"
threshold is:
[{'ad': 6.495656942746984e-05, 'da': 4.641537558655862e-05, 'dd': 0.00042941890472842373}, {'ad': 0.00026479055165972543, 'da': 0.0005068231113257737, 'dd': 0.0007279385679829521}, {'ad': 0.001088173198395253, 'da': 0.0014876734564080497, 'dd': 0.0029677760364090217}, {'ad': 0.003444728007118682, 'da': 0.004089113615398377, 'dd': 0.00796414183840045}, {'ad': 0.008527008386657129, 'da': 0.009633353557324356, 'dd': 0.02219888468410531}]
Number of points in noise estimation: 128
Estimated noise: 0.012924562834494885
0.012924562834494885
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 104.202556126196"
[1] "Starting iterative with newton 104.202556126196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 74.9158773656558"
[1] "Starting iterative with newton 74.9158773656558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.663955701639"
[1] "Starting iterative with newton 66.663955701639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.6795724820195"
[1] "Starting iterative with newton 38.6795724820195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.0827762038559"
[1] "Starting iterative with newton 29.0827762038559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.0673170632103"
[1] "Starting iterative with newton 14.0673170632103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.0119563542624"
[1] "Starting iterative with newton 10.0119563542624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.09236109548526"
[1] "Starting iterative with newton 8.09236109548526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.26899208610034"
[1] "Starting iterative with newton 3.26899208610034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97511889816985"
[1] "Starting iterative with newton 2.97511889816985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32528193061474"
[1] "Starting iterative with newton 2.32528193061474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.23174885804356"
[1] "Starting iterative with newton 1.23174885804356"
[1] "Starting newton at: 1.4709554619484"
[1] "Newton iter: 1, lambda:1.35098827801862, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.33892493060246, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.33878209169848, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33878207145923, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33878207145923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33878207145923"
[1] "Starting iterative with newton 1.33878207145923"
[1] "Starting newton at: 1.56352124113639"
[1] "Newton iter: 1, lambda:1.43776002255135, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.42719744716055, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.427106080918, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4271060739958, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.427106080918"
[1] "Starting iterative with newton 1.427106080918"
[1] "Starting newton at: 1.64262226202418"
[1] "Newton iter: 1, lambda:1.51728837260539, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.50884170106786, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.50879276354268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5087927618791, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5087927618791"
[1] "Starting iterative with newton 1.5087927618791"
[1] "Starting newton at: 1.70710166380211"
[1] "Newton iter: 1, lambda:1.58546374374509, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.57891361768462, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.57888859392905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57888859355949, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57888859355949"
[1] "Starting iterative with newton 1.57888859355949"
[1] "Starting newton at: 1.76182772210747"
[1] "Newton iter: 1, lambda:1.63642945077783, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.63059697673061, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.6305795245322, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63057952437405, diff to last: 0"
[1] "Final threshold is: 0.0210745275194132"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15040029555572"
[1] "Starting iterative with newton 1.15040029555572"
[1] "Starting newton at: 1.3537181132382"
[1] "Newton iter: 1, lambda:1.33963425966816, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.33943905366005, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33943901570285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33943901570285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33943901570285"
[1] "Starting iterative with newton 1.33943901570285"
[1] "Starting newton at: 1.55053463872446"
[1] "Newton iter: 1, lambda:1.51922390614002, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.51859089976441, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51859062767876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51859062767871, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51859062767876"
[1] "Starting iterative with newton 1.51859062767876"
[1] "Starting newton at: 1.7218001461104"
[1] "Newton iter: 1, lambda:1.66098921469537, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.65947473620504, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.65947364405419, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65947364405362, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65947364405362"
[1] "Starting iterative with newton 1.65947364405362"
[1] "Starting newton at: 1.89086337877955"
[1] "Newton iter: 1, lambda:1.76721202377565, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.76387886380385, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.7638749924993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76387499249402, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76387499249402"
[1] "Starting iterative with newton 1.76387499249402"
[1] "Starting newton at: 1.99256126737814"
[1] "Newton iter: 1, lambda:1.82943504055004, diff to last: 0.163"
[1] "Newton iter: 2, lambda:1.82627205951763, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82626923483074, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82626923482847, diff to last: 0"
[1] "Final threshold is: 0.0236037314782454"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03318232989888"
[1] "Starting iterative with newton 1.03318232989888"
[1] "Starting newton at: 1.21985742575155"
[1] "Newton iter: 1, lambda:1.32787634867554, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.31546880746742, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.31531165941888, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31531163395319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31531163395318, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31531163395319"
[1] "Starting iterative with newton 1.31531163395319"
[1] "Starting newton at: 1.4979168633168"
[1] "Newton iter: 1, lambda:1.58673907836201, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.58167720709771, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.58166300256853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58166300245555, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58166300245555"
[1] "Starting iterative with newton 1.58166300245555"
[1] "Starting newton at: 1.78273138703322"
[1] "Newton iter: 1, lambda:1.7780191478225, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.77801252512946, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77801252511616, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77801252512946"
[1] "Starting iterative with newton 1.77801252512946"
[1] "Starting newton at: 1.97914746728873"
[1] "Newton iter: 1, lambda:1.89413207732228, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.8934174568784, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.89341736323378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89341736323378, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89341736323378"
[1] "Starting iterative with newton 1.89341736323378"
[1] "Starting newton at: 2.08478371388062"
[1] "Newton iter: 1, lambda:1.95516059229234, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.955001911503, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95500190824941, diff to last: 0"
[1] "Final threshold is: 0.0252675450467781"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66955183191035"
[1] "Newton iter: 1, lambda:1.59580615351038, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.59358843427663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.59358598731618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59358598731319, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59358598731319"
[1] "Starting iterative with newton 1.59358598731319"
[1] "Starting newton at: 2.12616933451306"
[1] "Newton iter: 1, lambda:2.17073969015106, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.17126354485151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17126362837119, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17126362837119, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.17126362837119"
[1] "Starting iterative with newton 2.17126362837119"
[1] "Starting newton at: 2.38784680702507"
[1] "Newton iter: 1, lambda:2.44843682566754, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.45007067988706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.450071962814, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45007196281479, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.450071962814"
[1] "Starting iterative with newton 2.450071962814"
[1] "Starting newton at: 2.55802656204516"
[1] "Newton iter: 1, lambda:2.59045565905872, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.59101425031786, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59101441975582, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59101441975584, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59101441975582"
[1] "Starting iterative with newton 2.59101441975582"
[1] "Starting newton at: 2.67865920216566"
[1] "Newton iter: 1, lambda:2.65758711460891, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.65784140745293, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65784144419148, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65784144419148, diff to last: 0"
[1] "Final threshold is: 0.0343514387495774"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.021074527519413203}, {'ad': 0.023603731478245394, 'da': 0.02526754504677813, 'dd': 0.03435143874957744}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.482835122939956. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005305137825848577
0.005305137825848577
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 253.861921853572"
[1] "Starting iterative with newton 253.861921853572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 182.51268790719"
[1] "Starting iterative with newton 182.51268790719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 162.409066935787"
[1] "Starting iterative with newton 162.409066935787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 94.2325310606414"
[1] "Starting iterative with newton 94.2325310606414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 70.8524793864642"
[1] "Starting iterative with newton 70.8524793864642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.2712912019663"
[1] "Starting iterative with newton 34.2712912019663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.3914792121705"
[1] "Starting iterative with newton 24.3914792121705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.7148939181974"
[1] "Starting iterative with newton 19.7148939181974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.96403317109152"
[1] "Starting iterative with newton 7.96403317109152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.24808900385898"
[1] "Starting iterative with newton 7.24808900385898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.66493339225144"
[1] "Starting iterative with newton 5.66493339225144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.00082976817946"
[1] "Starting iterative with newton 3.00082976817946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.80264554716883"
[1] "Starting iterative with newton 2.80264554716883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5170750281369"
[1] "Starting iterative with newton 2.5170750281369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64321558530624"
[1] "Starting iterative with newton 1.64321558530624"
[1] "Starting newton at: 1.89972854145894"
[1] "Newton iter: 1, lambda:1.48082043859798, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.41220619637979, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.4079454621211, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.40792795446151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40792795416502, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40792795446151"
[1] "Starting iterative with newton 1.40792795446151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.482835122939956. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005305137825848577
0.005305137825848577
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0114516112332885, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0114524898109313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0114524898109365, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0114524898109313"
[1] "Starting iterative with newton 0.0114524898109313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.6594306676879e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:5.65943077454337e-05, diff to last: 0"
[1] "Iteration: 2 Threshold: 5.6594306676879e-05"
[1] "Starting iterative with newton 5.6594306676879e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.45114252352285e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:5.45114261961655e-05, diff to last: 0"
[1] "Iteration: 3 Threshold: 5.45114261961655e-05"
[1] "Starting iterative with newton 5.45114261961655e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.45110509846906e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:5.4511051945609e-05, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.89188638505642e-07"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00780048733425094, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00780094726315095, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00780094726315255, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00780094726315095"
[1] "Starting iterative with newton 0.00780094726315095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.69196976596962e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:7.6919697695607e-06, diff to last: 0"
[1] "Iteration: 2 Threshold: 7.69196976596962e-06"
[1] "Starting iterative with newton 7.69196976596962e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.46469226281354e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:7.4646922661081e-06, diff to last: 0"
[1] "Iteration: 3 Threshold: 7.46469226281354e-06"
[1] "Starting iterative with newton 7.46469226281354e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.46468572693145e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:7.464685730226e-06, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.9601186608016e-08"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374008387876343, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.037427030940366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.037427030953204, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.037427030940366"
[1] "Starting iterative with newton 0.037427030940366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0225148024424276, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0225238953120962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0225238953135792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0225238953120962"
[1] "Starting iterative with newton 0.0225238953120962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223238880886862, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0223328044625994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223328044640216, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0223328044625994"
[1] "Starting iterative with newton 0.0223328044625994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223214271856469, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0223303412999771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223303413013986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0223303412999771"
[1] "Starting iterative with newton 0.0223303412999771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223213954624673, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.022330309547672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223303095490935, diff to last: 0"
[1] "Final threshold is: 0.000118465369844262"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0306423363909353, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.030659000809219, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306590008141466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0306590008141466"
[1] "Starting iterative with newton 0.0306590008141466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.009471491920984, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00947221224839914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00947221224840331, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00947221224839914"
[1] "Starting iterative with newton 0.00947221224839914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016963313446, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933086645725201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0093308664572559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0093308664572559"
[1] "Starting iterative with newton 0.0093308664572559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00932922269801022, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00932991936621778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00932991936622166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00932991936622166"
[1] "Starting iterative with newton 0.00932991936622166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00932921635286885, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00932991302003177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00932991302003565, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.94964744744683e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0646764491664402, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0648504954610476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648504967199218, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0648504967199218"
[1] "Starting iterative with newton 0.0648504967199218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011676366507421, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116782462895071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116782462895558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116782462895071"
[1] "Starting iterative with newton 0.0116782462895071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110492833662917, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110509191731659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110509191732018, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110509191731659"
[1] "Starting iterative with newton 0.0110509191731659"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110419615675428, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110435946481779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110435946482137, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110435946481779"
[1] "Starting iterative with newton 0.0110435946481779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110418760908409, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110435091396656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110435091397014, diff to last: 0"
[1] "Final threshold is: 5.85873380671342e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0825644785256914, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0829434895455846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829434975192959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0829434975192959"
[1] "Starting iterative with newton 0.0829434975192959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023810161180515, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238230173028473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238230173065952, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0238230173028473"
[1] "Starting iterative with newton 0.0238230173028473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0227135999459025, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0227251000563142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0227251000592621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0227251000563142"
[1] "Starting iterative with newton 0.0227251000563142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226932942175371, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0227047699889928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0227047699919273, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0227047699919273"
[1] "Starting iterative with newton 0.0227047699919273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226929182431583, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0227043935642237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022704393567158, diff to last: 0"
[1] "Final threshold is: 0.000120449937110516"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124351062539734, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125527775021273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125527879995961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125527879995962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125527879995961"
[1] "Starting iterative with newton 0.125527879995961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362001142760075, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.036245642003553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362456420755649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.036245642003553"
[1] "Starting iterative with newton 0.036245642003553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338929651922223, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339314360154723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033931436065038, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.033931436065038"
[1] "Starting iterative with newton 0.033931436065038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033833117663429, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338714157599149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338714158089891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0338714157599149"
[1] "Starting iterative with newton 0.0338714157599149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338315654721554, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338698590956319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338698591446934, diff to last: 0"
[1] "Final threshold is: 0.000179684270904676"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166048124931823, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.16886256486542, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.168863367617159, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168863367617224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.168863367617159"
[1] "Starting iterative with newton 0.168863367617159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0488454605857859, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489582423360888, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489582429373575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0489582429373575"
[1] "Starting iterative with newton 0.0489582429373575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446796330788121, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0447693109658422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0447693113271334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0447693109658422"
[1] "Starting iterative with newton 0.0447693109658422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445351459597498, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446240821594752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446240825141668, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0446240821594752"
[1] "Starting iterative with newton 0.0446240821594752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445301376897197, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.044619048251514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446190486059788, diff to last: 0"
[1] "Final threshold is: 0.00023671020063247"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.33488394263047"
[1] "Newton iter: 1, lambda:0.305983879337891, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.306135807006432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306135811223657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.306135807006432"
[1] "Starting iterative with newton 0.306135807006432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104858173301139, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105913374954225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105913481728395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105913481728396, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105913481728395"
[1] "Starting iterative with newton 0.105913481728395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0911056411256106, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0918474296853759, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0918474788469454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0918474788469456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0918474788469456"
[1] "Starting iterative with newton 0.0918474788469456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901353142845042, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908575590514548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0908576054122938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090857605412294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0908576054122938"
[1] "Starting iterative with newton 0.0908576054122938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0900670085866514, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0907878899445003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0907879361133208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090787936113321, diff to last: 0"
[1] "Final threshold is: 0.000481642514005502"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.351533919599512"
[1] "Newton iter: 1, lambda:0.358476216687226, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.358486285305318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.35848628532647, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.358486285305318"
[1] "Starting iterative with newton 0.358486285305318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131918110641717, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133873230065438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133873658793723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133873658793744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.133873658793723"
[1] "Starting iterative with newton 0.133873658793723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115403021077693, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116797355752756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116797559114546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11679755911455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.11679755911455"
[1] "Starting iterative with newton 0.11679755911455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114118022152181, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115473913078918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115474104323737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115474104323741, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115474104323737"
[1] "Starting iterative with newton 0.115474104323737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114018248556976, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115371184392536, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115371374723033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115371374723037, diff to last: 0"
[1] "Final threshold is: 0.000612061044063314"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.316528107541051"
[1] "Newton iter: 1, lambda:0.419802064264552, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.422502223962698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.42250403419341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422504034194223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.42250403419341"
[1] "Starting iterative with newton 0.42250403419341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14771665667816, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.15051969815916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150520706002744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150520706002875, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150520706002875"
[1] "Starting iterative with newton 0.150520706002875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125559479333427, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127398304491942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127398698680723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127398698680741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.127398698680723"
[1] "Starting iterative with newton 0.127398698680723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123646944532769, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125415014626957, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125415375987336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125415375987351, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125415375987336"
[1] "Starting iterative with newton 0.125415375987336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123482683360746, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125244763303195, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125245121957321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125245121957336, diff to last: 0"
[1] "Final threshold is: 0.000664442633998881"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.00082976817946"
[1] "Starting iterative with newton 3.00082976817946"
[1] "Starting newton at: 0.657191277168282"
[1] "Newton iter: 1, lambda:0.585817790890823, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.587648688170957, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587649921474365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587649921474925, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587649921474365"
[1] "Starting iterative with newton 0.587649921474365"
[1] "Starting newton at: 0.324016354512624"
[1] "Newton iter: 1, lambda:0.283831511020492, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.284196672205663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284196702467489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28419670246749, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28419670246749"
[1] "Starting iterative with newton 0.28419670246749"
[1] "Starting newton at: 0.309821795996633"
[1] "Newton iter: 1, lambda:0.239319858317405, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.240346521344064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240346740086064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240346740086074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.240346740086074"
[1] "Starting iterative with newton 0.240346740086074"
[1] "Starting newton at: 0.307914803113639"
[1] "Newton iter: 1, lambda:0.232739967094938, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.23389107982995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.233891351027152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233891351027167, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.233891351027152"
[1] "Starting iterative with newton 0.233891351027152"
[1] "Starting newton at: 0.309936579034135"
[1] "Newton iter: 1, lambda:0.231693811479413, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.232937999912961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.232938316087387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232938316087407, diff to last: 0"
[1] "Final threshold is: 0.00123576987176467"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.80264554716883"
[1] "Starting iterative with newton 2.80264554716883"
[1] "Starting newton at: 0.619519872220493"
[1] "Newton iter: 1, lambda:0.595611859751821, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.595822713296094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595822729819752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595822729819752, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595822729819752"
[1] "Starting iterative with newton 0.595822729819752"
[1] "Starting newton at: 0.307065591229248"
[1] "Newton iter: 1, lambda:0.307882526182658, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307882688691268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307882688691274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.307882688691268"
[1] "Starting iterative with newton 0.307882688691268"
[1] "Starting newton at: 0.294969382507078"
[1] "Newton iter: 1, lambda:0.263352842078273, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.263576509450339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263576520670145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263576520670145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263576520670145"
[1] "Starting iterative with newton 0.263576520670145"
[1] "Starting newton at: 0.304252979809791"
[1] "Newton iter: 1, lambda:0.256082364367443, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.256594020993782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256594078919995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256594078919996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.256594078919995"
[1] "Starting iterative with newton 0.256594078919995"
[1] "Starting newton at: 0.302439286481136"
[1] "Newton iter: 1, lambda:0.254994402505437, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.255489734944586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255489789116697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255489789116697, diff to last: 0"
[1] "Final threshold is: 0.00135540854436107"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5170750281369"
[1] "Starting iterative with newton 2.5170750281369"
[1] "Starting newton at: 0.592703663044113"
[1] "Newton iter: 1, lambda:0.612858548057485, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.61301763567649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.613017645528519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.613017645528519"
[1] "Starting iterative with newton 0.613017645528519"
[1] "Starting newton at: 0.278977045921018"
[1] "Newton iter: 1, lambda:0.340769527132867, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.341792990606862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341793269707507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341793269707528, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.341793269707507"
[1] "Starting iterative with newton 0.341793269707507"
[1] "Starting newton at: 0.281210615866583"
[1] "Newton iter: 1, lambda:0.296965353722613, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.297026780520581, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297026781453187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.297026780520581"
[1] "Starting iterative with newton 0.297026780520581"
[1] "Starting newton at: 0.279301485731207"
[1] "Newton iter: 1, lambda:0.289404429205759, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.289429348199247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289429348350727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289429348199247"
[1] "Starting iterative with newton 0.289429348199247"
[1] "Starting newton at: 0.281342633808657"
[1] "Newton iter: 1, lambda:0.288122865628294, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.288134060944094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288134060974601, diff to last: 0"
[1] "Final threshold is: 0.00152859090579172"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.64321558530624"
[1] "Starting iterative with newton 1.64321558530624"
[1] "Starting newton at: 0.761013309994739"
[1] "Newton iter: 1, lambda:0.741515557000077, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.741711065275306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741711085078066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741711085078066, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.741711085078066"
[1] "Starting iterative with newton 0.741711085078066"
[1] "Starting newton at: 0.504595606800087"
[1] "Newton iter: 1, lambda:0.52824835241653, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.528480562406333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.528480584681106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.528480584681106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.528480584681106"
[1] "Starting iterative with newton 0.528480584681106"
[1] "Starting newton at: 0.515796905528667"
[1] "Newton iter: 1, lambda:0.474735526817508, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.475383642949341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.475383805689343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.475383805689353, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.475383805689343"
[1] "Starting iterative with newton 0.475383805689343"
[1] "Starting newton at: 0.518267682824585"
[1] "Newton iter: 1, lambda:0.46076996621512, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.462016068472663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.462016660086139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462016660086273, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.462016660086139"
[1] "Starting iterative with newton 0.462016660086139"
[1] "Starting newton at: 0.519623198253458"
[1] "Newton iter: 1, lambda:0.457179932724523, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.458642082080722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.458642893167065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458642893167315, diff to last: 0"
[1] "Final threshold is: 0.00243316376109723"
threshold is:
[{'ad': 2.8918863850564224e-07, 'da': 3.9601186608016044e-08, 'dd': 0.00011846536984426249}, {'ad': 4.949647447446827e-05, 'da': 5.858733806713418e-05, 'dd': 0.0001204499371105164}, {'ad': 0.00017968427090467608, 'da': 0.00023671020063246992, 'dd': 0.000481642514005502}, {'ad': 0.000612061044063314, 'da': 0.0006644426339988811, 'dd': 0.0012357698717646666}, {'ad': 0.0013554085443610662, 'da': 0.0015285909057917153, 'dd': 0.002433163761097225}]
Number of points in noise estimation: 128
Estimated noise: 0.012924562834494885
0.012924562834494885
threshold is:
[{'ad': 0.017487028885664557, 'da': 0.020437772774224455, 'dd': 0.0010897126167977444}, {'ad': 0.001319979320656195, 'da': 0.002581079956513334, 'dd': 7.646820070417171e-05}, {'ad': 0.0015238827903880647, 'da': 0.0012986248283132504, 'dd': 0.0029437361218447758}, {'ad': 0.0034332608369869178, 'da': 0.003958839781327425, 'dd': 0.00691488061673004}, {'ad': 0.007955071505408973, 'da': 0.008765379542990153, 'dd': 0.014199225697960028}]
['peppers256', 0.025, 0, 0.00016704784070915673, 0.00012028698768891332, 0.00012494812644608656, 0.0007802442306008901, 0.00012001811285042364, 0.00015445025128036914, 0.00015010346283423498, 0.00016704784070915673, 37.77159133759217, 39.197813508858815, 39.03270251584162, 31.077694339762616, 39.207532063075575, 38.11211380793486, 38.23609288619802, 37.77159133759217]
peppers256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.013108159934325042
0.013108159934325042
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124671849754954, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124681544085045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124681544085103, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124681544085045"
[1] "Starting iterative with newton 0.0124681544085045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00249651538652382, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00249654819023762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00249654819023762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00249654819023762"
[1] "Starting iterative with newton 0.00249654819023762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00245214433174674, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245217568168612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245217568168613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00245217568168612"
[1] "Starting iterative with newton 0.00245217568168612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0024519481136772, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245197945727097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245197945727098, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00245197945727097"
[1] "Starting iterative with newton 0.00245197945727097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00245194724598444, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245197858955015, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245197858955016, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.21409275073641e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186374612389769, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186422078644413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186422078647492, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0186422078647492"
[1] "Starting iterative with newton 0.0186422078647492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00941438799105242, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0094150423039886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00941504230399177, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0094150423039886"
[1] "Starting iterative with newton 0.0094150423039886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00934896791753663, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00934961431274847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00934961431275157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00934961431275157"
[1] "Starting iterative with newton 0.00934961431275157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00934850283278817, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00934914917169137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00934914917169446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00934914917169446"
[1] "Starting iterative with newton 0.00934914917169446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00934849952634507, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00934914586484795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00934914586485104, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000122550099245761"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0426185397394937, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426666518352333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426666518965163, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0426666518965163"
[1] "Starting iterative with newton 0.0426666518965163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026974091147041, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.026989093219746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269890932243853, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.026989093219746"
[1] "Starting iterative with newton 0.026989093219746"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267598595736483, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267746085127841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267746085172634, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0267746085127841"
[1] "Starting iterative with newton 0.0267746085127841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267569286214511, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267716741004112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267716741048883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0267716741048883"
[1] "Starting iterative with newton 0.0267716741048883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267568885225438, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267716339541651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267716339586422, diff to last: 0"
[1] "Final threshold is: 0.000350926859574403"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0722878170387546, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0725406257571462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0725406288457494, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0725406257571462"
[1] "Starting iterative with newton 0.0725406257571462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196536022868419, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196621434489156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196621434505287, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0196621434489156"
[1] "Starting iterative with newton 0.0196621434489156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018699348894757, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187068825521524, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187068825533752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0187068825521524"
[1] "Starting iterative with newton 0.0187068825521524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018682249122184, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186897654000375, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186897654012541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0186897654000375"
[1] "Starting iterative with newton 0.0186897654000375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186819427615203, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186894587282159, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186894587294324, diff to last: 0"
[1] "Final threshold is: 0.000244984414095421"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123793035506762, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125012087189445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125012204884488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12501220488449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.12501220488449"
[1] "Starting iterative with newton 0.12501220488449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420982463762439, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421656689519924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421656691249093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0421656689519924"
[1] "Starting iterative with newton 0.0421656689519924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397484873371512, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398069799661073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398069800927629, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0398069799661073"
[1] "Starting iterative with newton 0.0398069799661073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396812441947828, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397394932449736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397394933704779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0397394933704779"
[1] "Starting iterative with newton 0.0397394933704779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396793200354054, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397375621251231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397375622505946, diff to last: 0"
[1] "Final threshold is: 0.000520886321380991"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.239546500108678"
[1] "Newton iter: 1, lambda:0.197950552926137, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.198152625515846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.198152630304177, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.198152625515846"
[1] "Starting iterative with newton 0.198152625515846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0720786067353087, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0724332757476973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0724332843307419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0724332757476973"
[1] "Starting iterative with newton 0.0724332757476973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0654013827401442, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0656815758010691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656815809423325, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0656815809423325"
[1] "Starting iterative with newton 0.0656815809423325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0650420996644675, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0653185752826153, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0653185802767153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0653185752826153"
[1] "Starting iterative with newton 0.0653185752826153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.065022781987397, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0652990585556013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0652990635418866, diff to last: 0"
[1] "Final threshold is: 0.000855950503107677"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.246102592684935"
[1] "Newton iter: 1, lambda:0.268811029547851, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.268894377764108, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268894378883962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.268894377764108"
[1] "Starting iterative with newton 0.268894377764108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940691535642589, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0948168670478016, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948169142443511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0948169142443512, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0948169142443511"
[1] "Starting iterative with newton 0.0948169142443511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831044608941297, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0836580055724098, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0836580301180767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0836580301180768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0836580301180768"
[1] "Starting iterative with newton 0.0836580301180768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0823940302055982, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0829361988488949, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0829362223120741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0829362223120741, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0829362223120741"
[1] "Starting iterative with newton 0.0829362223120741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082348061299708, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0828894986866489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0828895220811479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0828895220811479, diff to last: 0"
[1] "Final threshold is: 0.00108652911231945"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326267587023844"
[1] "Newton iter: 1, lambda:0.347834687719797, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.347928532634319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347928534404282, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347928534404282"
[1] "Starting iterative with newton 0.347928534404282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13132289673911, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133328540730111, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133329007853309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133329007853334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.133329007853334"
[1] "Starting iterative with newton 0.133329007853334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11424188040663, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115655416539036, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115655632789892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115655632789898, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.115655632789892"
[1] "Starting iterative with newton 0.115655632789892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112819486326916, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114189527929399, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114189729833146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114189729833151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.114189729833146"
[1] "Starting iterative with newton 0.114189729833146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11270145097415, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.1140679213572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114068122106912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114068122106916, diff to last: 0"
[1] "Final threshold is: 0.00149522318798558"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.31814084929279"
[1] "Starting iterative with newton 3.31814084929279"
[1] "Starting newton at: 0.583275763600385"
[1] "Newton iter: 1, lambda:0.531895520846068, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.53269837888946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.53269857809243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.532698578092442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.53269857809243"
[1] "Starting iterative with newton 0.53269857809243"
[1] "Starting newton at: 0.301585683208626"
[1] "Newton iter: 1, lambda:0.260115498137526, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.260470854975921, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260470881157398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260470881157398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.260470881157398"
[1] "Starting iterative with newton 0.260470881157398"
[1] "Starting newton at: 0.224074607447793"
[1] "Newton iter: 1, lambda:0.225980351540785, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.225981045207167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225981045207259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.225981045207167"
[1] "Starting iterative with newton 0.225981045207167"
[1] "Starting newton at: 0.220690108261966"
[1] "Newton iter: 1, lambda:0.221535460224214, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.221535595208978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.221535595208981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.221535595208978"
[1] "Starting iterative with newton 0.221535595208978"
[1] "Starting newton at: 0.221376615101082"
[1] "Newton iter: 1, lambda:0.220960635036902, diff to last: 0"
[1] "Newton iter: 2, lambda:0.220960667673771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.220960667673771, diff to last: 0"
[1] "Final threshold is: 0.00289638777106303"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.83955599048613"
[1] "Starting iterative with newton 2.83955599048613"
[1] "Starting newton at: 0.638353464886585"
[1] "Newton iter: 1, lambda:0.55484021590368, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.557115895412884, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.55711763099078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557117630991789, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.55711763099078"
[1] "Starting iterative with newton 0.55711763099078"
[1] "Starting newton at: 0.239583614937651"
[1] "Newton iter: 1, lambda:0.309694104207274, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.310873006536572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.310873337585774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3108733375858, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3108733375858"
[1] "Starting iterative with newton 0.3108733375858"
[1] "Starting newton at: 0.265489821304856"
[1] "Newton iter: 1, lambda:0.27390992589961, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.273925889082844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273925889140177, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.273925889082844"
[1] "Starting iterative with newton 0.273925889082844"
[1] "Starting newton at: 0.267068557311992"
[1] "Newton iter: 1, lambda:0.268180268143142, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.268180543664204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268180543664221, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.268180543664204"
[1] "Starting iterative with newton 0.268180543664204"
[1] "Starting newton at: 0.262399508543416"
[1] "Newton iter: 1, lambda:0.267277390301062, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.267282688541405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267282688547653, diff to last: 0"
[1] "Final threshold is: 0.00350358422907712"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.25154987777448"
[1] "Starting iterative with newton 2.25154987777448"
[1] "Starting newton at: 0.51691146021309"
[1] "Newton iter: 1, lambda:0.582151377453006, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.583694932977938, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.583695781437867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583695781438123, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.583695781438123"
[1] "Starting iterative with newton 0.583695781438123"
[1] "Starting newton at: 0.458015071197084"
[1] "Newton iter: 1, lambda:0.367143308474525, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.369410053791124, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369411486412218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36941148641279, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36941148641279"
[1] "Starting iterative with newton 0.36941148641279"
[1] "Starting newton at: 0.255983904855801"
[1] "Newton iter: 1, lambda:0.331070496725527, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.332581855394818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.332582463117182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332582463117281, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.332582463117281"
[1] "Starting iterative with newton 0.332582463117281"
[1] "Starting newton at: 0.252411515429876"
[1] "Newton iter: 1, lambda:0.324652656396984, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.326038710118633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326039216802092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32603921680216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326039216802092"
[1] "Starting iterative with newton 0.326039216802092"
[1] "Starting newton at: 0.256429282618135"
[1] "Newton iter: 1, lambda:0.323671792538949, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.324870223088431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324870601278574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324870601278612, diff to last: 0"
[1] "Final threshold is: 0.00425845579951989"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.24660414354291"
[1] "Starting iterative with newton 1.24660414354291"
[1] "Starting newton at: 0.78098454281673"
[1] "Newton iter: 1, lambda:0.773588225943572, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.773616575492058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.773616575909871, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773616575492058"
[1] "Starting iterative with newton 0.773616575492058"
[1] "Starting newton at: 0.560471678914226"
[1] "Newton iter: 1, lambda:0.654116200830938, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.658456934805926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.65846602565324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658466025693057, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.65846602565324"
[1] "Starting iterative with newton 0.65846602565324"
[1] "Starting newton at: 0.561781525462491"
[1] "Newton iter: 1, lambda:0.625474849448719, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.627418478136092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627420257338185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627420257339675, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.627420257339675"
[1] "Starting iterative with newton 0.627420257339675"
[1] "Starting newton at: 0.556896515476325"
[1] "Newton iter: 1, lambda:0.617124620069405, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.61884882208054, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618850212859737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618850212860641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.618850212860641"
[1] "Starting iterative with newton 0.618850212860641"
[1] "Starting newton at: 0.55065513818685"
[1] "Newton iter: 1, lambda:0.614530055918648, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.616467277508162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.616469030011537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61646903001297, diff to last: 0"
[1] "Final threshold is: 0.00808077463994944"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.11625277559321"
[1] "Starting iterative with newton 1.11625277559321"
[1] "Starting newton at: 0.83217579570464"
[1] "Newton iter: 1, lambda:0.776979192609039, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.778553879794143, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.77855519369335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.778555193694264, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.77855519369335"
[1] "Starting iterative with newton 0.77855519369335"
[1] "Starting newton at: 0.803408785205384"
[1] "Newton iter: 1, lambda:0.690070797544867, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.696209341821698, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.696228213639077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.696228213817061, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.696228213817061"
[1] "Starting iterative with newton 0.696228213817061"
[1] "Starting newton at: 0.797559928466389"
[1] "Newton iter: 1, lambda:0.666595371403701, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.674616850379752, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.674648579820718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674648580315852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.674648579820718"
[1] "Starting iterative with newton 0.674648579820718"
[1] "Starting newton at: 0.797099179347982"
[1] "Newton iter: 1, lambda:0.660132923642964, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.668851339144867, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.668888666800233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66888866748254, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.66888866748254"
[1] "Starting iterative with newton 0.66888866748254"
[1] "Starting newton at: 0.798064702813279"
[1] "Newton iter: 1, lambda:0.658237219901878, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.667303529504019, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.667343852694219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.667343853489504, diff to last: 0"
[1] "Final threshold is: 0.00874764995230448"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.00878593985926"
[1] "Starting iterative with newton 1.00878593985926"
[1] "Starting newton at: 0.754520023690278"
[1] "Newton iter: 1, lambda:0.828371507275457, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.831601773042348, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.831607772574238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831607772594903, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.831607772594903"
[1] "Starting iterative with newton 0.831607772594903"
[1] "Starting newton at: 0.744085846951552"
[1] "Newton iter: 1, lambda:0.782349625587087, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.783178874021677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783179257696394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783179257696476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.783179257696394"
[1] "Starting iterative with newton 0.783179257696394"
[1] "Starting newton at: 0.741314797238972"
[1] "Newton iter: 1, lambda:0.768920215824697, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.769346240302497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.769346340683091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769346340683096, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.769346340683096"
[1] "Starting iterative with newton 0.769346340683096"
[1] "Starting newton at: 0.741652364574357"
[1] "Newton iter: 1, lambda:0.765042589424915, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.765347158831344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.765347210004022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765347210004024, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.765347210004024"
[1] "Starting iterative with newton 0.765347210004024"
[1] "Starting newton at: 0.741492443539416"
[1] "Newton iter: 1, lambda:0.763907647342293, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.764187038977805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.76418708200764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764187082007641, diff to last: 0"
[1] "Final threshold is: 0.0100170864907013"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.34178699933924"
[1] "Newton iter: 1, lambda:1.1206908819177, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.15850524734297, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.15987694595743, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.15987870820342, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15987870820633, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15987870820342"
[1] "Starting iterative with newton 1.15987870820342"
[1] "Starting newton at: 1.30675947343068"
[1] "Newton iter: 1, lambda:1.42299906635088, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.43912951442372, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.43941793514813, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43941802606543, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43941802606544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43941802606543"
[1] "Starting iterative with newton 1.43941802606543"
[1] "Starting newton at: 1.89418173892098"
[1] "Newton iter: 1, lambda:1.41797189635584, diff to last: 0.476"
[1] "Newton iter: 2, lambda:1.56399980175686, diff to last: 0.146"
[1] "Newton iter: 3, lambda:1.59231981415548, diff to last: 0.028"
[1] "Newton iter: 4, lambda:1.59329221855849, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.59329333435728, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59329333435875, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59329333435728"
[1] "Starting iterative with newton 1.59329333435728"
[1] "Starting newton at: 1.87872781553749"
[1] "Newton iter: 1, lambda:1.60621254137882, diff to last: 0.273"
[1] "Newton iter: 2, lambda:1.67026130478446, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.67562113619248, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.6756565396375, diff to last: 0"
[1] "Newton iter: 5, lambda:1.6756565411733, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6756565411733"
[1] "Starting iterative with newton 1.6756565411733"
[1] "Starting newton at: 1.86878736306831"
[1] "Newton iter: 1, lambda:1.68389423103356, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.71760974498912, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.7190829562037, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.71908567314716, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71908567315638, diff to last: 0"
[1] "Final threshold is: 0.0225340499444197"
threshold is:
[{'ad': 3.214092750736413e-05, 'da': 0.00012255009924576056, 'dd': 0.0003509268595744031}, {'ad': 0.00024498441409542094, 'da': 0.0005208863213809914, 'dd': 0.0008559505031076772}, {'ad': 0.0010865291123194534, 'da': 0.0014952231879855784, 'dd': 0.0028963877710630323}, {'ad': 0.00350358422907712, 'da': 0.004258455799519888, 'dd': 0.008080774639949445}, {'ad': 0.008747649952304478, 'da': 0.010017086490701307, 'dd': 0.02253404994441974}]
Number of points in noise estimation: 128
Estimated noise: 0.013108159934325042
0.013108159934325042
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 102.356913105982"
[1] "Starting iterative with newton 102.356913105982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 73.8974947437039"
[1] "Starting iterative with newton 73.8974947437039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.5289703354591"
[1] "Starting iterative with newton 66.5289703354591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.9561653369376"
[1] "Starting iterative with newton 37.9561653369376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.627224015125"
[1] "Starting iterative with newton 28.627224015125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.2841805046248"
[1] "Starting iterative with newton 13.2841805046248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.99922694991756"
[1] "Starting iterative with newton 9.99922694991756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.73385659455801"
[1] "Starting iterative with newton 7.73385659455801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.31814084929279"
[1] "Starting iterative with newton 3.31814084929279"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.83955599048613"
[1] "Starting iterative with newton 2.83955599048613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25154987777448"
[1] "Starting iterative with newton 2.25154987777448"
[1] "Starting newton at: 2.72794731064472"
[1] "Newton iter: 1, lambda:1.80892662500964, diff to last: 0.919"
[1] "Newton iter: 2, lambda:1.88513254294041, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.88253231535459, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.88252966073639, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88252966073361, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88252966073361"
[1] "Starting iterative with newton 1.88252966073361"
[1] "Starting newton at: 2.29033524640382"
[1] "Newton iter: 1, lambda:1.6566682154081, diff to last: 0.634"
[1] "Newton iter: 2, lambda:1.63194157272441, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.63156320559681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63156311399604, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63156311399604, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63156311399604"
[1] "Starting iterative with newton 1.63156311399604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24660414354291"
[1] "Starting iterative with newton 1.24660414354291"
[1] "Starting newton at: 1.46323721744109"
[1] "Newton iter: 1, lambda:1.34445709529806, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.33232435381031, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.33217703592023, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33217701397906, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33217701397906, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33217701397906"
[1] "Starting iterative with newton 1.33217701397906"
[1] "Starting newton at: 1.53235071809817"
[1] "Newton iter: 1, lambda:1.42334879284932, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.41478203759803, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.41471974923334, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41471974590885, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41471974923334"
[1] "Starting iterative with newton 1.41471974923334"
[1] "Starting newton at: 1.62246049953249"
[1] "Newton iter: 1, lambda:1.50930669099344, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.50200007530281, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.50196252715643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5019625261543, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50196252715643"
[1] "Starting iterative with newton 1.50196252715643"
[1] "Starting newton at: 1.7088523935428"
[1] "Newton iter: 1, lambda:1.57628817708008, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.56843657844372, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.56839948351638, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56839948267698, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56839948267698"
[1] "Starting iterative with newton 1.56839948267698"
[1] "Starting newton at: 1.79683293572188"
[1] "Newton iter: 1, lambda:1.64527856759333, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.63764035173825, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.63761084889595, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6376108484487, diff to last: 0"
[1] "Final threshold is: 0.0214660649116513"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11625277559321"
[1] "Starting iterative with newton 1.11625277559321"
[1] "Starting newton at: 1.31871383347927"
[1] "Newton iter: 1, lambda:1.35606005903698, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.35466826936892, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.35466638571816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35466638571471, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35466638571816"
[1] "Starting iterative with newton 1.35466638571816"
[1] "Starting newton at: 1.56802966781708"
[1] "Newton iter: 1, lambda:1.56554800323791, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.56554425431022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56554425430163, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56554425430163"
[1] "Starting iterative with newton 1.56554425430163"
[1] "Starting newton at: 1.78733263081317"
[1] "Newton iter: 1, lambda:1.71552455077796, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.71381002453014, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.71380882006193, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71380882006133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71380882006133"
[1] "Starting iterative with newton 1.71380882006133"
[1] "Starting newton at: 1.95056173091155"
[1] "Newton iter: 1, lambda:1.810290398705, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.80713903781434, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.80713602687794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80713602687516, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80713602687516"
[1] "Starting iterative with newton 1.80713602687516"
[1] "Starting newton at: 2.04738565004668"
[1] "Newton iter: 1, lambda:1.86007773565612, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.85754569054662, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.85754406655876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85754406655808, diff to last: 0"
[1] "Final threshold is: 0.0243489847095087"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00878593985926"
[1] "Starting iterative with newton 1.00878593985926"
[1] "Starting newton at: 1.39109565819607"
[1] "Newton iter: 1, lambda:1.33098365770572, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.32758470830541, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.32757312729394, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32757312715911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32757312715911"
[1] "Starting iterative with newton 1.32757312715911"
[1] "Starting newton at: 1.52408944887149"
[1] "Newton iter: 1, lambda:1.63502203855337, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.62777260211591, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.627747501529, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62774750122299, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62774750122299"
[1] "Starting iterative with newton 1.62774750122299"
[1] "Starting newton at: 1.82172560804262"
[1] "Newton iter: 1, lambda:1.82645942404907, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.82645394922585, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82645394921868, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82645394922585"
[1] "Starting iterative with newton 1.82645394922585"
[1] "Starting newton at: 2.01862113769119"
[1] "Newton iter: 1, lambda:1.94351572052706, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.94321387853662, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9432138670516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.9432138670516, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9432138670516"
[1] "Starting iterative with newton 1.9432138670516"
[1] "Starting newton at: 2.14748733292099"
[1] "Newton iter: 1, lambda:2.00760948262788, diff to last: 0.14"
[1] "Newton iter: 2, lambda:2.00858243293935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.00858236371827, diff to last: 0"
[1] "Newton iter: 4, lambda:2.00858236371827, diff to last: 0"
[1] "Final threshold is: 0.0263288188648837"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.67996317408148"
[1] "Newton iter: 1, lambda:1.58584183332048, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.58236288443452, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.58235672919894, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58235672917952, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58235672919894"
[1] "Starting iterative with newton 1.58235672919894"
[1] "Starting newton at: 2.1022487920689"
[1] "Newton iter: 1, lambda:2.16304878584884, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.16392986748023, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16393009630295, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16393009630297, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.16393009630295"
[1] "Starting iterative with newton 2.16393009630295"
[1] "Starting newton at: 2.50935655145171"
[1] "Newton iter: 1, lambda:2.44451653340061, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.4466202419561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.44662232754211, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44662232754417, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.44662232754211"
[1] "Starting iterative with newton 2.44662232754211"
[1] "Starting newton at: 2.54200370830956"
[1] "Newton iter: 1, lambda:2.58327482162311, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.5841508742272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5841512811068, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58415128110689, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5841512811068"
[1] "Starting iterative with newton 2.5841512811068"
[1] "Starting newton at: 2.68128711888869"
[1] "Newton iter: 1, lambda:2.65575383919884, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.65611986201107, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65611993648766, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65611993648767, diff to last: 0"
[1] "Final threshold is: 0.0348168449322296"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.02146606491165134}, {'ad': 0.024348984709508727, 'da': 0.02632881886488367, 'dd': 0.03481684493222958}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.47957807064007. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005389650988365863
0.005389650988365863
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 248.942053998163"
[1] "Starting iterative with newton 248.942053998163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 179.725956641232"
[1] "Starting iterative with newton 179.725956641232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 161.804982420128"
[1] "Starting iterative with newton 161.804982420128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 92.3131176405013"
[1] "Starting iterative with newton 92.3131176405013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 69.624217166571"
[1] "Starting iterative with newton 69.624217166571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.3084301797919"
[1] "Starting iterative with newton 32.3084301797919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.3191008772301"
[1] "Starting iterative with newton 24.3191008772301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8094979377019"
[1] "Starting iterative with newton 18.8094979377019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.07004405870344"
[1] "Starting iterative with newton 8.07004405870344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.90607873239087"
[1] "Starting iterative with newton 6.90607873239087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.47599018223747"
[1] "Starting iterative with newton 5.47599018223747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.03186357031761"
[1] "Starting iterative with newton 3.03186357031761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.71483625585308"
[1] "Starting iterative with newton 2.71483625585308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.45346636873474"
[1] "Starting iterative with newton 2.45346636873474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64042524065438"
[1] "Starting iterative with newton 1.64042524065438"
[1] "Starting newton at: 1.90598302834668"
[1] "Newton iter: 1, lambda:1.48568654603191, diff to last: 0.42"
[1] "Newton iter: 2, lambda:1.41688388170866, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.41262587812142, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41260849628028, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41260849598977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41260849598977"
[1] "Starting iterative with newton 1.41260849598977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.47957807064007. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005389650988365863
0.005389650988365863
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00399869692226679, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0039988016005542, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00399880160055427, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0039988016005542"
[1] "Starting iterative with newton 0.0039988016005542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.21263914748445e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:8.21263914754056e-07, diff to last: 0"
[1] "Iteration: 2 Threshold: 8.21263914748445e-07"
[1] "Starting iterative with newton 8.21263914748445e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.06975211316972e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:8.06975211322303e-07, diff to last: 0"
[1] "Iteration: 3 Threshold: 8.06975211316972e-07"
[1] "Starting iterative with newton 8.06975211316972e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.06975160673223e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:8.06975160678555e-07, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.34931447230914e-09"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462628023, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152368513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152368571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152368513"
[1] "Starting iterative with newton 0.0124679152368513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00222385297164852, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0022238774302365, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00222387743023651, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0022238774302365"
[1] "Starting iterative with newton 0.0022238774302365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00218183821522692, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00218186151166453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00218186151166453, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00218186151166453"
[1] "Starting iterative with newton 0.00218186151166453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00218166706513974, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00218169035690998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00218169035690998, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00218169035690998"
[1] "Starting iterative with newton 0.00218169035690998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00218166636796758, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00218168965971882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00218168965971882, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.17585458308111e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357248311092018, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357496482326906, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03574964824466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0357496482326906"
[1] "Starting iterative with newton 0.0357496482326906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148420655046438, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148446137359684, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148446137360436, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0148446137359684"
[1] "Starting iterative with newton 0.0148446137359684"
[1] "Starting newton at: 0.00698579127203058"
[1] "Newton iter: 1, lambda:0.0147526511950835, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0147533417844213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0147533417844268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0147533417844268"
[1] "Starting iterative with newton 0.0147533417844268"
[1] "Starting newton at: 0.00707706322357222"
[1] "Newton iter: 1, lambda:0.0147522678890199, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0147529422449185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0147529422449237, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0147529422449237"
[1] "Starting iterative with newton 0.0147529422449237"
[1] "Starting newton at: 0.00707746276307536"
[1] "Newton iter: 1, lambda:0.0147522662105651, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0147529404958284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0147529404958336, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.95132003246721e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318894588349769, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319126919425402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319126919548679, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0319126919548679"
[1] "Starting iterative with newton 0.0319126919548679"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00600913993226753, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0060093711339567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00600937113395704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0060093711339567"
[1] "Starting iterative with newton 0.0060093711339567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0058708704510328, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00587108836502574, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00587108836502604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00587108836502574"
[1] "Starting iterative with newton 0.00587108836502574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00587013386567342, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00587035171026774, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00587035171026804, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00587035171026774"
[1] "Starting iterative with newton 0.00587035171026774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00587012994180985, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00587034778603452, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00587034778603482, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.16391257470523e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0560996557689935, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0562108875866768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562108880235818, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0562108880235818"
[1] "Starting iterative with newton 0.0562108880235818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176157690343914, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176211338720898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176211338725874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0176211338720898"
[1] "Starting iterative with newton 0.0176211338720898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171057768002939, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171107582213628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171107582217852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0171107582217852"
[1] "Starting iterative with newton 0.0171107582217852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0170990509720726, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171040274502686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171040274506901, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0171040274502686"
[1] "Starting iterative with newton 0.0171040274502686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0170989622723637, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171039386853943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171039386858158, diff to last: 0"
[1] "Final threshold is: 9.21842600406846e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0971761191094321, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0977720393367221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0977720616858404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0977720616858404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0977720616858404"
[1] "Starting iterative with newton 0.0977720616858404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023279897995621, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232935909057796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232935909105171, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0232935909057796"
[1] "Starting iterative with newton 0.0232935909057796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217822168758332, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217937522927875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217937522960228, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0217937522927875"
[1] "Starting iterative with newton 0.0217937522927875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217523218533309, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217638165953533, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217638165985633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0217638165985633"
[1] "Starting iterative with newton 0.0217638165985633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217517252853161, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217632192165846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217632192197942, diff to last: 0"
[1] "Final threshold is: 0.000117296155960688"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12764618172463, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.128914011522883, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128914136046853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128914136046854, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128914136046853"
[1] "Starting iterative with newton 0.128914136046853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0316809469781856, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.031714696864508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0317146969028115, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.031714696864508"
[1] "Starting iterative with newton 0.031714696864508"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290842251315842, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0291114012511985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029111401274927, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0291114012511985"
[1] "Starting iterative with newton 0.0291114012511985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290156671848545, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290426812948955, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290426813183124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0290426812948955"
[1] "Starting iterative with newton 0.0290426812948955"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290138582064884, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290408680496058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290408680730146, diff to last: 0"
[1] "Final threshold is: 0.000156520143186561"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166839517804389, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.169803543292341, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16980447220583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169804472205921, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.169804472205921"
[1] "Starting iterative with newton 0.169804472205921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487120877439617, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0488204652769052, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488204658133586, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0488204652769052"
[1] "Starting iterative with newton 0.0488204652769052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445861104767644, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446728488783287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446728492066006, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0446728488783287"
[1] "Starting iterative with newton 0.0446728488783287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444445795706084, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0445306306126197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.044530630935194, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0445306306126197"
[1] "Starting iterative with newton 0.0445306306126197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444397264160682, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0445257539511262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0445257542735067, diff to last: 0"
[1] "Final threshold is: 0.000239978275527941"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.453650194306333"
[1] "Newton iter: 1, lambda:0.288811502394559, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.293579927096841, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.293584027036319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293584027039348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293584027036319"
[1] "Starting iterative with newton 0.293584027036319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111324116632558, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112467750296675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112467870793129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112467870793131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112467870793131"
[1] "Starting iterative with newton 0.112467870793131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0998281493082179, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100706430515675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100706498419245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100706498419245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100706498419245"
[1] "Starting iterative with newton 0.100706498419245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099060338711421, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0999224837818644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0999225490125738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0999225490125742, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0999225490125742"
[1] "Starting iterative with newton 0.0999225490125742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0990090764455614, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0998701509159624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0998702159714059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0998702159714063, diff to last: 0"
[1] "Final threshold is: 0.000538265608218602"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.275288698819091"
[1] "Newton iter: 1, lambda:0.367286735163102, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.369148033318366, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369148783613222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369148783613344, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.369148783613222"
[1] "Starting iterative with newton 0.369148783613222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127151626074391, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128946232311566, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128946589283837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128946589283852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128946589283852"
[1] "Starting iterative with newton 0.128946589283852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109184264676808, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110407051844662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11040720510964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110407205109643, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.11040720510964"
[1] "Starting iterative with newton 0.11040720510964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107779797356973, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108963660470711, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108963803216138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10896380321614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.108963803216138"
[1] "Starting iterative with newton 0.108963803216138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107670329230857, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.10885119240764, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10885133435941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108851334359412, diff to last: 0"
[1] "Final threshold is: 0.000586670701815135"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.293564761495439"
[1] "Newton iter: 1, lambda:0.42631095320228, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.43088858601843, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.430893894867745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430893894874878, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.430893894874878"
[1] "Starting iterative with newton 0.430893894874878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15601702435597, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159266940435223, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159268347717339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159268347717603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.159268347717339"
[1] "Starting iterative with newton 0.159268347717339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133382596906466, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.13555040116916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135550973282039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135550973282079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135550973282039"
[1] "Starting iterative with newton 0.135550973282039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131368757191184, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133454126907981, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13345465198109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133454651981123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13345465198109"
[1] "Starting iterative with newton 0.13345465198109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131190450879755, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.1332686248692, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133269145942777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13326914594281, diff to last: 0"
[1] "Final threshold is: 0.000718274184149162"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.03186357031761"
[1] "Starting iterative with newton 3.03186357031761"
[1] "Starting newton at: 0.621440062745012"
[1] "Newton iter: 1, lambda:0.591720470844976, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.592042086919692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592042124939068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592042124939069, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.592042124939069"
[1] "Starting iterative with newton 0.592042124939069"
[1] "Starting newton at: 0.325436710405884"
[1] "Newton iter: 1, lambda:0.280120056515517, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.280585437980856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280585487254727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280585487254728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.280585487254727"
[1] "Starting iterative with newton 0.280585487254727"
[1] "Starting newton at: 0.333742576149334"
[1] "Newton iter: 1, lambda:0.23288827740764, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.234975635479866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.234976535522321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234976535522488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.234976535522321"
[1] "Starting iterative with newton 0.234976535522321"
[1] "Starting newton at: 0.326319781161863"
[1] "Newton iter: 1, lambda:0.226202234436521, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.228228982065438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228229817702859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228229817703001, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228229817702859"
[1] "Starting iterative with newton 0.228229817702859"
[1] "Starting newton at: 0.326193138757971"
[1] "Newton iter: 1, lambda:0.225170311915135, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.227229157157458, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227230017500675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227230017500826, diff to last: 0"
[1] "Final threshold is: 0.00122469048840891"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.71483625585308"
[1] "Starting iterative with newton 2.71483625585308"
[1] "Starting newton at: 0.606514288309411"
[1] "Newton iter: 1, lambda:0.593050503174949, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.593116960835637, diff to last: 0"
[1] "Newton iter: 3, lambda:0.593116962461554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593116962461554"
[1] "Starting iterative with newton 0.593116962461554"
[1] "Starting newton at: 0.287936188156048"
[1] "Newton iter: 1, lambda:0.316745882084407, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.316952917469626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316952928132502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316952928132502, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316952928132502"
[1] "Starting iterative with newton 0.316952928132502"
[1] "Starting newton at: 0.288907983476623"
[1] "Newton iter: 1, lambda:0.274123927649675, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.274174192415729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.274174192997423, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.274174192997423"
[1] "Starting iterative with newton 0.274174192997423"
[1] "Starting newton at: 0.286152819718396"
[1] "Newton iter: 1, lambda:0.26731286566758, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.267393435442314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267393436917862, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267393435442314"
[1] "Starting iterative with newton 0.267393435442314"
[1] "Starting newton at: 0.283177360671471"
[1] "Newton iter: 1, lambda:0.266249864307931, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.266314783816671, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266314784772695, diff to last: 0"
[1] "Final threshold is: 0.00143534373781396"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.45346636873474"
[1] "Starting iterative with newton 2.45346636873474"
[1] "Starting newton at: 0.563228890415258"
[1] "Newton iter: 1, lambda:0.617179739608427, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.618341251555513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.618341781634902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618341781635013, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618341781634902"
[1] "Starting iterative with newton 0.618341781634902"
[1] "Starting newton at: 0.281089987112208"
[1] "Newton iter: 1, lambda:0.346185707440982, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.347352281516993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.347352653807622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34735265380766, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.347352653807622"
[1] "Starting iterative with newton 0.347352653807622"
[1] "Starting newton at: 0.287963870525016"
[1] "Newton iter: 1, lambda:0.301094249784674, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.301137929475565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301137929958426, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301137929958426"
[1] "Starting iterative with newton 0.301137929958426"
[1] "Starting newton at: 0.291433124811579"
[1] "Newton iter: 1, lambda:0.293086721917813, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.29308740431875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293087404318867, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29308740431875"
[1] "Starting iterative with newton 0.29308740431875"
[1] "Starting newton at: 0.28265895606213"
[1] "Newton iter: 1, lambda:0.291659781552402, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.291679960798113, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291679960899469, diff to last: 0"
[1] "Final threshold is: 0.00157205318954834"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.64042524065438"
[1] "Starting iterative with newton 1.64042524065438"
[1] "Starting newton at: 0.77089558794549"
[1] "Newton iter: 1, lambda:0.73825744767314, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.738801452649885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.738801605671746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738801605671758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738801605671758"
[1] "Starting iterative with newton 0.738801605671758"
[1] "Starting newton at: 0.5138756665526"
[1] "Newton iter: 1, lambda:0.526251271806627, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.526314448816338, diff to last: 0"
[1] "Newton iter: 3, lambda:0.526314450458593, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.526314448816338"
[1] "Starting iterative with newton 0.526314448816338"
[1] "Starting newton at: 0.533169958795288"
[1] "Newton iter: 1, lambda:0.471944491235508, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.473374767606597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.473375557670599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.47337555767084, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47337555767084"
[1] "Starting iterative with newton 0.47337555767084"
[1] "Starting newton at: 0.52698406029198"
[1] "Newton iter: 1, lambda:0.458268335551335, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.460038513965299, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.460039704228316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460039704228854, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460039704228316"
[1] "Starting iterative with newton 0.460039704228316"
[1] "Starting newton at: 0.525002039077456"
[1] "Newton iter: 1, lambda:0.454832478676173, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.456670274358158, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.456671551856199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456671551856816, diff to last: 0"
[1] "Final threshold is: 0.00246130028082366"
threshold is:
[{'ad': 4.349314472309138e-09, 'da': 1.1758545830811103e-05, 'dd': 7.95132003246721e-05}, {'ad': 3.1639125747052304e-05, 'da': 9.218426004068465e-05, 'dd': 0.00011729615596068836}, {'ad': 0.00015652014318656067, 'da': 0.000239978275527941, 'dd': 0.000538265608218602}, {'ad': 0.0005866707018151353, 'da': 0.0007182741841491624, 'dd': 0.0012246904884089074}, {'ad': 0.0014353437378139646, 'da': 0.0015720531895483413, 'dd': 0.00246130028082366}]
Number of points in noise estimation: 128
Estimated noise: 0.013108159934325042
0.013108159934325042
threshold is:
[{'ad': 0.023671923965569164, 'da': 0.010074662360909342, 'dd': 0.000117658263927789}, {'ad': 0.0027921206566960954, 'da': 0.0001245003826743224, 'dd': 0.0017427426820726677}, {'ad': 0.0006903572839540573, 'da': 0.0014187219500225272, 'dd': 0.003919131619575819}, {'ad': 0.003601427479550057, 'da': 0.003578302424946652, 'dd': 0.006721925010914863}, {'ad': 0.0075779818446150005, 'da': 0.00956639356646501, 'dd': 0.01428370422955685}]
['peppers256', 0.025, 1, 0.00016762895313993483, 0.00012010959451726398, 0.0001241737882078211, 0.0007919564811024284, 0.00011997000414103873, 0.00015520349234208862, 0.0001501014565816119, 0.00016762895313993497, 37.75650967191852, 39.20422299179332, 39.05970069522587, 31.012986827240834, 39.20927326156149, 38.09098510604676, 38.23615093351086, 37.75650967191852]
peppers256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.01294587097821776
0.01294587097821776
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124773581188276, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124783410182418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124783410182479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124783410182479"
[1] "Starting iterative with newton 0.0124783410182479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00150976141447546, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00150977040031456, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00150977040031456"
[1] "Starting iterative with newton 0.00150977040031456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00147602566329772, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00147603413279676, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00147602566329772"
[1] "Starting iterative with newton 0.00147602566329772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00147592277336882, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00147593124132094, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00147592277336882"
[1] "Starting iterative with newton 0.00147592277336882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00147592245965904, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00147593092760644, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.91071017365998e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124670247743351, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679939129153, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679939129211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679939129211"
[1] "Starting iterative with newton 0.0124679939129211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00124268899085293, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00124269437539089, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00124268899085293"
[1] "Starting iterative with newton 0.00124268899085293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00121301454152979, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00121301959260597, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00121301959260597"
[1] "Starting iterative with newton 0.00121301959260597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00121293685348493, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00121294190370496, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00121293685348493"
[1] "Starting iterative with newton 0.00121293685348493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00121293663684156, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00121294168705921, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.57025212053041e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0497389200185756, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0498009187794935, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0498009188757232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0498009187794935"
[1] "Starting iterative with newton 0.0498009187794935"
[1] "Starting newton at: 0.04843231873816"
[1] "Newton iter: 1, lambda:0.0332123874484275, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0332172463743523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332172463748477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332172463743523"
[1] "Starting iterative with newton 0.0332172463743523"
[1] "Starting newton at: 0.0650159911433011"
[1] "Newton iter: 1, lambda:0.0329909860618695, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0330125115222927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330125115320252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0330125115222927"
[1] "Starting iterative with newton 0.0330125115222927"
[1] "Starting newton at: 0.0652207259953608"
[1] "Newton iter: 1, lambda:0.0329881368214147, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.033009942396019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330099424060066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.033009942396019"
[1] "Starting iterative with newton 0.033009942396019"
[1] "Starting newton at: 0.0652232951216345"
[1] "Newton iter: 1, lambda:0.0329881010496293, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0330099101508019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330099101607927, diff to last: 0"
[1] "Final threshold is: 0.000427342037814842"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640408484902604, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0642100011971741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642100023767042, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0642100011971741"
[1] "Starting iterative with newton 0.0642100011971741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208453084017174, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208546368703441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208546368722123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208546368722123"
[1] "Starting iterative with newton 0.0208546368722123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020094754273014, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201032699031648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201032699046941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0201032699046941"
[1] "Starting iterative with newton 0.0201032699046941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0200817876408154, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.020090289620085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0200902896216089, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0200902896216089"
[1] "Starting iterative with newton 0.0200902896216089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0200815636447456, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0200900653883162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02009006538984, diff to last: 0"
[1] "Final threshold is: 0.000260083394480827"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.200864307535877"
[1] "Newton iter: 1, lambda:0.123689442199468, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.124130176186839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124130190639081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124130190639081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124130176186839"
[1] "Starting iterative with newton 0.124130176186839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443421158581028, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444252134534674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444252137452819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0444252137452819"
[1] "Starting iterative with newton 0.0444252137452819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419398940211974, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420118043998707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042011804611275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420118043998707"
[1] "Starting iterative with newton 0.0420118043998707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418669419194271, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419385292675165, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419385294768123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0419385292675165"
[1] "Starting iterative with newton 0.0419385292675165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418647267577734, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419363043123904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419363045216225, diff to last: 0"
[1] "Final threshold is: 0.000542901984931483"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.274880530830857"
[1] "Newton iter: 1, lambda:0.189578590935426, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.190433703352698, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190433789890592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190433789890593, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.190433789890592"
[1] "Starting iterative with newton 0.190433789890592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638534100970837, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0640792378226237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0640792406465523, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0640792378226237"
[1] "Starting iterative with newton 0.0640792378226237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0588613067081755, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0590458558902962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0590458577040833, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0590458558902962"
[1] "Starting iterative with newton 0.0590458558902962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0586589451370626, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0588419413242798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0588419431048873, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0588419413242798"
[1] "Starting iterative with newton 0.0588419413242798"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0586507424019508, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0588336758241258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0588336776033995, diff to last: 0"
[1] "Final threshold is: 0.00076165319942767"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.265833700204298"
[1] "Newton iter: 1, lambda:0.270928967960389, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.270933161405629, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270933161408468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270933161405629"
[1] "Starting iterative with newton 0.270933161405629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928545760340992, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935670884572101, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935671303849415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935671303849416, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935671303849415"
[1] "Starting iterative with newton 0.0935671303849415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082540941297588, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0830714681001069, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0830714900096751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0830714900096751, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0830714900096751"
[1] "Starting iterative with newton 0.0830714900096751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819251992052983, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824459333184, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.082445954349895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.082445954349895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.082445954349895"
[1] "Starting iterative with newton 0.082445954349895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818884744071997, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824086281900382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824086491701197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824086491701197, diff to last: 0"
[1] "Final threshold is: 0.00106685173964558"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.275525116984668"
[1] "Newton iter: 1, lambda:0.338488571689387, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.33926599677918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339266114064947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33926611406495, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.339266114064947"
[1] "Starting iterative with newton 0.339266114064947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122273148594447, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123900801500407, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123901089611805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123901089611814, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123901089611805"
[1] "Starting iterative with newton 0.123901089611805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106230614988365, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107370836199569, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107370967501041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107370967501043, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107370967501043"
[1] "Starting iterative with newton 0.107370967501043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104996793585907, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106103965114721, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106104088173149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10610408817315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10610408817315"
[1] "Starting iterative with newton 0.10610408817315"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1049021962026, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106006859339024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106006981783845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106006981783847, diff to last: 0"
[1] "Final threshold is: 0.00137235270896394"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.34881380254968"
[1] "Starting iterative with newton 3.34881380254968"
[1] "Starting newton at: 0.483011652222974"
[1] "Newton iter: 1, lambda:0.531980793691863, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.532718789280755, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.532718954572059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.532718954572067, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.532718954572059"
[1] "Starting iterative with newton 0.532718954572059"
[1] "Starting newton at: 0.248823560237476"
[1] "Newton iter: 1, lambda:0.27723994921803, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.277411969998251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27741197628607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.277411969998251"
[1] "Starting iterative with newton 0.277411969998251"
[1] "Starting newton at: 0.196984942025699"
[1] "Newton iter: 1, lambda:0.24340861793035, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.243840566487526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243840603772943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243840603772943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.243840603772943"
[1] "Starting iterative with newton 0.243840603772943"
[1] "Starting newton at: 0.199223718018033"
[1] "Newton iter: 1, lambda:0.238942913646609, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.239256230877038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.239256250325558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239256250325558, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.239256250325558"
[1] "Starting iterative with newton 0.239256250325558"
[1] "Starting newton at: 0.201619522107712"
[1] "Newton iter: 1, lambda:0.238358973940927, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.238626676873592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238626691054568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238626691054568, diff to last: 0"
[1] "Final threshold is: 0.00308923035435147"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.89870369980985"
[1] "Starting iterative with newton 2.89870369980985"
[1] "Starting newton at: 0.623647342874223"
[1] "Newton iter: 1, lambda:0.555409934964997, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.556936298320251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.556937078664565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556937078664769, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.556937078664565"
[1] "Starting iterative with newton 0.556937078664565"
[1] "Starting newton at: 0.293139587006913"
[1] "Newton iter: 1, lambda:0.305493385084285, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.305529016042455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305529016338471, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305529016338471"
[1] "Starting iterative with newton 0.305529016338471"
[1] "Starting newton at: 0.233260226982296"
[1] "Newton iter: 1, lambda:0.269140486593136, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.269423978330025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269423995979123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269423995979123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269423995979123"
[1] "Starting iterative with newton 0.269423995979123"
[1] "Starting newton at: 0.241397433596643"
[1] "Newton iter: 1, lambda:0.263953134618575, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.26406401771566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264064020390784, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264064020390784"
[1] "Starting iterative with newton 0.264064020390784"
[1] "Starting newton at: 0.241152668721652"
[1] "Newton iter: 1, lambda:0.263159026779481, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.263264422605743, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263264425019293, diff to last: 0"
[1] "Final threshold is: 0.00340818727945446"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.31281632989879"
[1] "Starting iterative with newton 2.31281632989879"
[1] "Starting newton at: 0.507423735456282"
[1] "Newton iter: 1, lambda:0.588233540280809, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.590634972320881, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.590637044858965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590637044860508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590637044860508"
[1] "Starting iterative with newton 0.590637044860508"
[1] "Starting newton at: 0.233782575943273"
[1] "Newton iter: 1, lambda:0.357297357816363, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.361578647902861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.361583727525993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36158372753314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361583727525993"
[1] "Starting iterative with newton 0.361583727525993"
[1] "Starting newton at: 0.233537086108148"
[1] "Newton iter: 1, lambda:0.320294617018399, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.322283201811642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.322284238754193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322284238754474, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322284238754193"
[1] "Starting iterative with newton 0.322284238754193"
[1] "Starting newton at: 0.246873791563025"
[1] "Newton iter: 1, lambda:0.31415436473305, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.315336119701452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.315336482158115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.315336482158149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.315336482158115"
[1] "Starting iterative with newton 0.315336482158115"
[1] "Starting newton at: 0.245834375588196"
[1] "Newton iter: 1, lambda:0.312928988911461, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.314101994642415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.314102351099647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314102351099679, diff to last: 0"
[1] "Final threshold is: 0.00406632851129088"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.21982549578974"
[1] "Starting iterative with newton 1.21982549578974"
[1] "Starting newton at: 0.802882378431737"
[1] "Newton iter: 1, lambda:0.760285948197356, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.761190386646775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.76119080205862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761190802058707, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.761190802058707"
[1] "Starting iterative with newton 0.761190802058707"
[1] "Starting newton at: 0.542173704234879"
[1] "Newton iter: 1, lambda:0.649370830316279, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.654969337487259, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.65498417796165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65498417806574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.65498417796165"
[1] "Starting iterative with newton 0.65498417796165"
[1] "Starting newton at: 0.557456669033921"
[1] "Newton iter: 1, lambda:0.62534432247483, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.627520368045261, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627522563157346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627522563159578, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.627522563157346"
[1] "Starting iterative with newton 0.627522563157346"
[1] "Starting newton at: 0.561171927043823"
[1] "Newton iter: 1, lambda:0.618692967147543, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.620242141273083, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.620243247598202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620243247598767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.620243247598202"
[1] "Starting iterative with newton 0.620243247598202"
[1] "Starting newton at: 0.561722008164617"
[1] "Newton iter: 1, lambda:0.616879204548341, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.618300624495702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.618301554486149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618301554486547, diff to last: 0"
[1] "Final threshold is: 0.00800445215000917"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.13967292532996"
[1] "Starting iterative with newton 1.13967292532996"
[1] "Starting newton at: 0.84042669333385"
[1] "Newton iter: 1, lambda:0.775364980353791, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.777538960850176, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.777541461293771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777541461297076, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777541461293771"
[1] "Starting iterative with newton 0.777541461293771"
[1] "Starting newton at: 0.568149096055556"
[1] "Newton iter: 1, lambda:0.682393023824083, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.689099273667483, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.689121664937319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689121665186362, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.689121664937319"
[1] "Starting iterative with newton 0.689121664937319"
[1] "Starting newton at: 0.562256376762785"
[1] "Newton iter: 1, lambda:0.660970803147483, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.665863249541299, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.665874951295431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665874951362267, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.665874951362267"
[1] "Starting iterative with newton 0.665874951362267"
[1] "Starting newton at: 0.557389223806458"
[1] "Newton iter: 1, lambda:0.654890592722122, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.65963724950608, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.659648211044189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.659648211102557, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.659648211044189"
[1] "Starting iterative with newton 0.659648211044189"
[1] "Starting newton at: 0.559112814658813"
[1] "Newton iter: 1, lambda:0.653521717129297, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.6579625185773, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657972099629203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657972099673737, diff to last: 0"
[1] "Final threshold is: 0.00851802190964324"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.04112339029916"
[1] "Starting iterative with newton 1.04112339029916"
[1] "Starting newton at: 0.766400330092879"
[1] "Newton iter: 1, lambda:0.820761082325608, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.822479703241027, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.822481383294531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822481383296135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.822481383296135"
[1] "Starting iterative with newton 0.822481383296135"
[1] "Starting newton at: 0.767440368748304"
[1] "Newton iter: 1, lambda:0.763183535929076, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.76319344016781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763193440221518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.76319344016781"
[1] "Starting iterative with newton 0.76319344016781"
[1] "Starting newton at: 0.770824239465021"
[1] "Newton iter: 1, lambda:0.745957315622624, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.746288805337436, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746288864840638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74628886484064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.746288864840638"
[1] "Starting iterative with newton 0.746288864840638"
[1] "Starting newton at: 0.770693072457103"
[1] "Newton iter: 1, lambda:0.740930950561819, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.741403345016856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741403465468334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741403465468341, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.741403465468334"
[1] "Starting iterative with newton 0.741403465468334"
[1] "Starting newton at: 0.770744565334217"
[1] "Newton iter: 1, lambda:0.739465048833129, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.739986036042863, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.739986182412431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.739986182412442, diff to last: 0"
[1] "Final threshold is: 0.00957976564317524"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.01311937427374"
[1] "Newton iter: 1, lambda:1.13500832139481, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.14984001176237, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.15004742042731, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15004746059047, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15004746059048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15004746059047"
[1] "Starting iterative with newton 1.15004746059047"
[1] "Starting newton at: 1.29531648672119"
[1] "Newton iter: 1, lambda:1.41151243578907, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.42763134295331, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.42791961848411, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42791970940444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42791970940445, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42791970940444"
[1] "Starting iterative with newton 1.42791970940444"
[1] "Starting newton at: 1.83713433702051"
[1] "Newton iter: 1, lambda:1.47360409447467, diff to last: 0.364"
[1] "Newton iter: 2, lambda:1.5724652217673, diff to last: 0.099"
[1] "Newton iter: 3, lambda:1.58507212066489, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.58526222185606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58526226454169, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58526226454169, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58526226454169"
[1] "Starting iterative with newton 1.58526226454169"
[1] "Starting newton at: 1.81403978851962"
[1] "Newton iter: 1, lambda:1.64143065349525, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.67090504115328, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.67200441556797, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.67200589990898, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67200589991168, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67200589990898"
[1] "Starting iterative with newton 1.67200589990898"
[1] "Starting newton at: 1.81512206045112"
[1] "Newton iter: 1, lambda:1.70559068604568, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.71868932121475, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.71890701269054, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71890707196125, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71890707196126, diff to last: 0"
[1] "Final threshold is: 0.0222527491771564"
threshold is:
[{'ad': 1.910710173659978e-05, 'da': 1.5702521205304146e-05, 'dd': 0.00042734203781484185}, {'ad': 0.0002600833944808266, 'da': 0.0005429019849314833, 'dd': 0.00076165319942767}, {'ad': 0.0010668517396455813, 'da': 0.0013723527089639404, 'dd': 0.0030892303543514714}, {'ad': 0.0034081872794544557, 'da': 0.0040663285112908796, 'dd': 0.008004452150009167}, {'ad': 0.008518021909643238, 'da': 0.00957976564317524, 'dd': 0.02225274917715644}]
Number of points in noise estimation: 128
Estimated noise: 0.01294587097821776
0.01294587097821776
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 104.191221188062"
[1] "Starting iterative with newton 104.191221188062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 74.0997361227127"
[1] "Starting iterative with newton 74.0997361227127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.1457652667526"
[1] "Starting iterative with newton 67.1457652667526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.5427256085343"
[1] "Starting iterative with newton 38.5427256085343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.4391209758362"
[1] "Starting iterative with newton 28.4391209758362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6283836521211"
[1] "Starting iterative with newton 13.6283836521211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.1456526003903"
[1] "Starting iterative with newton 10.1456526003903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.9448905414873"
[1] "Starting iterative with newton 7.9448905414873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34881380254968"
[1] "Starting iterative with newton 3.34881380254968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89870369980985"
[1] "Starting iterative with newton 2.89870369980985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31281632989879"
[1] "Starting iterative with newton 2.31281632989879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.21982549578974"
[1] "Starting iterative with newton 1.21982549578974"
[1] "Starting newton at: 1.4195643310418"
[1] "Newton iter: 1, lambda:1.37278719074717, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.37083497771357, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.37083140124649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37083140123446, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37083140123446"
[1] "Starting iterative with newton 1.37083140123446"
[1] "Starting newton at: 1.57575933785823"
[1] "Newton iter: 1, lambda:1.52447076264418, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.52283501667575, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52283320393979, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52283320393755, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52283320393755"
[1] "Starting iterative with newton 1.52283320393755"
[1] "Starting newton at: 1.73852432823461"
[1] "Newton iter: 1, lambda:1.65047160363931, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.64736803875541, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.64736324665662, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64736324664512, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.64736324664512"
[1] "Starting iterative with newton 1.64736324664512"
[1] "Starting newton at: 1.90852112345513"
[1] "Newton iter: 1, lambda:1.74040692290322, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.73453541028432, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.73452207353314, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73452207346324, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.73452207346324"
[1] "Starting iterative with newton 1.73452207346324"
[1] "Starting newton at: 1.99244724935974"
[1] "Newton iter: 1, lambda:1.79744069380294, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.79266650273753, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.79265912756445, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79265912754658, diff to last: 0"
[1] "Final threshold is: 0.0232075337731425"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.13967292532996"
[1] "Starting iterative with newton 1.13967292532996"
[1] "Starting newton at: 1.34990845218112"
[1] "Newton iter: 1, lambda:1.34591694976406, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.34590124193821, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34590124169414, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34590124193821"
[1] "Starting iterative with newton 1.34590124193821"
[1] "Starting newton at: 1.56205817544294"
[1] "Newton iter: 1, lambda:1.53226011553796, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.53169921418699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53169900551362, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53169900551359, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53169900551359"
[1] "Starting iterative with newton 1.53169900551359"
[1] "Starting newton at: 1.74529702287071"
[1] "Newton iter: 1, lambda:1.67120310954258, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.66908347932105, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66908138046054, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66908138045847, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66908138045847"
[1] "Starting iterative with newton 1.66908138045847"
[1] "Starting newton at: 1.89410016190795"
[1] "Newton iter: 1, lambda:1.76793570151652, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.76445167356924, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.76444740535228, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76444740534581, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76444740534581"
[1] "Starting iterative with newton 1.76444740534581"
[1] "Starting newton at: 2.00333130217879"
[1] "Newton iter: 1, lambda:1.82453816890993, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.82094493488421, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.82094117302267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8209411730185, diff to last: 0"
[1] "Final threshold is: 0.023573669484876"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04112339029916"
[1] "Starting iterative with newton 1.04112339029916"
[1] "Starting newton at: 1.22650606841045"
[1] "Newton iter: 1, lambda:1.32473355580045, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.31442338003675, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.31431410066139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31431408828381, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31431408828381, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31431408828381"
[1] "Starting iterative with newton 1.31431408828381"
[1] "Starting newton at: 1.51087988961294"
[1] "Newton iter: 1, lambda:1.57726861311045, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.57445733744106, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57445282042915, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57445282041742, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57445282042915"
[1] "Starting iterative with newton 1.57445282042915"
[1] "Starting newton at: 1.7582240514123"
[1] "Newton iter: 1, lambda:1.75760881778157, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.75760869268133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.75760869268133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75760869268133"
[1] "Starting iterative with newton 1.75760869268133"
[1] "Starting newton at: 1.95431080625548"
[1] "Newton iter: 1, lambda:1.87838251341018, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.87765088523105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.87765077637114, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87765077637114, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87765077637114"
[1] "Starting iterative with newton 1.87765077637114"
[1] "Starting newton at: 2.07756756952588"
[1] "Newton iter: 1, lambda:1.9446967245685, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.94435874035418, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94435872400784, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94435872400784, diff to last: 0"
[1] "Final threshold is: 0.0251714171763776"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43874431780154"
[1] "Newton iter: 1, lambda:1.55221089138211, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.54349393439563, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.54345116491089, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54345116386261, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54345116491089"
[1] "Starting iterative with newton 1.54345116491089"
[1] "Starting newton at: 2.06303533761695"
[1] "Newton iter: 1, lambda:2.11543048954888, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.11597026192134, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.11597033419936, diff to last: 0"
[1] "Newton iter: 4, lambda:2.11597033419936, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.11597033419936"
[1] "Starting iterative with newton 2.11597033419936"
[1] "Starting newton at: 2.45105824177874"
[1] "Newton iter: 1, lambda:2.40607849745045, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.40703402764856, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40703443694079, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40703443694087, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40703443694079"
[1] "Starting iterative with newton 2.40703443694079"
[1] "Starting newton at: 2.50280093761799"
[1] "Newton iter: 1, lambda:2.55644115420708, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.5578673897998, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.55786844676555, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55786844676613, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55786844676613"
[1] "Starting iterative with newton 2.55786844676613"
[1] "Starting newton at: 2.66337054745345"
[1] "Newton iter: 1, lambda:2.62655579109646, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.62731145545293, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.62731176843716, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62731176843721, diff to last: 0"
[1] "Final threshold is: 0.0340128391737406"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.023207533773142483}, {'ad': 0.023573669484876044, 'da': 0.02517141717637758, 'dd': 0.03401283917374055}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484326608721358. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005277978368976179
0.005277978368976179
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 255.561128194855"
[1] "Starting iterative with newton 255.561128194855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 181.752473447651"
[1] "Starting iterative with newton 181.752473447651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 164.695713606286"
[1] "Starting iterative with newton 164.695713606286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 94.5379306231837"
[1] "Starting iterative with newton 94.5379306231837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 69.7557218216716"
[1] "Starting iterative with newton 69.7557218216716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.427817256522"
[1] "Starting iterative with newton 33.427817256522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.8853444202255"
[1] "Starting iterative with newton 24.8853444202255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.4872962137791"
[1] "Starting iterative with newton 19.4872962137791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.2139994496212"
[1] "Starting iterative with newton 8.2139994496212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.1099654978503"
[1] "Starting iterative with newton 7.1099654978503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.67289589119573"
[1] "Starting iterative with newton 5.67289589119573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.99199852300602"
[1] "Starting iterative with newton 2.99199852300602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.79539960516201"
[1] "Starting iterative with newton 2.79539960516201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5536764535532"
[1] "Starting iterative with newton 2.5536764535532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65439429109722"
[1] "Starting iterative with newton 1.65439429109722"
[1] "Starting newton at: 1.93050235580502"
[1] "Newton iter: 1, lambda:1.50517548215118, diff to last: 0.425"
[1] "Newton iter: 2, lambda:1.43801973872987, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.43408940454593, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.4340750571781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43407505698636, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43407505698636"
[1] "Starting iterative with newton 1.43407505698636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484326608721358. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005277978368976179
0.005277978368976179
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00114160236993308, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00114160667067285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00114160236993308"
[1] "Starting iterative with newton 0.00114160236993308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.27376572060378e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:3.27376572060383e-08, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.27376572060378e-08"
[1] "Starting iterative with newton 3.27376572060378e-08"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.25487231050335e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:3.2548723105034e-08, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.71791456486162e-10"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000676885997398739, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000676887055986071, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.000676885997398739"
[1] "Starting iterative with newton 0.000676885997398739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.00572209441781e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:1.00572209441781e-08, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00572209441781e-08"
[1] "Starting iterative with newton 1.00572209441781e-08"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.00212224042569e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:1.00212224042569e-08, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.28917950803672e-11"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374012476478396, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374274465951159, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374274466079637, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374274465951159"
[1] "Starting iterative with newton 0.0374274465951159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220993926147958, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221078377344395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221078377356726, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0221078377356726"
[1] "Starting iterative with newton 0.0221078377356726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219068373672123, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219151169265787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0219151169277612, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0219151169265787"
[1] "Starting iterative with newton 0.0219151169265787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219044009164618, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219126783958781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02191267839706, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0219126783958781"
[1] "Starting iterative with newton 0.0219126783958781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219043700853963, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219126475384951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.021912647539677, diff to last: 0"
[1] "Final threshold is: 0.000115654479715176"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0294695154722178, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294862568043916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294862568097939, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0294862568043916"
[1] "Starting iterative with newton 0.0294862568043916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00655764740990818, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00655796790260868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00655796790260945, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00655796790260868"
[1] "Starting iterative with newton 0.00655796790260868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00643979714444491, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00644010109138287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00644010109138354, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00644010109138287"
[1] "Starting iterative with newton 0.00644010109138287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00643919373381829, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00643949759762396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00643949759762464, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00643949759762396"
[1] "Starting iterative with newton 0.00643949759762396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00643919064433911, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00643949450771919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00643949450771986, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.39875127188828e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606075770486499, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0607516793476489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0607516801615498, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0607516793476489"
[1] "Starting iterative with newton 0.0607516793476489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203389299257174, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203457160116725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203457160124279, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0203457160116725"
[1] "Starting iterative with newton 0.0203457160116725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198413372334382, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198477475109429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019847747511612, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0198477475109429"
[1] "Starting iterative with newton 0.0198477475109429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198351295936749, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198415352798204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0198415352804884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0198415352804884"
[1] "Starting iterative with newton 0.0198415352804884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198350521412864, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198414577701603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0198414577708284, diff to last: 0"
[1] "Final threshold is: 0.000104722784919861"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0816208245122921, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0819349393951147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0819349440373009, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0819349440373009"
[1] "Starting iterative with newton 0.0819349440373009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271668404786518, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.027184893440039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271848934480107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.027184893440039"
[1] "Starting iterative with newton 0.027184893440039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261073756639981, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261237794036745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261237794101502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0261237794036745"
[1] "Starting iterative with newton 0.0261237794036745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260867064586459, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261030790732285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261030790796776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0261030790732285"
[1] "Starting iterative with newton 0.0261030790732285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026086303195319, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261026752030292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261026752094778, diff to last: 0"
[1] "Final threshold is: 0.000137769355093999"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121896909056356, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123001050101933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123001140368119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12300114036812, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123001140368119"
[1] "Starting iterative with newton 0.123001140368119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355793939126485, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356211103397688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356211103971179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0356211103971179"
[1] "Starting iterative with newton 0.0356211103971179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334456313201333, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334812592776521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334812593180817, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0334812593180817"
[1] "Starting iterative with newton 0.0334812593180817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0333931635122435, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334286500394652, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334286500795409, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0334286500394652"
[1] "Starting iterative with newton 0.0334286500394652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033391873465747, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334273565204088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334273565604759, diff to last: 0"
[1] "Final threshold is: 0.000176428864858246"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153921766376562, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156280502456926, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156281053240916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156281053240946, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156281053240916"
[1] "Starting iterative with newton 0.156281053240916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453119334027565, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453989974110363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453989977324621, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0453989974110363"
[1] "Starting iterative with newton 0.0453989974110363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419397910109041, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420111167534262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420111169597222, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420111167534262"
[1] "Starting iterative with newton 0.0420111167534262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418363453534407, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419072215219662, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419072217253882, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0419072217253882"
[1] "Starting iterative with newton 0.0419072217253882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418331726184711, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.041904035028733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419040352320674, diff to last: 0"
[1] "Final threshold is: 0.000221168591527667"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.357171217867967"
[1] "Newton iter: 1, lambda:0.311110820581768, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.311501322006166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311501350284228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311501350284229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.311501350284229"
[1] "Starting iterative with newton 0.311501350284229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115307979442828, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116637605441532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116637781985281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116637781985284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.116637781985284"
[1] "Starting iterative with newton 0.116637781985284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101544230938655, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102517767071751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102517856480046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102517856480047, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102517856480046"
[1] "Starting iterative with newton 0.102517856480046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10053422207919, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101484286509097, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101484371286421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101484371286422, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101484371286421"
[1] "Starting iterative with newton 0.101484371286421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100460251769492, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101408610861749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101408695307824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101408695307824, diff to last: 0"
[1] "Final threshold is: 0.000535232900260789"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.443733629364687"
[1] "Newton iter: 1, lambda:0.354944435766264, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.3565714182922, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.356571974438003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356571974438068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356571974438003"
[1] "Starting iterative with newton 0.356571974438003"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128417594046322, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130205958826723, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130206305121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130206305121013, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130206305121"
[1] "Starting iterative with newton 0.130206305121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112353101514221, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113630170882547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113630335728423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113630335728426, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.113630335728423"
[1] "Starting iterative with newton 0.113630335728423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111149120483393, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112392405227556, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112392560653135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112392560653137, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.112392560653137"
[1] "Starting iterative with newton 0.112392560653137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111059060777214, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112299842474592, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112299997214457, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112299997214459, diff to last: 0"
[1] "Final threshold is: 0.000592716956134002"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.291894068870099"
[1] "Newton iter: 1, lambda:0.415320526744254, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.419166846920931, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.419170500191973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419170500195266, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419170500191973"
[1] "Starting iterative with newton 0.419170500191973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149014598877275, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15183347934788, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15183448593067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151834485930799, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.151834485930799"
[1] "Starting iterative with newton 0.151834485930799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127068088196039, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128952628620018, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128953042695583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128953042695603, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.128953042695583"
[1] "Starting iterative with newton 0.128953042695583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125146583687114, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126960744991329, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126961125846501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126961125846517, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.126961125846517"
[1] "Starting iterative with newton 0.126961125846517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124978982874952, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126787088005735, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126787466073919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126787466073935, diff to last: 0"
[1] "Final threshold is: 0.000669181503395444"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.99199852300602"
[1] "Starting iterative with newton 2.99199852300602"
[1] "Starting newton at: 0.571711573750674"
[1] "Newton iter: 1, lambda:0.588034810112807, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.588131289613546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58813129296771, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588131289613546"
[1] "Starting iterative with newton 0.588131289613546"
[1] "Starting newton at: 0.309746748903402"
[1] "Newton iter: 1, lambda:0.285671613115854, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.285804198268521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285804202297819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.285804198268521"
[1] "Starting iterative with newton 0.285804198268521"
[1] "Starting newton at: 0.285122092489028"
[1] "Newton iter: 1, lambda:0.241511888119296, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.241908443677438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241908476553748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241908476553748, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241908476553748"
[1] "Starting iterative with newton 0.241908476553748"
[1] "Starting newton at: 0.285251650963665"
[1] "Newton iter: 1, lambda:0.234896035849078, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.235417154643634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235417210616502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235417210616503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235417210616503"
[1] "Starting iterative with newton 0.235417210616503"
[1] "Starting newton at: 0.28410803258415"
[1] "Newton iter: 1, lambda:0.233938014302402, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.234454223636335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.234454278443146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234454278443146, diff to last: 0"
[1] "Final threshold is: 0.00123744461013684"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.79539960516201"
[1] "Starting iterative with newton 2.79539960516201"
[1] "Starting newton at: 0.61495767139855"
[1] "Newton iter: 1, lambda:0.590621914038439, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.590837413209602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590837430236224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590837430236224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590837430236224"
[1] "Starting iterative with newton 0.590837430236224"
[1] "Starting newton at: 0.297206176136232"
[1] "Newton iter: 1, lambda:0.310236402981662, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.310277763296674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310277763712879, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.310277763296674"
[1] "Starting iterative with newton 0.310277763296674"
[1] "Starting newton at: 0.289490301976387"
[1] "Newton iter: 1, lambda:0.267679028650068, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.267785886899571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267785889468635, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267785886899571"
[1] "Starting iterative with newton 0.267785886899571"
[1] "Starting newton at: 0.287605668862116"
[1] "Newton iter: 1, lambda:0.261035685108431, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.261192221590931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261192227034639, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261192227034639"
[1] "Starting iterative with newton 0.261192227034639"
[1] "Starting newton at: 0.287385392279996"
[1] "Newton iter: 1, lambda:0.259999168144108, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.260165133056022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26016513916312, diff to last: 0"
[1] "Final threshold is: 0.00137314594463149"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5536764535532"
[1] "Starting iterative with newton 2.5536764535532"
[1] "Starting newton at: 0.584694851862626"
[1] "Newton iter: 1, lambda:0.610816958311622, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.611083267452447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611083294917651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611083294917652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611083294917651"
[1] "Starting iterative with newton 0.611083294917651"
[1] "Starting newton at: 0.290191935686022"
[1] "Newton iter: 1, lambda:0.333082669871542, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.333570286489029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333570349251101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333570349251102, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.333570349251102"
[1] "Starting iterative with newton 0.333570349251102"
[1] "Starting newton at: 0.293942381859582"
[1] "Newton iter: 1, lambda:0.287313438076317, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.287324144218215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287324144246155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.287324144246155"
[1] "Starting iterative with newton 0.287324144246155"
[1] "Starting newton at: 0.295066290739184"
[1] "Newton iter: 1, lambda:0.27939490933086, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.279453861002838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27945386183804, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.279453861002838"
[1] "Starting iterative with newton 0.279453861002838"
[1] "Starting newton at: 0.296458543095961"
[1] "Newton iter: 1, lambda:0.278028574256502, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.278109890846441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278109892431679, diff to last: 0"
[1] "Final threshold is: 0.00146785798808584"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.65439429109722"
[1] "Starting iterative with newton 1.65439429109722"
[1] "Starting newton at: 0.802776794895689"
[1] "Newton iter: 1, lambda:0.724428602289715, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.727454958285312, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.727459615989864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727459616000885, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727459616000885"
[1] "Starting iterative with newton 0.727459616000885"
[1] "Starting newton at: 0.486130397231194"
[1] "Newton iter: 1, lambda:0.517707525565326, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.518110048186536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.518110113201301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518110113201303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.518110113201301"
[1] "Starting iterative with newton 0.518110113201301"
[1] "Starting newton at: 0.502547980217549"
[1] "Newton iter: 1, lambda:0.46778384659489, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.468236874598565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.468236952025113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468236952025115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468236952025115"
[1] "Starting iterative with newton 0.468236952025115"
[1] "Starting newton at: 0.504180504986497"
[1] "Newton iter: 1, lambda:0.455286561580784, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.45616700831299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.456167296344475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456167296344506, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.456167296344475"
[1] "Starting iterative with newton 0.456167296344475"
[1] "Starting newton at: 0.506497934179552"
[1] "Newton iter: 1, lambda:0.452152232581364, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.453234884337415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453235318250927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453235318250996, diff to last: 0"
[1] "Final threshold is: 0.00239216620578443"
threshold is:
[{'ad': 1.7179145648616211e-10, 'da': 5.289179508036718e-11, 'dd': 0.000115654479715176}, {'ad': 3.398751271888277e-05, 'da': 0.00010472278491986063, 'dd': 0.00013776935509399874}, {'ad': 0.00017642886485824571, 'da': 0.00022116859152766734, 'dd': 0.0005352329002607892}, {'ad': 0.0005927169561340016, 'da': 0.0006691815033954441, 'dd': 0.0012374446101368443}, {'ad': 0.0013731459446314942, 'da': 0.0014678579880858394, 'dd': 0.0023921662057844253}]
Number of points in noise estimation: 128
Estimated noise: 0.01294587097821776
0.01294587097821776
threshold is:
[{'ad': 0.026762893137252775, 'da': 0.027962215712308062, 'dd': 0.0012717148186761618}, {'ad': 0.000553205234230969, 'da': 0.0019155065077478548, 'dd': 0.0006460801395249387}, {'ad': 0.00040303002744446204, 'da': 0.0021144340059686497, 'dd': 0.00366246317162245}, {'ad': 0.003908228334678743, 'da': 0.004148438585085185, 'dd': 0.007931960748340055}, {'ad': 0.007721290652420776, 'da': 0.009101481402291164, 'dd': 0.013758331497614674}]
['peppers256', 0.025, 2, 0.00017031657609576655, 0.00012317847508902063, 0.00012731967514345092, 0.0007798864676915535, 0.00012205943214422834, 0.00015846024667993963, 0.00015332526564630394, 0.00017031657609576674, 37.68743082180711, 39.094651766422814, 38.95104478153349, 31.07968615314399, 39.13428654838231, 38.00079672329329, 38.14386274195506, 37.687430821807105]
peppers256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.012752660979356751
0.012752660979356751
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00210011964582169, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00210014105822692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00210014105822693, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00210014105822692"
[1] "Starting iterative with newton 0.00210014105822692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.41620365314667e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.41620365314701e-07, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41620365314667e-07"
[1] "Starting iterative with newton 1.41620365314667e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.40207958723773e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.40207958723806e-07, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.78802456421193e-09"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130042706883029, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130056562769446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130056562769603, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0130056562769603"
[1] "Starting iterative with newton 0.0130056562769603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0064548202856808, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00645513181751241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00645513181751314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00645513181751241"
[1] "Starting iterative with newton 0.00645513181751241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00640634995228149, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00640665650029988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00640665650030058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00640665650029988"
[1] "Starting iterative with newton 0.00640665650029988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00640599159668887, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00640629810797175, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00640629810797245, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00640629810797175"
[1] "Starting iterative with newton 0.00640629810797175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0064059889472788, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00640629545829008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00640629545829079, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.16973141131663e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0423247710498532, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423723719794806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423723720396612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0423723720396612"
[1] "Starting iterative with newton 0.0423723720396612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321427824089218, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0321642249242714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0321642249338093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0321642249242714"
[1] "Starting iterative with newton 0.0321642249242714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0319774175861237, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319986913717464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319986913811575, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0319986913717464"
[1] "Starting iterative with newton 0.0319986913717464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0319747167068821, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319959877308768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319959877402859, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0319959877308768"
[1] "Starting iterative with newton 0.0319959877308768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.031974672588633, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319959435675156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319959435769247, diff to last: 0"
[1] "Final threshold is: 0.000408033421151148"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.135128029745138"
[1] "Newton iter: 1, lambda:0.0791204315058271, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0792740564526442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792740576107002, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792740564526442"
[1] "Starting iterative with newton 0.0792740564526442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193696193472638, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193774672639034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193774672651918, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0193774672639034"
[1] "Starting iterative with newton 0.0193774672639034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0184002602895823, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0184071124221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0184071124230503, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0184071124221"
[1] "Starting iterative with newton 0.0184071124221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0183846581834912, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0183914950225862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0183914950235318, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0183914950225862"
[1] "Starting iterative with newton 0.0183914950225862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0183844071031361, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0183912436963046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0183912436972501, diff to last: 0"
[1] "Final threshold is: 0.000234537295847705"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.139246479946908"
[1] "Newton iter: 1, lambda:0.123479744306108, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.123497309316764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123497309338585, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123497309316764"
[1] "Starting iterative with newton 0.123497309316764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444579866485774, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0445432670660263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0445432673797672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0445432670660263"
[1] "Starting iterative with newton 0.0445432670660263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0416082442905017, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416811691552929, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416811693792734, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0416811691552929"
[1] "Starting iterative with newton 0.0416811691552929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415048952057986, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0415773926649032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415773928860662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0415773928860662"
[1] "Starting iterative with newton 0.0415773928860662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415011480180005, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0415736300071788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415736302282401, diff to last: 0"
[1] "Final threshold is: 0.000530174409162764"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.191586127361018, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.195771023813746, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195773001468028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195773001468469, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195773001468469"
[1] "Starting iterative with newton 0.195773001468469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0698242716982764, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0701358726687636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0701358788737727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0701358726687636"
[1] "Starting iterative with newton 0.0701358726687636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640205850621643, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0642705058219492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642705096304735, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0642705058219492"
[1] "Starting iterative with newton 0.0642705058219492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637478170350266, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639950632919395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639950670111325, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0639950670111325"
[1] "Starting iterative with newton 0.0639950670111325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637350046461322, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639821257514613, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639821294665031, diff to last: 0"
[1] "Final threshold is: 0.000815942405823626"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.207455155921407"
[1] "Newton iter: 1, lambda:0.269000570230311, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.269613707873779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269613768298223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269613768298223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269613768298223"
[1] "Starting iterative with newton 0.269613768298223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0989034616462595, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997307738246875, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.099730831639515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997308316395153, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0997308316395153"
[1] "Starting iterative with newton 0.0997308316395153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0885249870241529, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0891590291396677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0891590616366417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0891590616366418, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0891590616366417"
[1] "Starting iterative with newton 0.0891590616366417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0878660510150238, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0884888755844062, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0884889068513465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0884889068513466, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0884889068513465"
[1] "Starting iterative with newton 0.0884889068513465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.087824237324444, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0884463541382261, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0884463853284196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0884463853284197, diff to last: 0"
[1] "Final threshold is: 0.00112792676694289"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.26900263662499"
[1] "Newton iter: 1, lambda:0.329800594897065, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.330513002200696, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.330513099096531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330513099096533, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.330513099096531"
[1] "Starting iterative with newton 0.330513099096531"
[1] "Starting newton at: 0.221098494120982"
[1] "Newton iter: 1, lambda:0.136586110983223, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.137385181942401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137385253568553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137385253568554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137385253568554"
[1] "Starting iterative with newton 0.137385253568554"
[1] "Starting newton at: 0.243944205220599"
[1] "Newton iter: 1, lambda:0.121613581390628, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123190901239398, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123191164332215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123191164332222, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.123191164332215"
[1] "Starting iterative with newton 0.123191164332215"
[1] "Starting newton at: 0.243746871565948"
[1] "Newton iter: 1, lambda:0.120520339332335, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.122113976900862, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12211424430418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122114244304187, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12211424430418"
[1] "Starting iterative with newton 0.12211424430418"
[1] "Starting newton at: 0.244823791593984"
[1] "Newton iter: 1, lambda:0.12040811098198, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.12203206162956, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122032339211229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122032339211237, diff to last: 0"
[1] "Final threshold is: 0.00155623705047866"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.29452648649061"
[1] "Starting iterative with newton 3.29452648649061"
[1] "Starting newton at: 0.594829168461729"
[1] "Newton iter: 1, lambda:0.524183476733759, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.525665714077511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.525666381121224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.525666381121359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.525666381121359"
[1] "Starting iterative with newton 0.525666381121359"
[1] "Starting newton at: 0.222777424052865"
[1] "Newton iter: 1, lambda:0.27187833796837, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.272383720587014, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272383773917938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272383773917939, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272383773917938"
[1] "Starting iterative with newton 0.272383773917938"
[1] "Starting newton at: 0.184295252253304"
[1] "Newton iter: 1, lambda:0.238995408143416, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.239584691767709, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239584759938263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239584759938264, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.239584759938263"
[1] "Starting iterative with newton 0.239584759938263"
[1] "Starting newton at: 0.195888253859312"
[1] "Newton iter: 1, lambda:0.234865565991898, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.235161985996116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235162003100066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235162003100066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235162003100066"
[1] "Starting iterative with newton 0.235162003100066"
[1] "Starting newton at: 0.19281596665517"
[1] "Newton iter: 1, lambda:0.234227918071334, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.234562181061454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234562202786589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234562202786589, diff to last: 0"
[1] "Final threshold is: 0.0029912922507085"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.95040679649702"
[1] "Starting iterative with newton 2.95040679649702"
[1] "Starting newton at: 0.541407069363334"
[1] "Newton iter: 1, lambda:0.557360317500459, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.557445116127489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.557445118512413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557445116127489"
[1] "Starting iterative with newton 0.557445116127489"
[1] "Starting newton at: 0.222024806419526"
[1] "Newton iter: 1, lambda:0.299991030143186, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.301403549972423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.301404010535052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301404010535101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301404010535052"
[1] "Starting iterative with newton 0.301404010535052"
[1] "Starting newton at: 0.262535647918065"
[1] "Newton iter: 1, lambda:0.265022130253515, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.265023470036585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265023470036974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265023470036974"
[1] "Starting iterative with newton 0.265023470036974"
[1] "Starting newton at: 0.269997894143287"
[1] "Newton iter: 1, lambda:0.259645788785834, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.25966876829363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259668768406951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.259668768406951"
[1] "Starting iterative with newton 0.259668768406951"
[1] "Starting newton at: 0.272688976839147"
[1] "Newton iter: 1, lambda:0.258835719088655, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.25887680121344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258876801575117, diff to last: 0"
[1] "Final threshold is: 0.00330136808590767"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.31203551162187"
[1] "Starting iterative with newton 2.31203551162187"
[1] "Starting newton at: 0.576395499039423"
[1] "Newton iter: 1, lambda:0.580345954221062, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.580351488771517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580351488782367, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580351488771517"
[1] "Starting iterative with newton 0.580351488771517"
[1] "Starting newton at: 0.480055127836254"
[1] "Newton iter: 1, lambda:0.353803868549864, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.358063372242912, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.358068326872505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358068326879204, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.358068326872505"
[1] "Starting iterative with newton 0.358068326872505"
[1] "Starting newton at: 0.245360383144591"
[1] "Newton iter: 1, lambda:0.318841010599276, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.320251800101886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320252316606766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320252316606835, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.320252316606766"
[1] "Starting iterative with newton 0.320252316606766"
[1] "Starting newton at: 0.248019901453524"
[1] "Newton iter: 1, lambda:0.312535106009092, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.313611418983924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.313611716799128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313611716799151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313611716799128"
[1] "Starting iterative with newton 0.313611716799128"
[1] "Starting newton at: 0.252366633176529"
[1] "Newton iter: 1, lambda:0.311536032315255, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.312439433241772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.312439642700558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312439642700569, diff to last: 0"
[1] "Final threshold is: 0.00398443683987157"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.25707096736459"
[1] "Starting iterative with newton 1.25707096736459"
[1] "Starting newton at: 0.773031524452462"
[1] "Newton iter: 1, lambda:0.762865125683747, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.762917163316477, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7629171646857, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.7629171646857"
[1] "Starting iterative with newton 0.7629171646857"
[1] "Starting newton at: 0.542265904175846"
[1] "Newton iter: 1, lambda:0.643333617597779, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.648270083311022, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.648281543939504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648281544001177, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.648281543939504"
[1] "Starting iterative with newton 0.648281543939504"
[1] "Starting newton at: 0.553021301783541"
[1] "Newton iter: 1, lambda:0.616259173174603, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.618130451579223, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618132062414325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618132062415518, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.618132062414325"
[1] "Starting iterative with newton 0.618132062414325"
[1] "Starting newton at: 0.552116835904846"
[1] "Newton iter: 1, lambda:0.608502734262003, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.609978678748927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.609979674874218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609979674874671, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.609979674874218"
[1] "Starting iterative with newton 0.609979674874218"
[1] "Starting newton at: 0.554671490341765"
[1] "Newton iter: 1, lambda:0.606514733779149, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.60775889355424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607759600192147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607759600192375, diff to last: 0"
[1] "Final threshold is: 0.00775055213819985"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.1563384935455"
[1] "Starting iterative with newton 1.1563384935455"
[1] "Starting newton at: 0.843550927187921"
[1] "Newton iter: 1, lambda:0.768569409769356, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.771417047289603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.771421297268647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771421297278102, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771421297278102"
[1] "Starting iterative with newton 0.771421297278102"
[1] "Starting newton at: 0.580155927832169"
[1] "Newton iter: 1, lambda:0.674210841543582, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.678666620550542, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.678676358153576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.678676358200012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.678676358153576"
[1] "Starting iterative with newton 0.678676358153576"
[1] "Starting newton at: 0.56621393167574"
[1] "Newton iter: 1, lambda:0.65096522486926, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.654502724061641, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.654508746847021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65450874686446, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.65450874686446"
[1] "Starting iterative with newton 0.65450874686446"
[1] "Starting newton at: 0.55939551678397"
[1] "Newton iter: 1, lambda:0.644530176272569, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.648080853037974, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.648086890475106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648086890492542, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.648086890492542"
[1] "Starting iterative with newton 0.648086890492542"
[1] "Starting newton at: 0.559930888653031"
[1] "Newton iter: 1, lambda:0.642992906608579, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.646366226471668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.646371668211732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646371668225878, diff to last: 0"
[1] "Final threshold is: 0.00824295875136548"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.04503899187619"
[1] "Starting iterative with newton 1.04503899187619"
[1] "Starting newton at: 0.758149105917942"
[1] "Newton iter: 1, lambda:0.814243285007071, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.816053285073432, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.816055127473177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816055127475084, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816055127473177"
[1] "Starting iterative with newton 0.816055127473177"
[1] "Starting newton at: 0.76020784717035"
[1] "Newton iter: 1, lambda:0.755037819570622, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.75505223735961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.755052237471969, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.755052237471969"
[1] "Starting iterative with newton 0.755052237471969"
[1] "Starting newton at: 0.763453203805757"
[1] "Newton iter: 1, lambda:0.737557037518382, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.737911768226569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.737911835480902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737911835480905, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.737911835480902"
[1] "Starting iterative with newton 0.737911835480902"
[1] "Starting newton at: 0.769212887126205"
[1] "Newton iter: 1, lambda:0.732311596107639, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.733026398182191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.733026670406469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733026670406508, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.733026670406469"
[1] "Starting iterative with newton 0.733026670406469"
[1] "Starting newton at: 0.768631204922083"
[1] "Newton iter: 1, lambda:0.7308813732873, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.731628491453227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.731628788571463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.73162878857151, diff to last: 0"
[1] "Final threshold is: 0.00933021390338935"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.04425590408171"
[1] "Newton iter: 1, lambda:1.12381204080911, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.12984209916553, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.12987530244402, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12987530344675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12987530244402"
[1] "Starting iterative with newton 1.12987530244402"
[1] "Starting newton at: 1.37451566300745"
[1] "Newton iter: 1, lambda:1.38346470902429, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.38355027795158, diff to last: 0"
[1] "Newton iter: 3, lambda:1.38355028571607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38355027795158"
[1] "Starting iterative with newton 1.38355027795158"
[1] "Starting newton at: 1.3424220932455"
[1] "Newton iter: 1, lambda:1.49285552853914, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.52185886744015, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.52284739856551, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52284851724989, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52284851725133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52284851725133"
[1] "Starting iterative with newton 1.52284851725133"
[1] "Starting newton at: 1.33486462135536"
[1] "Newton iter: 1, lambda:1.53803545932254, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.59468328995591, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.59871117793436, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.59873054884174, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59873054928792, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.59873054928792"
[1] "Starting iterative with newton 1.59873054928792"
[1] "Starting newton at: 1.90936730363137"
[1] "Newton iter: 1, lambda:1.50192291872247, diff to last: 0.407"
[1] "Newton iter: 2, lambda:1.62046845953595, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.63941801089599, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.63986244316323, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63986268298601, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63986268298608, diff to last: 0"
[1] "Final threshold is: 0.0209126128488199"
threshold is:
[{'ad': 1.7880245642119268e-09, 'da': 8.169731411316632e-05, 'dd': 0.0004080334211511476}, {'ad': 0.0002345372958477047, 'da': 0.0005301744091627636, 'dd': 0.0008159424058236256}, {'ad': 0.0011279267669428881, 'da': 0.0015562370504786614, 'dd': 0.002991292250708499}, {'ad': 0.0033013680859076697, 'da': 0.0039844368398715725, 'dd': 0.007750552138199849}, {'ad': 0.008242958751365484, 'da': 0.009330213903389346, 'dd': 0.020912612848819886}]
Number of points in noise estimation: 128
Estimated noise: 0.012752660979356751
0.012752660979356751
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 104.865320399247"
[1] "Starting iterative with newton 104.865320399247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 75.4371077425535"
[1] "Starting iterative with newton 75.4371077425535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.4614213382288"
[1] "Starting iterative with newton 67.4614213382288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.4976192989867"
[1] "Starting iterative with newton 38.4976192989867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.8785361049342"
[1] "Starting iterative with newton 29.8785361049342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.0197702154369"
[1] "Starting iterative with newton 14.0197702154369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.98998725099959"
[1] "Starting iterative with newton 9.98998725099959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.87972252355313"
[1] "Starting iterative with newton 7.87972252355313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.29452648649061"
[1] "Starting iterative with newton 3.29452648649061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.95040679649702"
[1] "Starting iterative with newton 2.95040679649702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31203551162187"
[1] "Starting iterative with newton 2.31203551162187"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.25707096736459"
[1] "Starting iterative with newton 1.25707096736459"
[1] "Starting newton at: 1.46537859851383"
[1] "Newton iter: 1, lambda:1.37190631254206, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.36460811522243, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.36455805269708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36455805032549, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36455805032549"
[1] "Starting iterative with newton 1.36455805032549"
[1] "Starting newton at: 1.57455768045242"
[1] "Newton iter: 1, lambda:1.48343987606938, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.47813417719272, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.47811328126294, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47811328093653, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47811328093653"
[1] "Starting iterative with newton 1.47811328093653"
[1] "Starting newton at: 1.6939672986947"
[1] "Newton iter: 1, lambda:1.58776937848435, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.58254022002207, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.58252426123101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58252426108098, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58252426108098"
[1] "Starting iterative with newton 1.58252426108098"
[1] "Starting newton at: 1.80385493278318"
[1] "Newton iter: 1, lambda:1.67147328198264, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.66576157297322, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.66574618521454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66574618510144, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66574618510144"
[1] "Starting iterative with newton 1.66574618510144"
[1] "Starting newton at: 1.88155649651498"
[1] "Newton iter: 1, lambda:1.7291733091377, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.72360751946812, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.72359506818002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72359506811681, diff to last: 0"
[1] "Final threshold is: 0.021980423569385"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1563384935455"
[1] "Starting iterative with newton 1.1563384935455"
[1] "Starting newton at: 1.37306598757888"
[1] "Newton iter: 1, lambda:1.35172289116594, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.35128415862454, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35128396966664, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3512839696666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35128396966664"
[1] "Starting iterative with newton 1.35128396966664"
[1] "Starting newton at: 1.55987743470669"
[1] "Newton iter: 1, lambda:1.52435848224043, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.52354657985541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.52354613101564, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52354613101551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52354613101564"
[1] "Starting iterative with newton 1.52354613101564"
[1] "Starting newton at: 1.75365771398345"
[1] "Newton iter: 1, lambda:1.66235476960311, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.65913412216119, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.65912908194063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6591290819282, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65912908194063"
[1] "Starting iterative with newton 1.65912908194063"
[1] "Starting newton at: 1.89912854834009"
[1] "Newton iter: 1, lambda:1.75786780499669, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.75341531512385, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.75340796150111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7534079614808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75340796150111"
[1] "Starting iterative with newton 1.75340796150111"
[1] "Starting newton at: 1.9796626993494"
[1] "Newton iter: 1, lambda:1.80616770558439, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.80182257227036, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.80181655193202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80181655192031, diff to last: 0"
[1] "Final threshold is: 0.0229779556336333"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04503899187619"
[1] "Starting iterative with newton 1.04503899187619"
[1] "Starting newton at: 1.23816057838874"
[1] "Newton iter: 1, lambda:1.33261355886125, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.32319943205687, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.32310963898848, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32310963075702, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32310963075702"
[1] "Starting iterative with newton 1.32310963075702"
[1] "Starting newton at: 1.51850380327222"
[1] "Newton iter: 1, lambda:1.58797873657639, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.58494493149441, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.58493978071387, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58493978069893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58493978071387"
[1] "Starting iterative with newton 1.58493978071387"
[1] "Starting newton at: 1.77256312737727"
[1] "Newton iter: 1, lambda:1.77151262264128, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.77151227070051, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77151227070047, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77151227070051"
[1] "Starting iterative with newton 1.77151227070051"
[1] "Starting newton at: 1.98291180265164"
[1] "Newton iter: 1, lambda:1.89178971925255, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.89090919430751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.89090904247176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89090904247176, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89090904247176"
[1] "Starting iterative with newton 1.89090904247176"
[1] "Starting newton at: 2.11188738478866"
[1] "Newton iter: 1, lambda:1.957531305008, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.95758249462563, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95758249426478, diff to last: 0"
[1] "Final threshold is: 0.0249643858884823"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.44740146028418"
[1] "Newton iter: 1, lambda:1.56268040891489, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.55364449876533, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.55359809602522, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55359809477942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55359809477942"
[1] "Starting iterative with newton 1.55359809477942"
[1] "Starting newton at: 2.10550949749611"
[1] "Newton iter: 1, lambda:2.1035311138808, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.10353195534011, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10353195534026, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10353195534026"
[1] "Starting iterative with newton 2.10353195534026"
[1] "Starting newton at: 2.31658661832665"
[1] "Newton iter: 1, lambda:2.36986240753084, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.37088590435418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37088632009469, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37088632009476, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37088632009469"
[1] "Starting iterative with newton 2.37088632009469"
[1] "Starting newton at: 2.4711397165746"
[1] "Newton iter: 1, lambda:2.5081150634147, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.5087238619475, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5087240337184, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50872403371841, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5087240337184"
[1] "Starting iterative with newton 2.5087240337184"
[1] "Starting newton at: 2.60429261441207"
[1] "Newton iter: 1, lambda:2.57233020867679, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.57284187758869, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57284200586662, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57284200586663, diff to last: 0"
[1] "Final threshold is: 0.0328105818542652"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.021980423569385045}, {'ad': 0.02297795563363325, 'da': 0.024964385888482314, 'dd': 0.032810581854265164}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484554181832037. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005196186999617179
0.005196186999617179
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 257.364078629532"
[1] "Starting iterative with newton 257.364078629532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 185.14034625291"
[1] "Starting iterative with newton 185.14034625291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 165.566142168355"
[1] "Starting iterative with newton 165.566142168355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 94.4821823133941"
[1] "Starting iterative with newton 94.4821823133941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 73.328931682745"
[1] "Starting iterative with newton 73.328931682745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.4078026020083"
[1] "Starting iterative with newton 34.4078026020083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.5177705516525"
[1] "Starting iterative with newton 24.5177705516525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.3386862254337"
[1] "Starting iterative with newton 19.3386862254337"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.08554029576329"
[1] "Starting iterative with newton 8.08554029576329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.24098990850184"
[1] "Starting iterative with newton 7.24098990850184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.6742771293873"
[1] "Starting iterative with newton 5.6742771293873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.08514683458731"
[1] "Starting iterative with newton 3.08514683458731"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.83792573028111"
[1] "Starting iterative with newton 2.83792573028111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.56477066252381"
[1] "Starting iterative with newton 2.56477066252381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65535595984813"
[1] "Starting iterative with newton 1.65535595984813"
[1] "Starting newton at: 1.92515479008878"
[1] "Newton iter: 1, lambda:1.50453261888066, diff to last: 0.421"
[1] "Newton iter: 2, lambda:1.44059931922356, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.43708642414648, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.43707513294263, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43707513282566, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43707513294263"
[1] "Starting iterative with newton 1.43707513294263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484554181832037. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005196186999617179
0.005196186999617179
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.43116502778474e-19, diff to last: 0"
[1] "Newton iter: 2, lambda:1.43116502778474e-19, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.93478192174051e-32, diff to last: 0"
[1] "Newton iter: 2, lambda:1.93478192174051e-32, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000223862076676642, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000223862127382902, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000223862127382902"
[1] "Starting iterative with newton 0.000223862127382902"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000216207399515721, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000216207445547939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000216207399515721"
[1] "Starting iterative with newton 0.000216207399515721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000216202686650092, diff to last: 0"
[1] "Newton iter: 2, lambda:0.00021620273267952, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.12342958965351e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374008387876377, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374270309403696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374270309532076, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374270309403696"
[1] "Starting iterative with newton 0.0374270309403696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0166468283080104, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0166520896821016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0166520896826272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0166520896821016"
[1] "Starting iterative with newton 0.0166520896821016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0162715657102554, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0162765644888848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0162765644893566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0162765644888848"
[1] "Starting iterative with newton 0.0162765644888848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0162648024434614, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0162697965466455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0162697965471163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0162697965466455"
[1] "Starting iterative with newton 0.0162697965466455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0162646805585033, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.016269674577447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0162696745779178, diff to last: 0"
[1] "Final threshold is: 8.45402715273324e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026889253162933, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269028744806436, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269028744841386, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0269028744806436"
[1] "Starting iterative with newton 0.0269028744806436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00711572707795802, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00711607378790944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00711607378791027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00711607378790944"
[1] "Starting iterative with newton 0.00711607378790944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00699784533462312, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0069981786625223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00699817866252306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0069981786625223"
[1] "Starting iterative with newton 0.0069981786625223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00699714245324389, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00699747570234893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00699747570234968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00699747570234893"
[1] "Starting iterative with newton 0.00699747570234893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00699713826223518, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00699747151087043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00699747151087119, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.63601704949765e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0616399774378553, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0617857762258349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0617857770407986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0617857762258349"
[1] "Starting iterative with newton 0.0617857762258349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0118402338059506, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0118425489698196, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0118425489699081, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0118425489698196"
[1] "Starting iterative with newton 0.0118425489698196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0111757668463631, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0111777537675462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011177753767609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011177753767609"
[1] "Starting iterative with newton 0.011177753767609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0111670805482808, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0111690633779127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0111690633779752, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0111690633779127"
[1] "Starting iterative with newton 0.0111690633779127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0111669670262194, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0111689498024122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0111689498024747, diff to last: 0"
[1] "Final threshold is: 5.80359517629961e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0877051443467413, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0881211469708655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0881211563151054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0881211469708655"
[1] "Starting iterative with newton 0.0881211469708655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0274610046078548, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0274812063126039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0274812063235364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0274812063126039"
[1] "Starting iterative with newton 0.0274812063126039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261819491832057, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261999012555665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261999012640063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0261999012555665"
[1] "Starting iterative with newton 0.0261999012555665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261549031410187, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261728094248752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261728094332679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0261728094248752"
[1] "Starting iterative with newton 0.0261728094248752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261543312805716, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261722365970608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261722366054525, diff to last: 0"
[1] "Final threshold is: 0.000135995835600157"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129286410791255, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130562647093804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130562770872856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130562770872858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130562770872858"
[1] "Starting iterative with newton 0.130562770872858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0365812603067509, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366304247290663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366304248178727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0366304247290663"
[1] "Starting iterative with newton 0.0366304247290663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033921372919172, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339619462308812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339619462889299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0339619462308812"
[1] "Starting iterative with newton 0.0339619462308812"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338461209716284, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338864663869262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338864664442563, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0338864664442563"
[1] "Starting iterative with newton 0.0338864664442563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338439926821618, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338843316639496, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338843317212595, diff to last: 0"
[1] "Final threshold is: 0.000176069323682932"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163136192993276, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.165881668803756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165882441484967, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165882441485028, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165882441485028"
[1] "Starting iterative with newton 0.165882441485028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0601107808190832, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0603074564972641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060307458601653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0603074564972641"
[1] "Starting iterative with newton 0.0603074564972641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.055571220393033, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.055734756226112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557347576418203, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0557347576418203"
[1] "Starting iterative with newton 0.0557347576418203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0553732652967373, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0555354341171753, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0555354355075728, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0555354341171753"
[1] "Starting iterative with newton 0.0555354341171753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0553646342462799, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0555267436107595, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0555267450000617, diff to last: 0"
[1] "Final threshold is: 0.000288527343281305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.376174729967108"
[1] "Newton iter: 1, lambda:0.302976920750882, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.30394002590162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303940194637585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303940194637591, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.303940194637585"
[1] "Starting iterative with newton 0.303940194637585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112499424816175, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113742019323385, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113742170734461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113742170734464, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113742170734461"
[1] "Starting iterative with newton 0.113742170734461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0992574354217071, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100170655702322, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100170732949402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100170732949403, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100170732949402"
[1] "Starting iterative with newton 0.100170732949402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982979727530619, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991897777216112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991898510742498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991898510742503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0991898510742503"
[1] "Starting iterative with newton 0.0991898510742503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982285656602498, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991188337201873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991189067975648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991189067975653, diff to last: 0"
[1] "Final threshold is: 0.000515040374917775"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.338519276367325"
[1] "Newton iter: 1, lambda:0.351698118611953, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.351734204836159, diff to last: 0"
[1] "Newton iter: 3, lambda:0.351734205106107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.351734204836159"
[1] "Starting iterative with newton 0.351734204836159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125443829682591, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.127145022773008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12714533513988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12714533513989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.12714533513988"
[1] "Starting iterative with newton 0.12714533513988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10925070891756, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110452456174861, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110452601463261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110452601463263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110452601463261"
[1] "Starting iterative with newton 0.110452601463261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108026873657159, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109195319992309, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109195456583935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109195456583937, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109195456583935"
[1] "Starting iterative with newton 0.109195456583935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107934594208577, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109100553931722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109100689885813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109100689885815, diff to last: 0"
[1] "Final threshold is: 0.000566907586433926"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.325591927989615"
[1] "Newton iter: 1, lambda:0.416532661575741, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.418592473815502, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.418593511746147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418593511746411, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.418593511746147"
[1] "Starting iterative with newton 0.418593511746147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147528467590598, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150286641301135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150287603514456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150287603514574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150287603514456"
[1] "Starting iterative with newton 0.150287603514456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125572605380545, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127403164230459, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12740355289822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127403552898238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12740355289822"
[1] "Starting iterative with newton 0.12740355289822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12366097416448, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125422312447267, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125422669483595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12542266948361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125422669483595"
[1] "Starting iterative with newton 0.125422669483595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123495188410153, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125250606229975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125250960629864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125250960629878, diff to last: 0"
[1] "Final threshold is: 0.00065082741331446"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.08514683458731"
[1] "Starting iterative with newton 3.08514683458731"
[1] "Starting newton at: 0.555023756062225"
[1] "Newton iter: 1, lambda:0.590399369726868, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.590861158951228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.59086123683336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590861236833363, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.59086123683336"
[1] "Starting iterative with newton 0.59086123683336"
[1] "Starting newton at: 0.277370723073176"
[1] "Newton iter: 1, lambda:0.274504643985734, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.274506477905319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27450647790607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.274506477905319"
[1] "Starting iterative with newton 0.274506477905319"
[1] "Starting newton at: 0.345457437458558"
[1] "Newton iter: 1, lambda:0.225925200054929, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.228791771236126, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22879343235305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228793432353608, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.22879343235305"
[1] "Starting iterative with newton 0.22879343235305"
[1] "Starting newton at: 0.363997090495022"
[1] "Newton iter: 1, lambda:0.217870081160337, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.222082225046459, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.222085756997708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222085757000191, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222085756997708"
[1] "Starting iterative with newton 0.222085756997708"
[1] "Starting newton at: 0.369206100496314"
[1] "Newton iter: 1, lambda:0.21650864221114, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.221095625656129, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.221099804698292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221099804701761, diff to last: 0"
[1] "Final threshold is: 0.00114887593079116"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.83792573028111"
[1] "Starting iterative with newton 2.83792573028111"
[1] "Starting newton at: 0.646761942766494"
[1] "Newton iter: 1, lambda:0.586534188170882, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.587831057593353, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.587831670675535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587831670675672, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587831670675672"
[1] "Starting iterative with newton 0.587831670675672"
[1] "Starting newton at: 0.296761744245287"
[1] "Newton iter: 1, lambda:0.305320287276235, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.305337845943518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305337846017364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305337845943518"
[1] "Starting iterative with newton 0.305337845943518"
[1] "Starting newton at: 0.288411894809646"
[1] "Newton iter: 1, lambda:0.263103411831834, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.263244904173057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263244908603784, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263244904173057"
[1] "Starting iterative with newton 0.263244904173057"
[1] "Starting newton at: 0.282913391506729"
[1] "Newton iter: 1, lambda:0.256663651550476, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.25681396969227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256813974630587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25681396969227"
[1] "Starting iterative with newton 0.25681396969227"
[1] "Starting newton at: 0.284489288762671"
[1] "Newton iter: 1, lambda:0.255646492404974, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.25582759267959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255827599833673, diff to last: 0"
[1] "Final threshold is: 0.00132932801122504"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.56477066252381"
[1] "Starting iterative with newton 2.56477066252381"
[1] "Starting newton at: 0.599773439013368"
[1] "Newton iter: 1, lambda:0.608911459508237, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.608943721236972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608943721637974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.608943721236972"
[1] "Starting iterative with newton 0.608943721236972"
[1] "Starting newton at: 0.282240931510334"
[1] "Newton iter: 1, lambda:0.331944763557556, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.332594753622878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.332594864257544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332594864257547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.332594864257547"
[1] "Starting iterative with newton 0.332594864257547"
[1] "Starting newton at: 0.297658961130436"
[1] "Newton iter: 1, lambda:0.287215827774548, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.287242208797361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287242208965852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.287242208797361"
[1] "Starting iterative with newton 0.287242208797361"
[1] "Starting newton at: 0.298283782016871"
[1] "Newton iter: 1, lambda:0.279550615998609, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.279634295758691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279634297430814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.279634295758691"
[1] "Starting iterative with newton 0.279634295758691"
[1] "Starting newton at: 0.298382447986913"
[1] "Newton iter: 1, lambda:0.278257086714176, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.278353432108605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278353434320055, diff to last: 0"
[1] "Final threshold is: 0.00144637648522156"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.65535595984813"
[1] "Starting iterative with newton 1.65535595984813"
[1] "Starting newton at: 0.779594172648181"
[1] "Newton iter: 1, lambda:0.724394084500951, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.725889005666963, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.725890125755223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.725890125755851, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.725890125755851"
[1] "Starting iterative with newton 0.725890125755851"
[1] "Starting newton at: 0.510674696394699"
[1] "Newton iter: 1, lambda:0.516527119232611, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.516540875842364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.516540875918281, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.516540875842364"
[1] "Starting iterative with newton 0.516540875842364"
[1] "Starting newton at: 0.515918027138557"
[1] "Newton iter: 1, lambda:0.46505296968075, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.466020647950052, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.466021001620063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.46602100162011, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.466021001620063"
[1] "Starting iterative with newton 0.466021001620063"
[1] "Starting newton at: 0.524357667969377"
[1] "Newton iter: 1, lambda:0.451731719691617, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.453666722626232, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.453668115398247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453668115398968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453668115398247"
[1] "Starting iterative with newton 0.453668115398247"
[1] "Starting newton at: 0.525455179070903"
[1] "Newton iter: 1, lambda:0.448472561791885, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.450636797371976, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.450638533107398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450638533108514, diff to last: 0"
[1] "Final threshold is: 0.00234160208725922"
threshold is:
[{'ad': 0.0, 'da': 1.1234295896535124e-06, 'dd': 8.454027152733236e-05}, {'ad': 3.636017049497652e-05, 'da': 5.8035951762996116e-05, 'dd': 0.00013599583560015708}, {'ad': 0.00017606932368293177, 'da': 0.0002885273432813047, 'dd': 0.0005150403749177755}, {'ad': 0.0005669075864339263, 'da': 0.0006508274133144603, 'dd': 0.0011488759307911648}, {'ad': 0.0013293280112250437, 'da': 0.0014463764852215575, 'dd': 0.002341602087259218}]
Number of points in noise estimation: 128
Estimated noise: 0.012752660979356751
0.012752660979356751
threshold is:
[{'ad': 0.060881066349697484, 'da': 0.014798163110755406, 'dd': 0.005087026557483165}, {'ad': 0.00284212475347978, 'da': 0.001442578603477157, 'dd': 0.000637381474242164}, {'ad': 0.0011321129322872103, 'da': 0.001840583364669438, 'dd': 0.0026957893090198554}, {'ad': 0.003268118894925953, 'da': 0.003987070415478914, 'dd': 0.007337086973834434}, {'ad': 0.007496969388068153, 'da': 0.008852835663950856, 'dd': 0.013750935169520735}]
['peppers256', 0.025, 3, 0.0001682396524457169, 0.0001237135391051653, 0.0001259187825687884, 0.0007657264390363745, 0.00011966839040016885, 0.00015613998689287026, 0.00015172256197591027, 0.00016823965244571701, 37.740716374987635, 39.0758276894887, 38.9990948389077, 31.15926357308085, 39.22020550409672, 38.064858614280645, 38.18949832442972, 37.740716374987635]
peppers256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.012745916331546786
0.012745916331546786
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00995435735272584, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0099550772310244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00995507723102816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0099550772310244"
[1] "Starting iterative with newton 0.0099550772310244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:2.32045338641415e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:2.32045339489353e-05, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.32045338641415e-05"
[1] "Starting iterative with newton 2.32045338641415e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:2.24004609510298e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:2.24004610277072e-05, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24004609510298e-05"
[1] "Starting iterative with newton 2.24004609510298e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:2.2400396905968e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:2.24003969826447e-05, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.85513584756908e-07"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124676297652177, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124685999416314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124685999416372, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124685999416314"
[1] "Starting iterative with newton 0.0124685999416314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00340032350720478, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00340039424650646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00340039424650649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00340039424650646"
[1] "Starting iterative with newton 0.00340039424650646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00335084267773153, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00335091092508145, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00335091092508148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00335091092508145"
[1] "Starting iterative with newton 0.00335091092508145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00335057390010223, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00335064213404779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00335064213404782, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00335064213404779"
[1] "Starting iterative with newton 0.00335064213404779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00335057244015148, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00335064067402424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00335064067402426, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.27069856881904e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492243514537149, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492860042579218, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492860043545441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0492860043545441"
[1] "Starting iterative with newton 0.0492860043545441"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356294340662163, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356548432939102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035654843306827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0356548432939102"
[1] "Starting iterative with newton 0.0356548432939102"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354925065212431, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355177708541474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355177708669426, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0355177708541474"
[1] "Starting iterative with newton 0.0355177708541474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354911003082262, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355163631580865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355163631708805, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355163631708805"
[1] "Starting iterative with newton 0.0355163631708805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354910858639243, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355163486985517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355163487113456, diff to last: 0"
[1] "Final threshold is: 0.000452688409076851"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0821801057815363, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.082522700533007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0825227064767958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.082522700533007"
[1] "Starting iterative with newton 0.082522700533007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186283614235612, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.018636295485096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186362954865353, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0186362954865353"
[1] "Starting iterative with newton 0.0186362954865353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017379643570626, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173863125929444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173863125939265, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0173863125929444"
[1] "Starting iterative with newton 0.0173863125929444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017355580681498, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173622265797803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173622265807548, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0173622265807548"
[1] "Starting iterative with newton 0.0173622265807548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173551171557857, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173617626090881, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173617626100624, diff to last: 0"
[1] "Final threshold is: 0.000221291573596033"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116459804599795, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117396714109509, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117396774499233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117396774499234, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117396774499234"
[1] "Starting iterative with newton 0.117396774499234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0409313967851914, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0410059358373132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0410059360844603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0410059360844603"
[1] "Starting iterative with newton 0.0410059360844603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.038062904304372, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0381255302739113, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381255304434268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0381255302739113"
[1] "Starting iterative with newton 0.0381255302739113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0379561238104028, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380183268781862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038018327045227, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0380183268781862"
[1] "Starting iterative with newton 0.0380183268781862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0379521512811968, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380143386451352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380143388120845, diff to last: 0"
[1] "Final threshold is: 0.000484527579769979"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.280516040685046"
[1] "Newton iter: 1, lambda:0.183685285685813, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.184717068723033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184717187021108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18471718702111, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.184717187021108"
[1] "Starting iterative with newton 0.184717187021108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0661968883096423, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0664719977214174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0664720024710805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0664720024710805"
[1] "Starting iterative with newton 0.0664720024710805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0607080130952105, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0609297692490317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0609297722072941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0609297692490317"
[1] "Starting iterative with newton 0.0609297692490317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.060451578653262, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0606710051131419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0606710080035339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0606710080035339"
[1] "Starting iterative with newton 0.0606710080035339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0604396081183424, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0606589261801104, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0606589290673653, diff to last: 0"
[1] "Final threshold is: 0.00077315359785316"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.433792792215419"
[1] "Newton iter: 1, lambda:0.260836536050847, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.265483578974645, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.265487027935821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265487027937719, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265487027935821"
[1] "Starting iterative with newton 0.265487027935821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0971458447188672, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0979430552519328, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097943108880046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0979431088800462, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097943108880046"
[1] "Starting iterative with newton 0.097943108880046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.087099033254072, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877093260910028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877093560330864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877093560330864, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0877093560330864"
[1] "Starting iterative with newton 0.0877093560330864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864782563211271, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870779892710114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870780180956211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870780180956212, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0870780180956211"
[1] "Starting iterative with newton 0.0870780180956211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864399241868063, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870390088337127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870390375904734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870390375904735, diff to last: 0"
[1] "Final threshold is: 0.00110939229070653"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.291571173019435"
[1] "Newton iter: 1, lambda:0.335616503856208, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.335996558124565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335996586211067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335996586211067, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.335996586211067"
[1] "Starting iterative with newton 0.335996586211067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127180151234103, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128994169064462, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128994537400319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128994537400334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128994537400334"
[1] "Starting iterative with newton 0.128994537400334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110129088725475, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111413099784224, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111413274126042, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111413274126045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111413274126045"
[1] "Starting iterative with newton 0.111413274126045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108661913858016, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109905277820427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109905440437814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109905440437817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109905440437814"
[1] "Starting iterative with newton 0.109905440437814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108535997607767, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109775908489563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109776070131112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109776070131115, diff to last: 0"
[1] "Final threshold is: 0.0013991966050972"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.35684144415573"
[1] "Starting iterative with newton 3.35684144415573"
[1] "Starting newton at: 0.500468075852939"
[1] "Newton iter: 1, lambda:0.530373724814362, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.53064810075778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.530648123657306, diff to last: 0"
[1] "Newton iter: 4, lambda:0.530648123657306, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.530648123657306"
[1] "Starting iterative with newton 0.530648123657306"
[1] "Starting newton at: 0.303352840961112"
[1] "Newton iter: 1, lambda:0.269436264539958, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.269677507706164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26967751995213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26967751995213, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.269677507706164"
[1] "Starting iterative with newton 0.269677507706164"
[1] "Starting newton at: 0.244197119150081"
[1] "Newton iter: 1, lambda:0.234308248493801, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.23432753798583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234327538059275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23432753798583"
[1] "Starting iterative with newton 0.23432753798583"
[1] "Starting newton at: 0.265913883320419"
[1] "Newton iter: 1, lambda:0.229135770822499, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.229399564159619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.229399577765807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229399577765807, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.229399577765807"
[1] "Starting iterative with newton 0.229399577765807"
[1] "Starting newton at: 0.268639672867529"
[1] "Newton iter: 1, lambda:0.228394718385413, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.228710087675416, diff to last: 0"
[1] "Newton iter: 3, lambda:0.228710107096202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228710107096202, diff to last: 0"
[1] "Final threshold is: 0.0029151198892273"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.90718744804271"
[1] "Starting iterative with newton 2.90718744804271"
[1] "Starting newton at: 0.614929671832549"
[1] "Newton iter: 1, lambda:0.558457119253844, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.559500765959864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.559501128866625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559501128866669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.559501128866669"
[1] "Starting iterative with newton 0.559501128866669"
[1] "Starting newton at: 0.238141365455925"
[1] "Newton iter: 1, lambda:0.304379200243452, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.305409892744602, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.305410140810299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.305410140810313, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305410140810299"
[1] "Starting iterative with newton 0.305410140810299"
[1] "Starting newton at: 0.232532465375973"
[1] "Newton iter: 1, lambda:0.268925983013476, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.269217232114251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26921725071712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269217250717121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.26921725071712"
[1] "Starting iterative with newton 0.26921725071712"
[1] "Starting newton at: 0.23935246844266"
[1] "Newton iter: 1, lambda:0.263741004293557, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.263870442702772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263870446342315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.263870442702772"
[1] "Starting iterative with newton 0.263870442702772"
[1] "Starting newton at: 0.237894418304393"
[1] "Newton iter: 1, lambda:0.262939963884448, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.263076281559833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263076285590811, diff to last: 0"
[1] "Final threshold is: 0.00335314827357608"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32131093183096"
[1] "Starting iterative with newton 2.32131093183096"
[1] "Starting newton at: 0.496713275541237"
[1] "Newton iter: 1, lambda:0.584854995209928, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.587701807590121, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.587704706429139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587704706432142, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587704706432142"
[1] "Starting iterative with newton 0.587704706432142"
[1] "Starting newton at: 0.24304484122584"
[1] "Newton iter: 1, lambda:0.354716597842146, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.358198810119875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.358202156893895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358202156896985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.358202156893895"
[1] "Starting iterative with newton 0.358202156893895"
[1] "Starting newton at: 0.234629253097709"
[1] "Newton iter: 1, lambda:0.316810256471185, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.318585542337168, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318586364963481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318586364963658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318586364963481"
[1] "Starting iterative with newton 0.318586364963481"
[1] "Starting newton at: 0.250799755793033"
[1] "Newton iter: 1, lambda:0.310615795402512, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.31154474087914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.311544963764372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311544963764385, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311544963764372"
[1] "Starting iterative with newton 0.311544963764372"
[1] "Starting newton at: 0.253034954471075"
[1] "Newton iter: 1, lambda:0.309462292647836, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.310287163257799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.310287338666793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3102873386668, diff to last: 0"
[1] "Final threshold is: 0.00395489645738526"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.23631452209944"
[1] "Starting iterative with newton 1.23631452209944"
[1] "Starting newton at: 0.777269024411182"
[1] "Newton iter: 1, lambda:0.75666302355194, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.756874482648632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.756874505109961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.756874505109961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.756874505109961"
[1] "Starting iterative with newton 0.756874505109961"
[1] "Starting newton at: 0.537193322801154"
[1] "Newton iter: 1, lambda:0.642651507719884, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.647993795884905, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.648007127463221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6480071275461, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.648007127463221"
[1] "Starting iterative with newton 0.648007127463221"
[1] "Starting newton at: 0.562734866863175"
[1] "Newton iter: 1, lambda:0.618651975417707, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.620104012951998, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.62010497717717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620104977177595, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.62010497717717"
[1] "Starting iterative with newton 0.62010497717717"
[1] "Starting newton at: 0.565864017517454"
[1] "Newton iter: 1, lambda:0.611789617591162, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.61276108390049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612761513133817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612761513133901, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.612761513133817"
[1] "Starting iterative with newton 0.612761513133817"
[1] "Starting newton at: 0.565940280905612"
[1] "Newton iter: 1, lambda:0.609926308148757, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.61081567419299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.610816033420772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610816033420831, diff to last: 0"
[1] "Final threshold is: 0.00778541005594845"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.15857821072275"
[1] "Starting iterative with newton 1.15857821072275"
[1] "Starting newton at: 0.832193017092311"
[1] "Newton iter: 1, lambda:0.771704754418636, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.773571431207345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.773573258005281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.773573258007029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773573258007029"
[1] "Starting iterative with newton 0.773573258007029"
[1] "Starting newton at: 0.559306333491736"
[1] "Newton iter: 1, lambda:0.674016664929137, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.680692921903073, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.680714842392807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680714842628584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.680714842392807"
[1] "Starting iterative with newton 0.680714842392807"
[1] "Starting newton at: 0.550109571520118"
[1] "Newton iter: 1, lambda:0.651244403488852, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.656314457624667, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65632686412696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656326864201128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.65632686412696"
[1] "Starting iterative with newton 0.65632686412696"
[1] "Starting newton at: 0.552482160627214"
[1] "Newton iter: 1, lambda:0.645520118465739, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.649779612556711, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.649788323651054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.649788323687438, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.649788323651054"
[1] "Starting iterative with newton 0.649788323651054"
[1] "Starting newton at: 0.551551653088501"
[1] "Newton iter: 1, lambda:0.643833590284744, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.648017290014252, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.648025682375798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648025682409524, diff to last: 0"
[1] "Final threshold is: 0.00825968112825544"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.06196931784846"
[1] "Starting iterative with newton 1.06196931784846"
[1] "Starting newton at: 0.764250094790768"
[1] "Newton iter: 1, lambda:0.818359621799931, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.820053787125257, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.820055411905467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.82005541190696, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.82005541190696"
[1] "Starting iterative with newton 0.82005541190696"
[1] "Starting newton at: 0.766091391603263"
[1] "Newton iter: 1, lambda:0.755053204393529, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.755118990895665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.755118993242818, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.755118990895665"
[1] "Starting iterative with newton 0.755118990895665"
[1] "Starting newton at: 0.759424245676657"
[1] "Newton iter: 1, lambda:0.736412832680004, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.736693912128943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7366939544495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.736693954449501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.7366939544495"
[1] "Starting iterative with newton 0.7366939544495"
[1] "Starting newton at: 0.756861370261846"
[1] "Newton iter: 1, lambda:0.731034053918994, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.731386488738355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.731386555034114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731386555034117, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.731386555034117"
[1] "Starting iterative with newton 0.731386555034117"
[1] "Starting newton at: 0.756026103787896"
[1] "Newton iter: 1, lambda:0.729479292457059, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.729851149633988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.729851223360883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729851223360886, diff to last: 0"
[1] "Final threshold is: 0.00930262262743488"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.0216062454679"
[1] "Newton iter: 1, lambda:1.12652536897167, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.13716290015279, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.13726670880098, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13726671861814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13726670880098"
[1] "Starting iterative with newton 1.13726670880098"
[1] "Starting newton at: 1.37176205429557"
[1] "Newton iter: 1, lambda:1.39180423839125, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.39223634935752, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3922365469085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39223654690854, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39223654690854"
[1] "Starting iterative with newton 1.39223654690854"
[1] "Starting newton at: 1.35089899011282"
[1] "Newton iter: 1, lambda:1.4995487629014, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.52768510614182, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.52860825957542, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52860922821812, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52860922821919, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52860922821919"
[1] "Starting iterative with newton 1.52860922821919"
[1] "Starting newton at: 1.91875949508027"
[1] "Newton iter: 1, lambda:1.39814334738358, diff to last: 0.521"
[1] "Newton iter: 2, lambda:1.56252003391899, diff to last: 0.164"
[1] "Newton iter: 3, lambda:1.59870207033069, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.60029752873479, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.60030052708692, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6003005270975, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60030052708692"
[1] "Starting iterative with newton 1.60030052708692"
[1] "Starting newton at: 1.91122795161654"
[1] "Newton iter: 1, lambda:1.49826816531644, diff to last: 0.413"
[1] "Newton iter: 2, lambda:1.6180571543626, diff to last: 0.12"
[1] "Newton iter: 3, lambda:1.63716630470939, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.63761204133745, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63761227921825, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63761227921832, diff to last: 0"
[1] "Final threshold is: 0.0208728690944303"
threshold is:
[{'ad': 2.85513584756908e-07, 'da': 4.2706985688190426e-05, 'dd': 0.0004526884090768508}, {'ad': 0.00022129157359603323, 'da': 0.0004845275797699787, 'dd': 0.00077315359785316}, {'ad': 0.0011093922907065294, 'da': 0.0013991966050972003, 'dd': 0.0029151198892273}, {'ad': 0.0033531482735760765, 'da': 0.003954896457385259, 'dd': 0.007785410055948445}, {'ad': 0.008259681128255437, 'da': 0.009302622627434882, 'dd': 0.020872869094430306}]
Number of points in noise estimation: 128
Estimated noise: 0.012745916331546786
0.012745916331546786
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 105.59993981035"
[1] "Starting iterative with newton 105.59993981035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 75.7411801897"
[1] "Starting iterative with newton 75.7411801897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.7083635622287"
[1] "Starting iterative with newton 67.7083635622287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.0968523853422"
[1] "Starting iterative with newton 38.0968523853422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.0545400915749"
[1] "Starting iterative with newton 30.0545400915749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.9033214815457"
[1] "Starting iterative with newton 13.9033214815457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.1066803401913"
[1] "Starting iterative with newton 10.1066803401913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.00284585173481"
[1] "Starting iterative with newton 8.00284585173481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35684144415573"
[1] "Starting iterative with newton 3.35684144415573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.90718744804271"
[1] "Starting iterative with newton 2.90718744804271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32131093183096"
[1] "Starting iterative with newton 2.32131093183096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.23631452209944"
[1] "Starting iterative with newton 1.23631452209944"
[1] "Starting newton at: 1.44115348576253"
[1] "Newton iter: 1, lambda:1.38624837633505, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.38364814837451, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38364194393843, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38364194390301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38364194393843"
[1] "Starting iterative with newton 1.38364194393843"
[1] "Starting newton at: 1.59968512086038"
[1] "Newton iter: 1, lambda:1.53725821622443, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.534931272274, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.5349276745669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53492767455827, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5349276745669"
[1] "Starting iterative with newton 1.5349276745669"
[1] "Starting newton at: 1.75424832017753"
[1] "Newton iter: 1, lambda:1.66114668057587, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.65775518339241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.65774952664255, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6577495266267, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65774952664255"
[1] "Starting iterative with newton 1.65774952664255"
[1] "Starting newton at: 1.89725245747939"
[1] "Newton iter: 1, lambda:1.75218891714128, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.74729641966987, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.74728725398343, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74728725395084, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.74728725395084"
[1] "Starting iterative with newton 1.74728725395084"
[1] "Starting newton at: 1.96643479048918"
[1] "Newton iter: 1, lambda:1.80841619311355, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.8042817334825, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.80427621835077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80427621834083, diff to last: 0"
[1] "Final threshold is: 0.0229971537179719"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15857821072275"
[1] "Starting iterative with newton 1.15857821072275"
[1] "Starting newton at: 1.36545309072894"
[1] "Newton iter: 1, lambda:1.35236056623531, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.35219476018617, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35219473328909, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35219473328909, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35219473328909"
[1] "Starting iterative with newton 1.35219473328909"
[1] "Starting newton at: 1.56689385058993"
[1] "Newton iter: 1, lambda:1.533244049833, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.53253136963329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53253103190289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53253103190281, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53253103190281"
[1] "Starting iterative with newton 1.53253103190281"
[1] "Starting newton at: 1.75607664817842"
[1] "Newton iter: 1, lambda:1.66820004296517, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.66526667853426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.66526258559517, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66526258558715, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66526258558715"
[1] "Starting iterative with newton 1.66526258558715"
[1] "Starting newton at: 1.8925241406708"
[1] "Newton iter: 1, lambda:1.7581952982819, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.75410039454115, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.7540942274553, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75409422744115, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75409422744115"
[1] "Starting iterative with newton 1.75409422744115"
[1] "Starting newton at: 1.97583950126681"
[1] "Newton iter: 1, lambda:1.81116264521184, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.80722256231916, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.80721773653578, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80721773652845, diff to last: 0"
[1] "Final threshold is: 0.023034646062679"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06196931784846"
[1] "Starting iterative with newton 1.06196931784846"
[1] "Starting newton at: 1.24467795320735"
[1] "Newton iter: 1, lambda:1.32168739280435, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.31533884006691, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.31529716291555, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31529716111068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31529716111068"
[1] "Starting iterative with newton 1.31529716111068"
[1] "Starting newton at: 1.50828580425156"
[1] "Newton iter: 1, lambda:1.57150679296065, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.56891005675179, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.56890609443471, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56890609442544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56890609442544"
[1] "Starting iterative with newton 1.56890609442544"
[1] "Starting newton at: 1.75967352082124"
[1] "Newton iter: 1, lambda:1.74967434425171, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.74964051647301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.74964051607361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74964051607361"
[1] "Starting iterative with newton 1.74964051607361"
[1] "Starting newton at: 1.95885626669406"
[1] "Newton iter: 1, lambda:1.86729308766297, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.86618805213382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.86618777900886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86618777900884, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86618777900886"
[1] "Starting iterative with newton 1.86618777900886"
[1] "Starting newton at: 2.07728109703695"
[1] "Newton iter: 1, lambda:1.93051826622897, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.92990695661137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92990689478814, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92990689478814, diff to last: 0"
[1] "Final threshold is: 0.0245984318086449"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.7111665173958"
[1] "Newton iter: 1, lambda:1.5847116880761, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.57864864650605, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.57862906294758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57862906274064, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57862906294758"
[1] "Starting iterative with newton 1.57862906294758"
[1] "Starting newton at: 2.11475411621287"
[1] "Newton iter: 1, lambda:2.13460276983048, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.13469221076357, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13469221272617, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13469221076357"
[1] "Starting iterative with newton 2.13469221076357"
[1] "Starting newton at: 2.37812869356856"
[1] "Newton iter: 1, lambda:2.40673733345674, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.40706919635495, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4070692429336, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4070692429336, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4070692429336"
[1] "Starting iterative with newton 2.4070692429336"
[1] "Starting newton at: 2.51021230939845"
[1] "Newton iter: 1, lambda:2.53016935575005, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.53035689819197, diff to last: 0"
[1] "Newton iter: 3, lambda:2.53035691506562, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53035691506562, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.53035691506562"
[1] "Starting iterative with newton 2.53035691506562"
[1] "Starting newton at: 2.63255825474748"
[1] "Newton iter: 1, lambda:2.59050825058466, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.59142222268849, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59142264379984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59142264379993, diff to last: 0"
[1] "Final threshold is: 0.0330300561975496"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.02299715371797185}, {'ad': 0.023034646062679003, 'da': 0.02459843180864491, 'dd': 0.033030056197549645}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.489053954867516. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00523862378573834
0.00523862378573834
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 256.931601216213"
[1] "Starting iterative with newton 256.931601216213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 184.283274584197"
[1] "Starting iterative with newton 184.283274584197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 164.73890323248"
[1] "Starting iterative with newton 164.73890323248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 92.6921483311713"
[1] "Starting iterative with newton 92.6921483311713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 73.1246733986149"
[1] "Starting iterative with newton 73.1246733986149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.8276958954025"
[1] "Starting iterative with newton 33.8276958954025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.5902182089244"
[1] "Starting iterative with newton 24.5902182089244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.4714504825052"
[1] "Starting iterative with newton 19.4714504825052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.16741608778216"
[1] "Starting iterative with newton 8.16741608778216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.0733783314911"
[1] "Starting iterative with newton 7.0733783314911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.64790222141372"
[1] "Starting iterative with newton 5.64790222141372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.00803457218197"
[1] "Starting iterative with newton 3.00803457218197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.81889701215565"
[1] "Starting iterative with newton 2.81889701215565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58384121967609"
[1] "Starting iterative with newton 2.58384121967609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64107793842529"
[1] "Starting iterative with newton 1.64107793842529"
[1] "Starting newton at: 1.90748862822773"
[1] "Newton iter: 1, lambda:1.49028957993184, diff to last: 0.417"
[1] "Newton iter: 2, lambda:1.42446360284311, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.42063969448619, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.42062595250866, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42062595233068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42062595250866"
[1] "Starting iterative with newton 1.42062595250866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.489053954867516. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00523862378573834
0.00523862378573834
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.46005674265755e-10, diff to last: 0"
[1] "Newton iter: 2, lambda:7.46005674265755e-10, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:6.96134697123195e-19, diff to last: 0"
[1] "Newton iter: 2, lambda:6.96134697123195e-19, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00704597768169656, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00704635222776611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00704635222776717, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00704635222776611"
[1] "Starting iterative with newton 0.00704635222776611"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.19731550586372e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:5.19731550702653e-06, diff to last: 0"
[1] "Iteration: 2 Threshold: 5.19731550586372e-06"
[1] "Starting iterative with newton 5.19731550586372e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.05479849857384e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:5.05479849964719e-06, diff to last: 0"
[1] "Iteration: 3 Threshold: 5.05479849857384e-06"
[1] "Starting iterative with newton 5.05479849857384e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.05479565132915e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:5.05479565240249e-06, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.64801727310996e-08"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374009021296593, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374270955015351, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374270955143748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374270955143748"
[1] "Starting iterative with newton 0.0374270955143748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273615058210022, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0273771395565456, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273771395616481, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273771395565456"
[1] "Starting iterative with newton 0.0273771395565456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271857728125345, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0272012161698303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0272012161748125, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0272012161698303"
[1] "Starting iterative with newton 0.0272012161698303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271826851577784, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271981251742793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271981251792593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0271981251742793"
[1] "Starting iterative with newton 0.0271981251742793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271826309038127, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271980708616129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027198070866593, diff to last: 0"
[1] "Final threshold is: 0.000142480460941842"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298705178844596, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0298905681280301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0298905681370624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0298905681280301"
[1] "Starting iterative with newton 0.0298905681280301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0033644520799022, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00336451209321854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00336451209321856, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00336451209321854"
[1] "Starting iterative with newton 0.00336451209321854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324252847423706, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00324258305420042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324258305420044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00324258305420042"
[1] "Starting iterative with newton 0.00324258305420042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324197436233956, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0032420289183192, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324202891831922, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0032420289183192"
[1] "Starting iterative with newton 0.0032420289183192"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324197184417685, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00324202640004751, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324202640004753, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.69837566132805e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0769790424722498"
[1] "Newton iter: 1, lambda:0.0671857998143376, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0671898588686951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671898588693927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0671898588686951"
[1] "Starting iterative with newton 0.0671898588686951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100224151751872, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100236176810288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100236176810461, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100236176810288"
[1] "Starting iterative with newton 0.0100236176810288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00951654115673218, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00951758315505425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00951758315506674, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00951758315505425"
[1] "Starting iterative with newton 0.00951758315505425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00951212075526822, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00951316141747757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00951316141749003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00951316141747757"
[1] "Starting iterative with newton 0.00951316141747757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00951208213421552, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00951312278475624, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0095131227847687, diff to last: 0"
[1] "Final threshold is: 4.98356712968734e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0910424333324754, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0915156699517076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0915156827105241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0915156827105241, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0915156827105241"
[1] "Starting iterative with newton 0.0915156827105241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261512960523924, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261664956199034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026166495625038, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0261664956199034"
[1] "Starting iterative with newton 0.0261664956199034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250751694793882, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250888815007333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250888815048335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0250888815048335"
[1] "Starting iterative with newton 0.0250888815048335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250571726341677, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250708607889698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250708607930545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250708607930545"
[1] "Starting iterative with newton 0.0250708607930545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025056871611923, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250705593677931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250705593718776, diff to last: 0"
[1] "Final threshold is: 0.000131335228647283"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.155917718282535"
[1] "Newton iter: 1, lambda:0.131077140811304, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.131125020601491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.131125020779663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131125020601491"
[1] "Starting iterative with newton 0.131125020601491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380203479356916, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380724144675846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380724145652263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0380724144675846"
[1] "Starting iterative with newton 0.0380724144675846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035542149325113, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355859931033953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355859931701124, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0355859931033953"
[1] "Starting iterative with newton 0.0355859931033953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354757456836639, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355193819489968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355193820150176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355193819489968"
[1] "Starting iterative with newton 0.0355193819489968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354739665792457, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355175972938641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355175973598664, diff to last: 0"
[1] "Final threshold is: 0.000186063329995912"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164607251434942, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.167319721161283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.167320452363683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167320452363736, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.167320452363683"
[1] "Starting iterative with newton 0.167320452363683"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398879417633535, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039955905182739, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399559053800811, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039955905182739"
[1] "Starting iterative with newton 0.039955905182739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357550331088721, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0358060408144271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0358060409182539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0358060409182539"
[1] "Starting iterative with newton 0.0358060409182539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356225247311417, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356730403541654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356730404557679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356730403541654"
[1] "Starting iterative with newton 0.0356730403541654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356182802318335, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356687801437142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356687802452461, diff to last: 0"
[1] "Final threshold is: 0.000186855320069133"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.21095662999205"
[1] "Newton iter: 1, lambda:0.307679948482209, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.309419943969075, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.309420499992589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309420499992645, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.309420499992645"
[1] "Starting iterative with newton 0.309420499992645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106925070005212, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107989954575438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107990060113194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107990060113195, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.107990060113194"
[1] "Starting iterative with newton 0.107990060113194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940748619843831, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0948460311628043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948460829611267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.094846082961127, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0948460829611267"
[1] "Starting iterative with newton 0.0948460829611267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932204944653803, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939743508022491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939744000816666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939744000816668, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0939744000816666"
[1] "Starting iterative with newton 0.0939744000816666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0931637716827708, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939164878086434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939165369246115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939165369246118, diff to last: 0"
[1] "Final threshold is: 0.000491993404207443"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.298047327559075"
[1] "Newton iter: 1, lambda:0.358417041836924, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.359193791354871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.359193918663954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359193918663957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.359193918663957"
[1] "Starting iterative with newton 0.359193918663957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130196331275496, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132076058537794, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13207644957538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132076449575397, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13207644957538"
[1] "Starting iterative with newton 0.13207644957538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113202688510708, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114532794692035, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114532978113139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114532978113142, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.114532978113139"
[1] "Starting iterative with newton 0.114532978113139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111862449165058, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.11315420287455, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113154374942561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113154374942564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.113154374942561"
[1] "Starting iterative with newton 0.113154374942561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111756972312606, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.1130457374641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113045908664091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113045908664095, diff to last: 0"
[1] "Final threshold is: 0.000592204986008114"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.337298834534978"
[1] "Newton iter: 1, lambda:0.417615454995531, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.419245271943049, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.419245932781945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419245932782054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419245932781945"
[1] "Starting iterative with newton 0.419245932781945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146669297134929, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149379056237485, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149379979417404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149379979417511, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.149379979417404"
[1] "Starting iterative with newton 0.149379979417404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12450810930207, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126298510458779, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126298880336953, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126298880336969, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126298880336953"
[1] "Starting iterative with newton 0.126298880336953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122577071735146, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124298794653237, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124299134048674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124299134048687, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124299134048687"
[1] "Starting iterative with newton 0.124299134048687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122409497540331, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.124125342468509, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124125679322183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124125679322196, diff to last: 0"
[1] "Final threshold is: 0.000650247736118186"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.00803457218197"
[1] "Starting iterative with newton 3.00803457218197"
[1] "Starting newton at: 0.542264227817025"
[1] "Newton iter: 1, lambda:0.58983458678384, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.590665939342816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.590666189755783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590666189755806, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590666189755783"
[1] "Starting iterative with newton 0.590666189755783"
[1] "Starting newton at: 0.281267038066894"
[1] "Newton iter: 1, lambda:0.284776461535369, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.284779272283411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284779272285214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284779272283411"
[1] "Starting iterative with newton 0.284779272283411"
[1] "Starting newton at: 0.333815488164551"
[1] "Newton iter: 1, lambda:0.238064413753873, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.239960736697504, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.239961485390418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239961485390535, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.239961485390535"
[1] "Starting iterative with newton 0.239961485390535"
[1] "Starting newton at: 0.336176424317779"
[1] "Newton iter: 1, lambda:0.230989202662056, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.233244519868201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.23324556389511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233245563895334, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23324556389511"
[1] "Starting iterative with newton 0.23324556389511"
[1] "Starting newton at: 0.337673715748451"
[1] "Newton iter: 1, lambda:0.229871559795226, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.232234962496682, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.23223610652648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232236106526749, diff to last: 0"
[1] "Final threshold is: 0.00121659759155688"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.81889701215565"
[1] "Starting iterative with newton 2.81889701215565"
[1] "Starting newton at: 0.608876925303241"
[1] "Newton iter: 1, lambda:0.591296762274089, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.591409620423687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591409625100054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591409620423687"
[1] "Starting iterative with newton 0.591409620423687"
[1] "Starting newton at: 0.303525565365699"
[1] "Newton iter: 1, lambda:0.304541520818282, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.304541769584768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304541769584783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.304541769584768"
[1] "Starting iterative with newton 0.304541769584768"
[1] "Starting newton at: 0.297231618931522"
[1] "Newton iter: 1, lambda:0.260982581685607, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.261273160436212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261273179157017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261273179157017, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.261273179157017"
[1] "Starting iterative with newton 0.261273179157017"
[1] "Starting newton at: 0.298932812927547"
[1] "Newton iter: 1, lambda:0.254172358248027, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.254609308167058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.254609349935131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254609349935131, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.254609349935131"
[1] "Starting iterative with newton 0.254609349935131"
[1] "Starting newton at: 0.299453340088556"
[1] "Newton iter: 1, lambda:0.253112217790259, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.253579556472288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253579604152739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253579604152739, diff to last: 0"
[1] "Final threshold is: 0.00132840814589265"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.58384121967609"
[1] "Starting iterative with newton 2.58384121967609"
[1] "Starting newton at: 0.565804988049154"
[1] "Newton iter: 1, lambda:0.612716414320718, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.613581581744355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.6135818720277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.613581872027732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6135818720277"
[1] "Starting iterative with newton 0.6135818720277"
[1] "Starting newton at: 0.287559755856242"
[1] "Newton iter: 1, lambda:0.331332540447225, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.331837790198304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331837857234977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331837857234979, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331837857234977"
[1] "Starting iterative with newton 0.331837857234977"
[1] "Starting newton at: 0.297730230345825"
[1] "Newton iter: 1, lambda:0.285368956258495, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.28540589053013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285405890860182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.285405890860182"
[1] "Starting iterative with newton 0.285405890860182"
[1] "Starting newton at: 0.296346737671816"
[1] "Newton iter: 1, lambda:0.277517378653072, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.277601813420517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277601815120727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277601815120727"
[1] "Starting iterative with newton 0.277601815120727"
[1] "Starting newton at: 0.295019355757543"
[1] "Newton iter: 1, lambda:0.276201577400963, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.276285703209571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276285704893228, diff to last: 0"
[1] "Final threshold is: 0.00144735686531315"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.64107793842529"
[1] "Starting iterative with newton 1.64107793842529"
[1] "Starting newton at: 0.752504433372318"
[1] "Newton iter: 1, lambda:0.733499820017137, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.733682249645676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.733682266574943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733682266574943, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.733682266574943"
[1] "Starting iterative with newton 0.733682266574943"
[1] "Starting newton at: 0.496358857280798"
[1] "Newton iter: 1, lambda:0.524802452941636, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.525134381648796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.525134426595368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.525134426595369, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.525134426595368"
[1] "Starting iterative with newton 0.525134426595368"
[1] "Starting newton at: 0.501716017543867"
[1] "Newton iter: 1, lambda:0.473853210975076, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.47414964433923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.474149678068015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474149678068015, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.474149678068015"
[1] "Starting iterative with newton 0.474149678068015"
[1] "Starting newton at: 0.506670718930924"
[1] "Newton iter: 1, lambda:0.460719797797119, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.461510974021676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461511210574657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461511210574678, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.461511210574678"
[1] "Starting iterative with newton 0.461511210574678"
[1] "Starting newton at: 0.503733177461176"
[1] "Newton iter: 1, lambda:0.457571939987069, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.458367291611531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.458367529729996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458367529730018, diff to last: 0"
[1] "Final threshold is: 0.00240121504385368"
threshold is:
[{'ad': 0.0, 'da': 2.6480172731099596e-08, 'dd': 0.00014248046094184245}, {'ad': 1.6983756613280546e-05, 'da': 4.98356712968734e-05, 'dd': 0.00013133522864728327}, {'ad': 0.00018606332999591242, 'da': 0.0001868553200691328, 'dd': 0.0004919934042074432}, {'ad': 0.0005922049860081135, 'da': 0.0006502477361181862, 'dd': 0.0012165975915568838}, {'ad': 0.0013284081458926498, 'da': 0.0014473568653131472, 'dd': 0.002401215043853685}]
Number of points in noise estimation: 128
Estimated noise: 0.012745916331546786
0.012745916331546786
threshold is:
[{'ad': 0.04532185874932537, 'da': 0.02070485273361039, 'dd': 0.002121350225176011}, {'ad': 0.005680639229661999, 'da': 0.0005146797466543535, 'dd': 0.000797467302650845}, {'ad': 0.0017956343339275982, 'da': 0.0008830663888876606, 'dd': 0.002992332845339743}, {'ad': 0.003663858153055033, 'da': 0.0038589710257229647, 'dd': 0.007103460384057985}, {'ad': 0.007730900550780073, 'da': 0.008386956102705508, 'dd': 0.012945475438321287}]
['peppers256', 0.025, 4, 0.00016798187725736722, 0.0001230952298574434, 0.0001261915996608849, 0.0007679318176965163, 0.0001201451518953006, 0.00015654035457789226, 0.00015137834703325058, 0.00016798187725736727, 37.747375696531115, 39.097587763678675, 38.98969554302255, 31.14677337927695, 39.202937491846654, 38.05373686799209, 38.19936241325347, 37.747375696531115]
peppers256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.022209519974945767
0.022209519974945767
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234717802168186, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234797077381318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023479707739036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0234797077381318"
[1] "Starting iterative with newton 0.0234797077381318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100152116543821, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100159589519169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100159589519211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100159589519211"
[1] "Starting iterative with newton 0.0100159589519211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992335758338683, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992409276764978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992409276765381, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00992409276765381"
[1] "Starting iterative with newton 0.00992409276765381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992272773640422, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992346283770505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992346283770908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00992346283770908"
[1] "Starting iterative with newton 0.00992346283770908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992272341737611, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992345851810805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992345851811209, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000220395250178466"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129957679745765, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129971679572532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129971679572695, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0129971679572532"
[1] "Starting iterative with newton 0.0129971679572532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101911061229246, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101918487937515, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101918487937555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0101918487937515"
[1] "Starting iterative with newton 0.0101918487937515"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101729300589435, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.010173670642537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101736706425409, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0101736706425409"
[1] "Starting iterative with newton 0.0101736706425409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101728121248149, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101735526948569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101735526948608, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0101735526948569"
[1] "Starting iterative with newton 0.0101735526948569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101728113596009, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.010173551929555, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101735519295589, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000225949704795599"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0573509859943678, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0574588656690379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0574588660502662, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0574588656690379"
[1] "Starting iterative with newton 0.0574588656690379"
[1] "Starting newton at: 0.0571343386591416"
[1] "Newton iter: 1, lambda:0.0344935568401026, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0345046527559906, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345046527586567, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0345046527559906"
[1] "Starting iterative with newton 0.0345046527559906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0342370170527595, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0342623832645105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342623832784305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0342623832645105"
[1] "Starting iterative with newton 0.0342623832645105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0342343927120647, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.034259754807593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342597548215083, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.034259754807593"
[1] "Starting iterative with newton 0.034259754807593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0342343642316506, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.034259726282515, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342597262964303, diff to last: 0"
[1] "Final threshold is: 0.000760892075207691"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.227190969539289"
[1] "Newton iter: 1, lambda:0.125886352446669, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.126635277649927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126635318927876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126635318927876, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126635318927876"
[1] "Starting iterative with newton 0.126635318927876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362198973458433, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362684301395215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362684302266597, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0362684301395215"
[1] "Starting iterative with newton 0.0362684301395215"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335769195978426, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0336170830724098, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0336170831298768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0336170831298768"
[1] "Starting iterative with newton 0.0336170831298768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335004726017838, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335404075193858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335404075761354, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0335404075193858"
[1] "Starting iterative with newton 0.0335404075193858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334982625350045, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0335381908565254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335381909132544, diff to last: 0"
[1] "Final threshold is: 0.000744867119751544"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183218048757283, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.187282658850509, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187284642474044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187284642474517, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.187284642474044"
[1] "Starting iterative with newton 0.187284642474044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776643978476007, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780703525339797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078070363612797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078070363612797, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.078070363612797"
[1] "Starting iterative with newton 0.078070363612797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718907311524562, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722310168003957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722310244176668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0722310168003957"
[1] "Starting iterative with newton 0.0722310168003957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715773655940159, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0719142661538743, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0719142736110398, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0719142736110398"
[1] "Starting iterative with newton 0.0719142736110398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715603550697951, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718970724009981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718970798495484, diff to last: 0"
[1] "Final threshold is: 0.00159679963105882"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.267643858618284"
[1] "Newton iter: 1, lambda:0.299796673154246, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.299983209356261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299983215607267, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299983209356261"
[1] "Starting iterative with newton 0.299983209356261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121307976942735, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122944515173541, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122944812274482, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122944812274492, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122944812274482"
[1] "Starting iterative with newton 0.122944812274482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105931056736557, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107123269858869, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107123420649689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107123420649691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107123420649689"
[1] "Starting iterative with newton 0.107123420649689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104552386851183, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105708335475818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105708476581531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105708476581533, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105708476581531"
[1] "Starting iterative with newton 0.105708476581531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104429059513736, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105581793396543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105581933660028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10558193366003, diff to last: 0"
[1] "Final threshold is: 0.0023449240646158"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.542706333633015"
[1] "Newton iter: 1, lambda:0.390212472920513, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.395407157855473, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.395413411156939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395413411165991, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.395413411165991"
[1] "Starting iterative with newton 0.395413411165991"
[1] "Starting newton at: 0.304295958446362"
[1] "Newton iter: 1, lambda:0.153653258893106, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.156640809118445, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156641992927043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156641992927229, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.156641992927229"
[1] "Starting iterative with newton 0.156641992927229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132449837308866, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134613359551698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134613936141429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13461393614147, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134613936141429"
[1] "Starting iterative with newton 0.134613936141429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130478715271303, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132562870841411, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132563402015222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132563402015257, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.132563402015222"
[1] "Starting iterative with newton 0.132563402015222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130295016086215, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132371869993596, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132372397091744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132372397091778, diff to last: 0"
[1] "Final threshold is: 0.00293992739734129"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.357589067675439"
[1] "Newton iter: 1, lambda:0.448130046431336, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.450352984462366, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.450354300265427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450354300265888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.450354300265427"
[1] "Starting iterative with newton 0.450354300265427"
[1] "Starting newton at: 0.256411370544864"
[1] "Newton iter: 1, lambda:0.206933017959113, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.207338239802474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.207338267076807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207338267076807, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.207338267076807"
[1] "Starting iterative with newton 0.207338267076807"
[1] "Starting newton at: 0.211636395460459"
[1] "Newton iter: 1, lambda:0.180601179269854, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.180750969465634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180750972960086, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.180750969465634"
[1] "Starting iterative with newton 0.180750969465634"
[1] "Starting newton at: 0.219341989679997"
[1] "Newton iter: 1, lambda:0.177480708197561, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.177751051835044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.177751063132284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177751063132284, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177751051835044"
[1] "Starting iterative with newton 0.177751051835044"
[1] "Starting newton at: 0.213131442843889"
[1] "Newton iter: 1, lambda:0.177212502445769, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.177411432644787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.177411438756571, diff to last: 0"
[1] "Final threshold is: 0.00394022275710814"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.18150454859654"
[1] "Starting iterative with newton 2.18150454859654"
[1] "Starting newton at: 0.472551850535033"
[1] "Newton iter: 1, lambda:0.586093438042312, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.590857701018549, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.590865832317659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590865832341309, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590865832317659"
[1] "Starting iterative with newton 0.590865832317659"
[1] "Starting newton at: 0.240554320588471"
[1] "Newton iter: 1, lambda:0.369840735793718, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.374688459084267, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.374695180514618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37469518052753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.37469518052753"
[1] "Starting iterative with newton 0.37469518052753"
[1] "Starting newton at: 0.212515127963908"
[1] "Newton iter: 1, lambda:0.333025126317157, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.337010678455121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.337014993507318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337014993512374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337014993507318"
[1] "Starting iterative with newton 0.337014993507318"
[1] "Starting newton at: 0.215883484183824"
[1] "Newton iter: 1, lambda:0.326944883745361, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.330293501446711, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33029651772469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330296517727136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.33029651772469"
[1] "Starting iterative with newton 0.33029651772469"
[1] "Starting newton at: 0.209630259292385"
[1] "Newton iter: 1, lambda:0.325453405063583, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.329089560565671, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.329093110930051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329093110933434, diff to last: 0"
[1] "Final threshold is: 0.007309000020818"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.98915777982264"
[1] "Starting iterative with newton 1.98915777982264"
[1] "Starting newton at: 0.742810952906216"
[1] "Newton iter: 1, lambda:0.626980950051408, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.632121984986589, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.632132565213263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.632132565257998, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632132565213263"
[1] "Starting iterative with newton 0.632132565213263"
[1] "Starting newton at: 0.471885981421736"
[1] "Newton iter: 1, lambda:0.421224535636597, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.4220276800688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422027883783872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422027883783886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.422027883783872"
[1] "Starting iterative with newton 0.422027883783872"
[1] "Starting newton at: 0.46428291947875"
[1] "Newton iter: 1, lambda:0.381341446302793, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.383380584696871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.383381833950429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383381833950897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.383381833950429"
[1] "Starting iterative with newton 0.383381833950429"
[1] "Starting newton at: 0.469622344551087"
[1] "Newton iter: 1, lambda:0.373326799761465, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.376043719111167, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.376045915653288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376045915654724, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376045915653288"
[1] "Starting iterative with newton 0.376045915653288"
[1] "Starting newton at: 0.470818052980689"
[1] "Newton iter: 1, lambda:0.371774939307431, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.374642652163282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.374645094800051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374645094801823, diff to last: 0"
[1] "Final threshold is: 0.00832068771647719"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.65022004210186"
[1] "Starting iterative with newton 1.65022004210186"
[1] "Starting newton at: 0.677391846480771"
[1] "Newton iter: 1, lambda:0.665709299269283, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.665767660928677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.665767662391125, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665767662391125"
[1] "Starting iterative with newton 0.665767662391125"
[1] "Starting newton at: 0.406206836770799"
[1] "Newton iter: 1, lambda:0.487781398508328, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.49023775137185, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.490239945788467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490239945790218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490239945788467"
[1] "Starting iterative with newton 0.490239945788467"
[1] "Starting newton at: 0.427192580787251"
[1] "Newton iter: 1, lambda:0.452507509455322, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.452732843748392, diff to last: 0"
[1] "Newton iter: 3, lambda:0.452732861521703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452732861521703, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452732861521703"
[1] "Starting iterative with newton 0.452732861521703"
[1] "Starting newton at: 0.433450741455293"
[1] "Newton iter: 1, lambda:0.444408776783111, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.444450530499301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444450531104327, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444450530499301"
[1] "Starting iterative with newton 0.444450530499301"
[1] "Starting newton at: 0.433804608737631"
[1] "Newton iter: 1, lambda:0.442582426653975, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.442609156737804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442609156985291, diff to last: 0"
[1] "Final threshold is: 0.00983013691315872"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01040674053325"
[1] "Starting iterative with newton 1.01040674053325"
[1] "Starting newton at: 0.991353687438815"
[1] "Newton iter: 1, lambda:0.852067661445634, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.863076693896339, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.863151112388806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86315111577212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863151112388806"
[1] "Starting iterative with newton 0.863151112388806"
[1] "Starting newton at: 0.723094272279711"
[1] "Newton iter: 1, lambda:0.813677229873249, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.818721808895427, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.818736948567335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818736948703402, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.818736948703402"
[1] "Starting iterative with newton 0.818736948703402"
[1] "Starting newton at: 0.730046325016781"
[1] "Newton iter: 1, lambda:0.801788126515178, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.804900956346768, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.80490666362096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.804906663640121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.804906663640121"
[1] "Starting iterative with newton 0.804906663640121"
[1] "Starting newton at: 0.729953576437996"
[1] "Newton iter: 1, lambda:0.797783584910061, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.800553761027193, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.800558267194883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.800558267206792, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.800558267194883"
[1] "Starting iterative with newton 0.800558267194883"
[1] "Starting newton at: 0.731513774457589"
[1] "Newton iter: 1, lambda:0.796634761878292, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.7991831594813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.799186969153107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799186969161611, diff to last: 0"
[1] "Final threshold is: 0.0177495589553112"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.969322937987744"
[1] "Starting iterative with newton 0.969322937987744"
[1] "Starting newton at: 1.00488970738717"
[1] "Newton iter: 1, lambda:0.870168733504443, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.88083185049393, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.880904105175887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.880904108476799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.880904105175887"
[1] "Starting iterative with newton 0.880904105175887"
[1] "Starting newton at: 0.725640436063838"
[1] "Newton iter: 1, lambda:0.843539941141192, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.852582332687798, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.852633330794982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852633332410509, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.852633332410509"
[1] "Starting iterative with newton 0.852633332410509"
[1] "Starting newton at: 0.72719154128471"
[1] "Newton iter: 1, lambda:0.835801220820021, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.843401047476749, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.843436834527466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843436835318314, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.843436834527466"
[1] "Starting iterative with newton 0.843436834527466"
[1] "Starting newton at: 0.728891879091038"
[1] "Newton iter: 1, lambda:0.833387949800819, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.840398274741125, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.840428657633864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.840428658202787, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.840428658202787"
[1] "Starting iterative with newton 0.840428658202787"
[1] "Starting newton at: 0.730777866954878"
[1] "Newton iter: 1, lambda:0.832749979220239, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.839415470528687, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.839442916021474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.839442916485412, diff to last: 0"
[1] "Final threshold is: 0.0186436242112057"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.91054375295932"
[1] "Starting iterative with newton 0.91054375295932"
[1] "Starting newton at: 0.969505248282462"
[1] "Newton iter: 1, lambda:0.924594920724192, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.925935017967702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.925936241117439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925936241118457, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.925936241117439"
[1] "Starting iterative with newton 0.925936241117439"
[1] "Starting newton at: 0.972458405981392"
[1] "Newton iter: 1, lambda:0.930210309107824, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.931401857061348, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.931402827311373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.931402827312016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.931402827311373"
[1] "Starting iterative with newton 0.931402827311373"
[1] "Starting newton at: 0.971191985247658"
[1] "Newton iter: 1, lambda:0.932326975341065, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.933338406886087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.933339106756469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.933339106756804, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.933339106756469"
[1] "Starting iterative with newton 0.933339106756469"
[1] "Starting newton at: 0.97076806443036"
[1] "Newton iter: 1, lambda:0.933071117041801, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.934023675155589, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.934024296167062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934024296167326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.934024296167326"
[1] "Starting iterative with newton 0.934024296167326"
[1] "Starting newton at: 0.970217602630469"
[1] "Newton iter: 1, lambda:0.93335468341368, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.934266113723739, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.934266682340763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934266682340984, diff to last: 0"
[1] "Final threshold is: 0.0207496145433735"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.3360035896974"
[1] "Newton iter: 1, lambda:1.14566240912157, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.17557034395452, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.17645887363501, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17645964272622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17645964272679, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17645964272622"
[1] "Starting iterative with newton 1.17645964272622"
[1] "Starting newton at: 1.28391892236574"
[1] "Newton iter: 1, lambda:1.45672285802701, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.49659392935193, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.49855018259802, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49855473227624, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4985547323008, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49855473227624"
[1] "Starting iterative with newton 1.49855473227624"
[1] "Starting newton at: 1.70648511474335"
[1] "Newton iter: 1, lambda:1.71192626592704, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.71196573981725, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71196574188211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71196573981725"
[1] "Starting iterative with newton 1.71196573981725"
[1] "Starting newton at: 1.66841156157617"
[1] "Newton iter: 1, lambda:1.81708631138808, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.8531442570378, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.8550641553861, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.85506938113985, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85506938117848, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85506938117848"
[1] "Starting iterative with newton 1.85506938117848"
[1] "Starting newton at: 1.59427830742984"
[1] "Newton iter: 1, lambda:1.83310649724879, diff to last: 0.239"
[1] "Newton iter: 2, lambda:1.93377302553767, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.95050228721988, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.95092346328125, diff to last: 0"
[1] "Newton iter: 5, lambda:1.95092372463138, diff to last: 0"
[1] "Newton iter: 6, lambda:1.95092372463148, diff to last: 0"
[1] "Final threshold is: 0.0433290794317963"
threshold is:
[{'ad': 0.00022039525017846648, 'da': 0.00022594970479559878, 'dd': 0.0007608920752076913}, {'ad': 0.0007448671197515435, 'da': 0.001596799631058815, 'dd': 0.0023449240646157997}, {'ad': 0.0029399273973412946, 'da': 0.003940222757108137, 'dd': 0.007309000020818005}, {'ad': 0.008320687716477189, 'da': 0.009830136913158722, 'dd': 0.017749558955311176}, {'ad': 0.018643624211205658, 'da': 0.02074961454337348, 'dd': 0.0433290794317963}]
Number of points in noise estimation: 128
Estimated noise: 0.022209519974945767
0.022209519974945767
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.8002983258092"
[1] "Starting iterative with newton 60.8002983258092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6639317952903"
[1] "Starting iterative with newton 43.6639317952903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.5040131274958"
[1] "Starting iterative with newton 38.5040131274958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.5739034174585"
[1] "Starting iterative with newton 22.5739034174585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.938188458947"
[1] "Starting iterative with newton 16.938188458947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.20434856045602"
[1] "Starting iterative with newton 8.20434856045602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.78454801126677"
[1] "Starting iterative with newton 5.78454801126677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82610119115856"
[1] "Starting iterative with newton 4.82610119115856"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18150454859654"
[1] "Starting iterative with newton 2.18150454859654"
[1] "Starting newton at: 2.66328914230926"
[1] "Newton iter: 1, lambda:1.74386078920392, diff to last: 0.919"
[1] "Newton iter: 2, lambda:1.84732396195151, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.84207610327103, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.84206475548491, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8420647554313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.8420647554313"
[1] "Starting iterative with newton 1.8420647554313"
[1] "Starting newton at: 2.19364118323484"
[1] "Newton iter: 1, lambda:1.60694280781582, diff to last: 0.587"
[1] "Newton iter: 2, lambda:1.57396488872309, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.57322633411599, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57322594784858, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57322594784847, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57322594784847"
[1] "Starting iterative with newton 1.57322594784847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98915777982264"
[1] "Starting iterative with newton 1.98915777982264"
[1] "Starting newton at: 2.35418949724137"
[1] "Newton iter: 1, lambda:1.7058243016831, diff to last: 0.648"
[1] "Newton iter: 2, lambda:1.6969399309199, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.6968952589126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6968952577685, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6968952577685"
[1] "Starting iterative with newton 1.6968952577685"
[1] "Starting newton at: 2.04883308005209"
[1] "Newton iter: 1, lambda:1.54911129817443, diff to last: 0.5"
[1] "Newton iter: 2, lambda:1.48958965979519, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.48680219946928, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.4867956817648, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48679568172908, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48679568172908"
[1] "Starting iterative with newton 1.48679568172908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65022004210186"
[1] "Starting iterative with newton 1.65022004210186"
[1] "Starting newton at: 1.95870664473169"
[1] "Newton iter: 1, lambda:1.59585412622048, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.55954347146307, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.55866293654411, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55866239280893, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55866239280873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55866239280873"
[1] "Starting iterative with newton 1.55866239280873"
[1] "Starting newton at: 1.86905767423875"
[1] "Newton iter: 1, lambda:1.52863316509933, diff to last: 0.34"
[1] "Newton iter: 2, lambda:1.48520763937293, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.48375640387873, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48375469989888, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48375469989653, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48375469989653"
[1] "Starting iterative with newton 1.48375469989653"
[1] "Starting newton at: 1.78190499652684"
[1] "Newton iter: 1, lambda:1.46917382141746, diff to last: 0.313"
[1] "Newton iter: 2, lambda:1.42180415478812, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.41985484413431, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41985138408195, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41985138407103, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41985138407103"
[1] "Starting iterative with newton 1.41985138407103"
[1] "Starting newton at: 1.69436849932494"
[1] "Newton iter: 1, lambda:1.401354721431, diff to last: 0.293"
[1] "Newton iter: 2, lambda:1.34892852996493, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.34619312655564, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34618535041814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34618535035519, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34618535035519"
[1] "Starting iterative with newton 1.34618535035519"
[1] "Starting newton at: 1.63437469754395"
[1] "Newton iter: 1, lambda:1.34505884664679, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.28561192410069, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.28166889031513, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.28165080415416, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28165080377294, diff to last: 0"
[1] "Final threshold is: 0.0284648491273005"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01040674053325"
[1] "Starting iterative with newton 1.01040674053325"
[1] "Starting newton at: 1.16926340280522"
[1] "Newton iter: 1, lambda:1.28870000169268, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.27253740877125, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.27224709125589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27224699655168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27224699655167, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27224699655168"
[1] "Starting iterative with newton 1.27224699655168"
[1] "Starting newton at: 1.44927852039622"
[1] "Newton iter: 1, lambda:1.55854690060787, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.55018123442039, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.55013921811036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55013921703448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55013921703448"
[1] "Starting iterative with newton 1.55013921703448"
[1] "Starting newton at: 1.71016228165289"
[1] "Newton iter: 1, lambda:1.74971478799029, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.74912093022108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74912081125641, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74912081125641, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74912081125641"
[1] "Starting iterative with newton 1.74912081125641"
[1] "Starting newton at: 1.92898444892632"
[1] "Newton iter: 1, lambda:1.88864769044022, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.88840594927194, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88840593820678, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88840593820678, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88840593820678"
[1] "Starting iterative with newton 1.88840593820678"
[1] "Starting newton at: 2.09624136009573"
[1] "Newton iter: 1, lambda:1.97558892373903, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.97556264662265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97556264654518, diff to last: 0"
[1] "Final threshold is: 0.0438762980602018"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.969322937987744"
[1] "Starting iterative with newton 0.969322937987744"
[1] "Starting newton at: 1.32915158833862"
[1] "Newton iter: 1, lambda:1.26081832992382, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.25577037283569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25574109003325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25574108904486, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25574109003325"
[1] "Starting iterative with newton 1.25574109003325"
[1] "Starting newton at: 1.60387725174828"
[1] "Newton iter: 1, lambda:1.54449920267671, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.54260422393145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.54260204499956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54260204499667, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54260204499956"
[1] "Starting iterative with newton 1.54260204499956"
[1] "Starting newton at: 1.70683272832613"
[1] "Newton iter: 1, lambda:1.76441250198877, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.76319828596675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76319783832919, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76319783832913, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76319783832913"
[1] "Starting iterative with newton 1.76319783832913"
[1] "Starting newton at: 1.94383684907146"
[1] "Newton iter: 1, lambda:1.90671144160204, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.90655299120812, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90655298737024, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.90655299120812"
[1] "Starting iterative with newton 1.90655299120812"
[1] "Starting newton at: 2.0845517456692"
[1] "Newton iter: 1, lambda:1.98483714834569, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.98493105531249, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98493105457536, diff to last: 0"
[1] "Final threshold is: 0.0440843659054817"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.91054375295932"
[1] "Starting iterative with newton 0.91054375295932"
[1] "Starting newton at: 1.24095364242689"
[1] "Newton iter: 1, lambda:1.25363059586809, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.25344374388956, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25344370356484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25344370356484, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25344370356484"
[1] "Starting iterative with newton 1.25344370356484"
[1] "Starting newton at: 1.59144128087763"
[1] "Newton iter: 1, lambda:1.60313679590968, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.60306621372295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60306621121827, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60306621372295"
[1] "Starting iterative with newton 1.60306621372295"
[1] "Starting newton at: 1.92949776241126"
[1] "Newton iter: 1, lambda:1.84307728121618, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.84231901447666, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.84231890265561, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84231890265561, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84231890265561"
[1] "Starting iterative with newton 1.84231890265561"
[1] "Starting newton at: 2.00153125623153"
[1] "Newton iter: 1, lambda:1.98906038827631, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.98905374903588, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98905374903346, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98905374903346"
[1] "Starting iterative with newton 1.98905374903346"
[1] "Starting newton at: 2.15115353920122"
[1] "Newton iter: 1, lambda:2.06810668047331, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.06865842103409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06865842334211, diff to last: 0"
[1] "Final threshold is: 0.0459439105745565"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.41988899723934"
[1] "Newton iter: 1, lambda:1.56282625575158, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.54874849224573, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.54863950059647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54863949386531, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54863950059647"
[1] "Starting iterative with newton 1.54863950059647"
[1] "Starting newton at: 2.05962823754389"
[1] "Newton iter: 1, lambda:2.12369284917888, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.12453386899649, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12453405935826, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12453405935827, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.12453405935826"
[1] "Starting iterative with newton 2.12453405935826"
[1] "Starting newton at: 2.44652852779219"
[1] "Newton iter: 1, lambda:2.40878716123212, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.40949323448175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40949347125683, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40949347125685, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40949347125685"
[1] "Starting iterative with newton 2.40949347125685"
[1] "Starting newton at: 2.58156493711741"
[1] "Newton iter: 1, lambda:2.553514734931, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.55395814141443, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55395825020438, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55395825020438, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55395825020438"
[1] "Starting iterative with newton 2.55395825020438"
[1] "Starting newton at: 2.63042503610327"
[1] "Newton iter: 1, lambda:2.64035147144773, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.64040976827615, diff to last: 0"
[1] "Newton iter: 3, lambda:2.64040977029658, diff to last: 0"
[1] "Final threshold is: 0.0586422335354439"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.02846484912730048, 'dd': 0.04387629806020183}, {'ad': 0.04408436590548167, 'da': 0.04594391057455647, 'dd': 0.05864223353544391}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461331698871156. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008456396401840975
0.008456396401840975
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 159.683318518009"
[1] "Starting iterative with newton 159.683318518009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 114.677094037485"
[1] "Starting iterative with newton 114.677094037485"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 101.125303029139"
[1] "Starting iterative with newton 101.125303029139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.2871401763279"
[1] "Starting iterative with newton 59.2871401763279"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 44.4857380191499"
[1] "Starting iterative with newton 44.4857380191499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.5475522404788"
[1] "Starting iterative with newton 21.5475522404788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1922909591009"
[1] "Starting iterative with newton 15.1922909591009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6750669803997"
[1] "Starting iterative with newton 12.6750669803997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.72941079689005"
[1] "Starting iterative with newton 5.72941079689005"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.22423942125892"
[1] "Starting iterative with newton 5.22423942125892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.33406775729413"
[1] "Starting iterative with newton 4.33406775729413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65368930456093"
[1] "Starting iterative with newton 2.65368930456093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5457885522875"
[1] "Starting iterative with newton 2.5457885522875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.39141339980344"
[1] "Starting iterative with newton 2.39141339980344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77145120309342"
[1] "Starting iterative with newton 1.77145120309342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461331698871156. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008456396401840975
0.008456396401840975
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669463532043, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679153275377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679153275435, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679153275377"
[1] "Starting iterative with newton 0.0124679153275377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00245742992534057, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245746144648943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245746144648944, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00245746144648943"
[1] "Starting iterative with newton 0.00245746144648943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0024133723876012, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00241340249788034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00241340249788035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00241340249788034"
[1] "Starting iterative with newton 0.00241340249788034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00241317969929647, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.002413209803486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00241320980348601, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.002413209803486"
[1] "Starting iterative with newton 0.002413209803486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00241317885658638, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00241320896074928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00241320896074928, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.04070515725706e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00299325750978116, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00299330918301517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00299330918301518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00299330918301517"
[1] "Starting iterative with newton 0.00299330918301517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00294560067382274, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00294565032817705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00294565032817706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00294565032817705"
[1] "Starting iterative with newton 0.00294565032817705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00294536221178727, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00294541185615169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0029454118561517, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00294541185615169"
[1] "Starting iterative with newton 0.00294541185615169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00294536101861943, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00294541066293387, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00294541066293388, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.4907560131978e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374038546809266, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374300884691662, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374300884820636, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374300884820636"
[1] "Starting iterative with newton 0.0374300884820636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.024881840186572, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248920337800122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0248920337817228, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0248920337800122"
[1] "Starting iterative with newton 0.0248920337800122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0247544440728605, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0247645228833744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0247645228850451, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0247645228850451"
[1] "Starting iterative with newton 0.0247645228850451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0247531349700441, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0247632126108068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024763212612477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0247632126108068"
[1] "Starting iterative with newton 0.0247632126108068"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0247531215165839, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0247631991453263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0247631991469964, diff to last: 0"
[1] "Final threshold is: 0.000209407428150608"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0468389595163314, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0469071849131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0469071850577876, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0469071849131"
[1] "Starting iterative with newton 0.0469071849131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100034045536073, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100045210843974, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100045210844113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100045210844113"
[1] "Starting iterative with newton 0.0100045210844113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975270232110389, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975373448334378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975373448335534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00975373448334378"
[1] "Starting iterative with newton 0.00975373448334378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975102348622161, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975205509671978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975205509673132, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00975205509671978"
[1] "Starting iterative with newton 0.00975205509671978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975101224506857, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975204385187297, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975204385188452, diff to last: 0"
[1] "Final threshold is: 8.2467148539574e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098928832835796, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0994942294369325, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0994942478454593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0994942478454593, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0994942478454593"
[1] "Starting iterative with newton 0.0994942478454593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242012323879398, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242175013703616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242175013777139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0242175013777139"
[1] "Starting iterative with newton 0.0242175013777139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224962290333855, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0225097327111499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0225097327160157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0225097327160157"
[1] "Starting iterative with newton 0.0225097327160157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224580687905694, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224715141169797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224715141217991, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0224715141169797"
[1] "Starting iterative with newton 0.0224715141169797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224572150703888, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224706590931106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224706590979289, diff to last: 0"
[1] "Final threshold is: 0.000190020800701975"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179091633970779"
[1] "Newton iter: 1, lambda:0.150720066365873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.150795220911792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.15079522144032, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.150795220911792"
[1] "Starting iterative with newton 0.150795220911792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0294745967201526, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0295040236799715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0295040237093081, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0295040236799715"
[1] "Starting iterative with newton 0.0295040236799715"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262919134099804, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263136525468845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263136525617489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0263136525617489"
[1] "Starting iterative with newton 0.0263136525617489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262101267748947, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262316878969894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262316879115823, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0262316878969894"
[1] "Starting iterative with newton 0.0262316878969894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262080269453272, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262295835094092, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262295835239951, diff to last: 0"
[1] "Final threshold is: 0.0002218077557341"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176258232372346, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.179772853501179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179774240087806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179774240088021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.179774240087806"
[1] "Starting iterative with newton 0.179774240087806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052321143444774, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0524582636946758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524582646364284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0524582636946758"
[1] "Starting iterative with newton 0.0524582636946758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0476625945937823, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0477705044785379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.047770505031688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.047770505031688"
[1] "Starting iterative with newton 0.047770505031688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0474915743896894, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0475984968790768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0475984974210645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0475984968790768"
[1] "Starting iterative with newton 0.0475984968790768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0474852998442135, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0475921862188309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0475921867604128, diff to last: 0"
[1] "Final threshold is: 0.000402458392296667"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34261770966227"
[1] "Newton iter: 1, lambda:0.228463598656583, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.230283724513916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230284194036724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230284194036756, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.230284194036756"
[1] "Starting iterative with newton 0.230284194036756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0759703522445234, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0763722233064943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0763722345466814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0763722345466814, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0763722233064943"
[1] "Starting iterative with newton 0.0763722233064943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0678967242754501, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0682019166173785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0682019227820744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0682019227820744"
[1] "Starting iterative with newton 0.0682019227820744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0674661622648513, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0677666507356755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677666566950951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0677666507356755"
[1] "Starting iterative with newton 0.0677666507356755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067443216254758, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0677434553074009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677434612560418, diff to last: 0"
[1] "Final threshold is: 0.00057286551170978"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.333375530936588"
[1] "Newton iter: 1, lambda:0.387329498333552, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.388021869042505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388021981984402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388021981984405, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.388021981984402"
[1] "Starting iterative with newton 0.388021981984402"
[1] "Starting newton at: 0.254642642730489"
[1] "Newton iter: 1, lambda:0.14964503244017, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.150998892774175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150999118873518, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150999118873524, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150999118873518"
[1] "Starting iterative with newton 0.150999118873518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128872052213645, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130793704967606, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130794131621827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130794131621848, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130794131621827"
[1] "Starting iterative with newton 0.130794131621827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12715558430717, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129015527341563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129015924738764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129015924738782, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.129015924738764"
[1] "Starting iterative with newton 0.129015924738764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127004034329835, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12885859293909, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128858987837922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12885898783794, diff to last: 0"
[1] "Final threshold is: 0.00108968268109747"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.426972238930066"
[1] "Newton iter: 1, lambda:0.448163211470251, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.448283153164344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448283156988592, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.448283153164344"
[1] "Starting iterative with newton 0.448283153164344"
[1] "Starting newton at: 0.279404911014611"
[1] "Newton iter: 1, lambda:0.174660015120715, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.176223950094936, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.176224300725532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17622430072555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.176224300725532"
[1] "Starting iterative with newton 0.176224300725532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147277978531229, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150158739001818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15015983920606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15015983920622, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.15015983920606"
[1] "Starting iterative with newton 0.15015983920606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144834091701163, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147597720440484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147598725003802, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147598725003935, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147598725003802"
[1] "Starting iterative with newton 0.147598725003802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144593305069724, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147345563270947, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147346558804811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147346558804941, diff to last: 0"
[1] "Final threshold is: 0.00124602090970065"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.6342975016596"
[1] "Newton iter: 1, lambda:0.51292785359721, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.517257565897659, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.517263289802596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.517263289812588, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.517263289812588"
[1] "Starting iterative with newton 0.517263289812588"
[1] "Starting newton at: 0.36191465903944"
[1] "Newton iter: 1, lambda:0.193748693269874, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.198339749389225, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.198343208992032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198343208993996, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198343208992032"
[1] "Starting iterative with newton 0.198343208992032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15990469614555, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.163701136063358, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163703273084299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163703273084976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163703273084976"
[1] "Starting iterative with newton 0.163703273084976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156312302931152, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159896633772496, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159898516178746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159898516179265, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.159898516179265"
[1] "Starting iterative with newton 0.159898516179265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155916896882338, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159478363018563, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159480219041791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159480219042295, diff to last: 0"
[1] "Final threshold is: 0.00134862795046981"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.65368930456093"
[1] "Starting iterative with newton 2.65368930456093"
[1] "Starting newton at: 0.556006277225048"
[1] "Newton iter: 1, lambda:0.614883561734005, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.616269249642814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.616270004575484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.616270004575708, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.616270004575708"
[1] "Starting iterative with newton 0.616270004575708"
[1] "Starting newton at: 0.282840794237234"
[1] "Newton iter: 1, lambda:0.318131667103218, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.318452847358505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318452873880239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318452873880239, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318452873880239"
[1] "Starting iterative with newton 0.318452873880239"
[1] "Starting newton at: 0.351442723560861"
[1] "Newton iter: 1, lambda:0.267791697893025, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.269421274180341, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.269421896680667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269421896680758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269421896680667"
[1] "Starting iterative with newton 0.269421896680667"
[1] "Starting newton at: 0.349803005286727"
[1] "Newton iter: 1, lambda:0.259400291938705, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.261272331271297, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.261273139441732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261273139441882, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261273139441882"
[1] "Starting iterative with newton 0.261273139441882"
[1] "Starting newton at: 0.353974567325199"
[1] "Newton iter: 1, lambda:0.257804870666627, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.259916635678162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.259917661260683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.259917661260925, diff to last: 0"
[1] "Final threshold is: 0.00219796677545976"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5457885522875"
[1] "Starting iterative with newton 2.5457885522875"
[1] "Starting newton at: 0.628549857630085"
[1] "Newton iter: 1, lambda:0.618204005811787, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.618246381192643, diff to last: 0"
[1] "Newton iter: 3, lambda:0.618246381905828, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618246381192643"
[1] "Starting iterative with newton 0.618246381192643"
[1] "Starting newton at: 0.308497780022369"
[1] "Newton iter: 1, lambda:0.335846129282837, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.336045151506161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336045162017345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336045162017345, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.336045162017345"
[1] "Starting iterative with newton 0.336045162017345"
[1] "Starting newton at: 0.308958334297235"
[1] "Newton iter: 1, lambda:0.289065100636282, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.289161725377245, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28916172766053, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.28916172766053"
[1] "Starting iterative with newton 0.28916172766053"
[1] "Starting newton at: 0.304029757815021"
[1] "Newton iter: 1, lambda:0.281103609623029, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.281230075574412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281230079429452, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.281230079429452"
[1] "Starting iterative with newton 0.281230079429452"
[1] "Starting newton at: 0.306467681613019"
[1] "Newton iter: 1, lambda:0.279712312598493, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27988407504891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279884082142411, diff to last: 0"
[1] "Final threshold is: 0.00236681074516165"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.39141339980344"
[1] "Starting iterative with newton 2.39141339980344"
[1] "Starting newton at: 0.585828711050332"
[1] "Newton iter: 1, lambda:0.634274166009439, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.635256978080848, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.635257376934557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635257376934622, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635257376934557"
[1] "Starting iterative with newton 0.635257376934557"
[1] "Starting newton at: 0.285774528004352"
[1] "Newton iter: 1, lambda:0.359921545918799, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.361486829500033, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.361487522019168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361487522019304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361487522019168"
[1] "Starting iterative with newton 0.361487522019168"
[1] "Starting newton at: 0.282537575240625"
[1] "Newton iter: 1, lambda:0.313912130722572, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.314169830259288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314169847600384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314169847600384, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314169847600384"
[1] "Starting iterative with newton 0.314169847600384"
[1] "Starting newton at: 0.278260446232669"
[1] "Newton iter: 1, lambda:0.305617646348178, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.305810688737988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305810698329646, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305810698329646"
[1] "Starting iterative with newton 0.305810698329646"
[1] "Starting newton at: 0.276923074254687"
[1] "Newton iter: 1, lambda:0.304137262597327, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.304327795283358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304327804603255, diff to last: 0"
[1] "Final threshold is: 0.00257351647301439"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.77145120309342"
[1] "Starting iterative with newton 1.77145120309342"
[1] "Starting newton at: 0.814567639897549"
[1] "Newton iter: 1, lambda:0.713023530191781, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.717949696148741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.71796177423632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717961774308803, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717961774308803"
[1] "Starting iterative with newton 0.717961774308803"
[1] "Starting newton at: 0.541746930226143"
[1] "Newton iter: 1, lambda:0.485937020778374, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.487112609051127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.487113136669035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.487113136669142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487113136669035"
[1] "Starting iterative with newton 0.487113136669035"
[1] "Starting newton at: 0.542120646616695"
[1] "Newton iter: 1, lambda:0.429686669930025, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.434093887381177, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.434100801662519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434100801679527, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.434100801662519"
[1] "Starting iterative with newton 0.434100801662519"
[1] "Starting newton at: 0.546531278075157"
[1] "Newton iter: 1, lambda:0.415962564025508, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.421790130748434, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.421802018056749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.421802018106172, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421802018106172"
[1] "Starting iterative with newton 0.421802018106172"
[1] "Starting newton at: 0.551629650997948"
[1] "Newton iter: 1, lambda:0.412330240524798, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.418926557669655, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.418941728891717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418941728971898, diff to last: 0"
[1] "Final threshold is: 0.00354273732945899"
threshold is:
[{'ad': 2.0407051572570592e-05, 'da': 2.4907560131977995e-05, 'dd': 0.00020940742815060847}, {'ad': 8.246714853957401e-05, 'da': 0.00019002080070197543, 'dd': 0.0002218077557340998}, {'ad': 0.0004024583922966672, 'da': 0.0005728655117097797, 'dd': 0.0010896826810974744}, {'ad': 0.0012460209097006532, 'da': 0.0013486279504698099, 'dd': 0.0021979667754597606}, {'ad': 0.0023668107451616507, 'da': 0.0025735164730143895, 'dd': 0.0035427373294589937}]
Number of points in noise estimation: 128
Estimated noise: 0.022209519974945767
0.022209519974945767
threshold is:
[{'ad': 0.015345562326709583, 'da': 0.014390079862173749, 'dd': 0.003436237512495}, {'ad': 0.0009274356354769254, 'da': 0.0022582428561767655, 'dd': 0.003962860383628465}, {'ad': 0.0031625811012170324, 'da': 0.003996933023557871, 'dd': 0.009623743703052988}, {'ad': 0.008202983070430214, 'da': 0.009634844305924877, 'dd': 0.01621563379744411}, {'ad': 0.015906318388951624, 'da': 0.01688520088176013, 'dd': 0.024979173773402717}]
['peppers256', 0.05, 0, 0.0006681913628366269, 0.0004007014055596169, 0.00042569227911368857, 0.0015421726115748882, 0.0003739183906264018, 0.0005383464163858286, 0.000601439225796615, 0.0006681913628366271, 31.75099142431254, 33.971791341689595, 33.70904226658026, 28.1186701405481, 34.27223174184778, 32.68938173572424, 32.20808250676011, 31.75099142431254]
peppers256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.022868348795728407
0.022868348795728407
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154085205168937, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154113876448936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154113876449929, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0154113876449929"
[1] "Starting iterative with newton 0.0154113876449929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123855466598905, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123865098586082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012386509858614, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.012386509858614"
[1] "Starting iterative with newton 0.012386509858614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123811881712005, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123821510137939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123821510137997, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123821510137997"
[1] "Starting iterative with newton 0.0123821510137997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123811818100374, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012382144652111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123821446521168, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.00028315920274377"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260849078373579, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260957021379155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260957021397638, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0260957021379155"
[1] "Starting iterative with newton 0.0260957021379155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172343986776047, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172384253746688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172384253748886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0172384253748886"
[1] "Starting iterative with newton 0.0172384253748886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171465803561342, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171505629302775, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171505629304923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0171505629302775"
[1] "Starting iterative with newton 0.0171505629302775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171457063610052, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017149688497151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171496884973658, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.017149688497151"
[1] "Starting iterative with newton 0.017149688497151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171456976624665, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171496797942532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.017149679794468, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000392184859270037"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0621822689446513, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0623216094809486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0623216101798595, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0623216101798595"
[1] "Starting iterative with newton 0.0623216101798595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311037073637802, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311276086496214, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031127608663732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0311276086496214"
[1] "Starting iterative with newton 0.0311276086496214"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305105867741612, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305335076768544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305335076897875, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0305335076768544"
[1] "Starting iterative with newton 0.0305335076768544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304991755294433, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030522077806038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305220778189493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305220778189493"
[1] "Starting iterative with newton 0.0305220778189493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304989559485245, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305218578667922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305218578797031, diff to last: 0"
[1] "Final threshold is: 0.000697984491886702"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122274903081578, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123445300343367, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123445407171437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123445407171438, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123445407171437"
[1] "Starting iterative with newton 0.123445407171437"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0377753711474846, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0378266818030445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0378266818977084, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0378266818977084"
[1] "Starting iterative with newton 0.0378266818977084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035317850271083, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353613859559752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353613860221259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353613859559752"
[1] "Starting iterative with newton 0.0353613859559752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035246880260512, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352902033425858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352902034080349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0352902033425858"
[1] "Starting iterative with newton 0.0352902033425858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352448309968068, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352881479496161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035288148015045, diff to last: 0"
[1] "Final threshold is: 0.00080698167566709"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.15928798760317"
[1] "Newton iter: 1, lambda:0.188656664824972, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.188756246479775, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188756247622335, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.188756246479775"
[1] "Starting iterative with newton 0.188756246479775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0744181000717486, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747656578589622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747656654362068, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0747656654362068"
[1] "Starting iterative with newton 0.0747656654362068"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0696657478883401, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0699596466271209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699596518558692, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0699596518558692"
[1] "Starting iterative with newton 0.0699596518558692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694626049254244, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0697543486643722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697543538089269, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0697543538089269"
[1] "Starting iterative with newton 0.0697543538089269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694539222873394, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0697455741640207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697455793050035, diff to last: 0"
[1] "Final threshold is: 0.00159496611694117"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.284681089430472"
[1] "Newton iter: 1, lambda:0.296452511430553, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.296477462060376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296477462172299, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.296477462060376"
[1] "Starting iterative with newton 0.296477462060376"
[1] "Starting newton at: 0.111611360622853"
[1] "Newton iter: 1, lambda:0.131946688132699, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.131990781769354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.131990781976521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131990781769354"
[1] "Starting iterative with newton 0.131990781769354"
[1] "Starting newton at: 0.187755369877645"
[1] "Newton iter: 1, lambda:0.119548757716743, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.120024083007258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120024106150419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120024106150419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.120024106150419"
[1] "Starting iterative with newton 0.120024106150419"
[1] "Starting newton at: 0.197944727172461"
[1] "Newton iter: 1, lambda:0.118483910176804, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.119126816065222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119126858277776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119126858277776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.119126858277776"
[1] "Starting iterative with newton 0.119126858277776"
[1] "Starting newton at: 0.198841975045105"
[1] "Newton iter: 1, lambda:0.118400699465219, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.119059393659439, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119059437960816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119059437960816, diff to last: 0"
[1] "Final threshold is: 0.00272269275471133"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.293648649464963"
[1] "Newton iter: 1, lambda:0.39430057671112, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.396689482737598, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.396690805201975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39669080520238, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.39669080520238"
[1] "Starting iterative with newton 0.39669080520238"
[1] "Starting newton at: 0.305183515910872"
[1] "Newton iter: 1, lambda:0.156605778651867, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.159524719234471, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159525853868993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159525853869165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.159525853869165"
[1] "Starting iterative with newton 0.159525853869165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135575109729629, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137855521538289, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137856165895823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137856165895874, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137856165895823"
[1] "Starting iterative with newton 0.137856165895823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133640596278104, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135840963023696, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13584155881009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135841558810134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135841558810134"
[1] "Starting iterative with newton 0.135841558810134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133460418514396, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135653423965668, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135654015390518, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135654015390561, diff to last: 0"
[1] "Final threshold is: 0.00310218333949148"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34883829775552"
[1] "Newton iter: 1, lambda:0.474066744242438, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.478467069108159, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.478472352321791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478472352329398, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478472352321791"
[1] "Starting iterative with newton 0.478472352321791"
[1] "Starting newton at: 0.315520559620236"
[1] "Newton iter: 1, lambda:0.21848951000966, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.220169813674635, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.220170321784736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220170321784782, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.220170321784736"
[1] "Starting iterative with newton 0.220170321784736"
[1] "Starting newton at: 0.280227456112165"
[1] "Newton iter: 1, lambda:0.186912588494324, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.1883671547071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188367510091664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188367510091685, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188367510091664"
[1] "Starting iterative with newton 0.188367510091664"
[1] "Starting newton at: 0.264797147331422"
[1] "Newton iter: 1, lambda:0.183277818578621, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.184378590737365, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184378792340864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184378792340871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.184378792340871"
[1] "Starting iterative with newton 0.184378792340871"
[1] "Starting newton at: 0.257685648337883"
[1] "Newton iter: 1, lambda:0.182952862340068, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.183877292270935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183877434282622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183877434282626, diff to last: 0"
[1] "Final threshold is: 0.00420497330283872"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.25332197872699"
[1] "Starting iterative with newton 2.25332197872699"
[1] "Starting newton at: 0.672338881148212"
[1] "Newton iter: 1, lambda:0.597219189084061, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.599196421955329, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.599197829125366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599197829126079, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599197829125366"
[1] "Starting iterative with newton 0.599197829125366"
[1] "Starting newton at: 0.268004542794631"
[1] "Newton iter: 1, lambda:0.367472002997241, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.370323692505436, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.370326011061359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370326011062891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370326011061359"
[1] "Starting iterative with newton 0.370326011061359"
[1] "Starting newton at: 0.206030075906271"
[1] "Newton iter: 1, lambda:0.326645456471876, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.330594252541398, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.3305984461107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330598446115427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.3305984461107"
[1] "Starting iterative with newton 0.3305984461107"
[1] "Starting newton at: 0.197979080044304"
[1] "Newton iter: 1, lambda:0.319573547889143, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.323541022681345, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.323545209887981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323545209892643, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323545209887981"
[1] "Starting iterative with newton 0.323545209887981"
[1] "Starting newton at: 0.179052467495672"
[1] "Newton iter: 1, lambda:0.317168366147353, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.322280123638599, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.322287061590793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322287061603568, diff to last: 0"
[1] "Final threshold is: 0.00737017293680867"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.88784034402045"
[1] "Starting iterative with newton 1.88784034402045"
[1] "Starting newton at: 0.51078000804325"
[1] "Newton iter: 1, lambda:0.625442850301476, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.630892682723757, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.630904613536513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.630904613593592, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.630904613593592"
[1] "Starting iterative with newton 0.630904613593592"
[1] "Starting newton at: 0.45037928521491"
[1] "Newton iter: 1, lambda:0.43467086862653, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.434750348139177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434750350179725, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.434750348139177"
[1] "Starting iterative with newton 0.434750348139177"
[1] "Starting newton at: 0.460819217526431"
[1] "Newton iter: 1, lambda:0.396250631232867, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.397525911923074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.397526414942575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397526414942653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.397526414942575"
[1] "Starting iterative with newton 0.397526414942575"
[1] "Starting newton at: 0.454683497745133"
[1] "Newton iter: 1, lambda:0.388900461827036, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.390212827921652, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.390213356003308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390213356003394, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.390213356003308"
[1] "Starting iterative with newton 0.390213356003308"
[1] "Starting newton at: 0.452930772447981"
[1] "Newton iter: 1, lambda:0.387469211386806, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.388766696111224, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388767211391257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388767211391338, diff to last: 0"
[1] "Final threshold is: 0.00889046419043979"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.59948889534206"
[1] "Starting iterative with newton 1.59948889534206"
[1] "Starting newton at: 0.681349624056636"
[1] "Newton iter: 1, lambda:0.67106145028513, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.671107133432317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.671107134336354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.671107134336354"
[1] "Starting iterative with newton 0.671107134336354"
[1] "Starting newton at: 0.413623708763612"
[1] "Newton iter: 1, lambda:0.501326977164057, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.504227308619981, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.504230429259668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504230429263278, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.504230429259668"
[1] "Starting iterative with newton 0.504230429259668"
[1] "Starting newton at: 0.41456352591417"
[1] "Newton iter: 1, lambda:0.46805827895751, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.469091350975242, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469091732651008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.46909173265106, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.469091732651008"
[1] "Starting iterative with newton 0.469091732651008"
[1] "Starting newton at: 0.417712583386626"
[1] "Newton iter: 1, lambda:0.460790452023479, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.461453727084876, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.46145388315288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461453883152888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.46145388315288"
[1] "Starting iterative with newton 0.46145388315288"
[1] "Starting newton at: 0.419887227743297"
[1] "Newton iter: 1, lambda:0.459230452919436, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.459782371395357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459782479266177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459782479266181, diff to last: 0"
[1] "Final threshold is: 0.0105144661060237"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.0171766948434"
[1] "Starting iterative with newton 1.0171766948434"
[1] "Starting newton at: 0.955571293955797"
[1] "Newton iter: 1, lambda:0.875642262338264, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.879476580811776, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.879485793523508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.879485793576596, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.879485793523508"
[1] "Starting iterative with newton 0.879485793523508"
[1] "Starting newton at: 0.967071778336396"
[1] "Newton iter: 1, lambda:0.825137972598713, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.836538770756817, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.836618252167527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836618256011307, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836618252167527"
[1] "Starting iterative with newton 0.836618252167527"
[1] "Starting newton at: 0.693341085672162"
[1] "Newton iter: 1, lambda:0.813695720097417, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.822825153078018, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.82287560554003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822875607074846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.82287560554003"
[1] "Starting iterative with newton 0.82287560554003"
[1] "Starting newton at: 0.701909179749664"
[1] "Newton iter: 1, lambda:0.810952419757331, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.818396489490995, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.81842990989049, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818429910561968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.81842990989049"
[1] "Starting iterative with newton 0.81842990989049"
[1] "Starting newton at: 0.703593640239947"
[1] "Newton iter: 1, lambda:0.809896451678344, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.816957570316463, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.816987606687665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816987607229525, diff to last: 0"
[1] "Final threshold is: 0.0186831575639123"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.93540680141224"
[1] "Starting iterative with newton 0.93540680141224"
[1] "Starting newton at: 0.994342189608016"
[1] "Newton iter: 1, lambda:0.878613928935018, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.886626145385387, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.886667195410956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.886667196484356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.886667195410956"
[1] "Starting iterative with newton 0.886667195410956"
[1] "Starting newton at: 1.00059057730716"
[1] "Newton iter: 1, lambda:0.859257337656589, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.870932486545835, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.871018954125613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.871018958842697, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.871018958842697"
[1] "Starting iterative with newton 0.871018958842697"
[1] "Starting newton at: 0.997586668745413"
[1] "Newton iter: 1, lambda:0.853823432890628, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.865854698432529, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.865946242318942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.865946247589469, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.865946247589469"
[1] "Starting iterative with newton 0.865946247589469"
[1] "Starting newton at: 0.741484024142416"
[1] "Newton iter: 1, lambda:0.8556730624523, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.864250361193294, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.864296766110087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.864296767462987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.864296766110087"
[1] "Starting iterative with newton 0.864296766110087"
[1] "Starting newton at: 0.741277177167221"
[1] "Newton iter: 1, lambda:0.855183219529126, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.863713990517427, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.863759876759653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863759878082034, diff to last: 0"
[1] "Final threshold is: 0.0197527621374951"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.871170406843267"
[1] "Starting iterative with newton 0.871170406843267"
[1] "Starting newton at: 0.948732881524927"
[1] "Newton iter: 1, lambda:0.938579650106638, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.938650650439736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.938650653930501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.938650650439736"
[1] "Starting iterative with newton 0.938650650439736"
[1] "Starting newton at: 0.946139484940623"
[1] "Newton iter: 1, lambda:0.963006425119422, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.963208128201984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.963208156792386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963208156792387, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.963208156792386"
[1] "Starting iterative with newton 0.963208156792386"
[1] "Starting newton at: 0.948505157547239"
[1] "Newton iter: 1, lambda:0.971649566966364, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.972032614521984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.972032718176424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.972032718176431, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.972032718176424"
[1] "Starting iterative with newton 0.972032718176424"
[1] "Starting newton at: 0.945881186567007"
[1] "Newton iter: 1, lambda:0.974596348029128, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.975188807030031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.975189055484353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.975189055484397, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.975189055484397"
[1] "Starting iterative with newton 0.975189055484397"
[1] "Starting newton at: 0.945013276830857"
[1] "Newton iter: 1, lambda:0.975640678429976, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.976315793530165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.976316116371763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.976316116371836, diff to last: 0"
[1] "Final threshold is: 0.0223267374840821"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31325087298889"
[1] "Newton iter: 1, lambda:1.17968635851031, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.1954595307284, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.19570871573825, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19570877724883, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19570877724884, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19570877724884"
[1] "Starting iterative with newton 1.19570877724884"
[1] "Starting newton at: 1.73210196413732"
[1] "Newton iter: 1, lambda:1.47349272548988, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.5325130721382, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.53696366037947, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.53698774718508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5369877478875, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5369877478875"
[1] "Starting iterative with newton 1.5369877478875"
[1] "Starting newton at: 1.70060657246468"
[1] "Newton iter: 1, lambda:1.75909893767128, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.7640603893284, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.76409409563222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76409409717894, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76409409563222"
[1] "Starting iterative with newton 1.76409409563222"
[1] "Starting newton at: 1.64023028293371"
[1] "Newton iter: 1, lambda:1.84013527683098, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.90942349024263, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.9170543439417, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.91714053825606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91714054914733, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91714054914733, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91714053825606"
[1] "Starting iterative with newton 1.91714053825606"
[1] "Starting newton at: 1.62629612140929"
[1] "Newton iter: 1, lambda:1.87884141540129, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.99624128207339, diff to last: 0.117"
[1] "Newton iter: 3, lambda:2.02044390300903, diff to last: 0.024"
[1] "Newton iter: 4, lambda:2.02137471445889, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.02137604910399, diff to last: 0"
[1] "Newton iter: 6, lambda:2.02137604910673, diff to last: 0"
[1] "Final threshold is: 0.0462255325383042"
threshold is:
[{'ad': 0.0002831592027437698, 'da': 0.0003921848592700374, 'dd': 0.0006979844918867015}, {'ad': 0.0008069816756670901, 'da': 0.0015949661169411685, 'dd': 0.002722692754711325}, {'ad': 0.0031021833394914767, 'da': 0.004204973302838716, 'dd': 0.007370172936808668}, {'ad': 0.008890464190439795, 'da': 0.010514466106023695, 'dd': 0.018683157563912332}, {'ad': 0.019752762137495126, 'da': 0.02232673748408212, 'dd': 0.04622553253830419}]
Number of points in noise estimation: 128
Estimated noise: 0.022868348795728407
0.022868348795728407
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.6483907340997"
[1] "Starting iterative with newton 58.6483907340997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.4414287680809"
[1] "Starting iterative with newton 42.4414287680809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.3103937594757"
[1] "Starting iterative with newton 38.3103937594757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.8300489542959"
[1] "Starting iterative with newton 21.8300489542959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.491496610127"
[1] "Starting iterative with newton 16.491496610127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.37625112034968"
[1] "Starting iterative with newton 8.37625112034968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84931072756095"
[1] "Starting iterative with newton 5.84931072756095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.29949253040008"
[1] "Starting iterative with newton 4.29949253040008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25332197872699"
[1] "Starting iterative with newton 2.25332197872699"
[1] "Starting newton at: 2.65995192932567"
[1] "Newton iter: 1, lambda:1.72351241306764, diff to last: 0.936"
[1] "Newton iter: 2, lambda:1.84292940169971, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.83570254403321, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.83568078637409, diff to last: 0"
[1] "Newton iter: 5, lambda:1.83568078617405, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.83568078637409"
[1] "Starting iterative with newton 1.83568078637409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.88784034402045"
[1] "Starting iterative with newton 1.88784034402045"
[1] "Starting newton at: 2.27113934458165"
[1] "Newton iter: 1, lambda:1.69757531181309, diff to last: 0.574"
[1] "Newton iter: 2, lambda:1.67677160741376, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.67652505520569, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67652501949804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67652501949804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67652501949804"
[1] "Starting iterative with newton 1.67652501949804"
[1] "Starting newton at: 2.03737961199991"
[1] "Newton iter: 1, lambda:1.59136482426312, diff to last: 0.446"
[1] "Newton iter: 2, lambda:1.54295797425743, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.54128733589296, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.54128522760449, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54128522760113, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54128522760113"
[1] "Starting iterative with newton 1.54128522760113"
[1] "Starting newton at: 1.89318223624373"
[1] "Newton iter: 1, lambda:1.49589799288658, diff to last: 0.397"
[1] "Newton iter: 2, lambda:1.43352955123722, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.43015750077214, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.43014703111016, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43014703100897, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43014703100897"
[1] "Starting iterative with newton 1.43014703100897"
[1] "Starting newton at: 1.78197137481736"
[1] "Newton iter: 1, lambda:1.41233082597265, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.3386837974533, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.33311515638869, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.33308140607281, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33308140482944, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33308140482944"
[1] "Starting iterative with newton 1.33308140482944"
[1] "Starting newton at: 1.6542690569846"
[1] "Newton iter: 1, lambda:1.31731906236593, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.2339170011892, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.22529909744271, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.22520217518378, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22520216289699, diff to last: 0"
[1] "Newton iter: 6, lambda:1.22520216289699, diff to last: 0"
[1] "Final threshold is: 0.0280183506873879"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59948889534206"
[1] "Starting iterative with newton 1.59948889534206"
[1] "Starting newton at: 1.91898209579774"
[1] "Newton iter: 1, lambda:1.57323797829261, diff to last: 0.346"
[1] "Newton iter: 2, lambda:1.53742852088734, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.53654498987433, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53654442571172, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53654442571149, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53654442571149"
[1] "Starting iterative with newton 1.53654442571149"
[1] "Starting newton at: 1.85874137847258"
[1] "Newton iter: 1, lambda:1.53355042101944, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.49449943736206, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.49335562429462, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49335459547226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49335459547143, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49335459547143"
[1] "Starting iterative with newton 1.49335459547143"
[1] "Starting newton at: 1.80993308303807"
[1] "Newton iter: 1, lambda:1.50434183231741, diff to last: 0.306"
[1] "Newton iter: 2, lambda:1.4641875065251, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.46290252425443, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46290114757372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46290114757214, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.46290114757214"
[1] "Starting iterative with newton 1.46290114757214"
[1] "Starting newton at: 1.77586158733474"
[1] "Newton iter: 1, lambda:1.48065298497597, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.43922731322032, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.43779108047828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4377892769031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43778927690025, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.43778927690025"
[1] "Starting iterative with newton 1.43778927690025"
[1] "Starting newton at: 1.75761997619419"
[1] "Newton iter: 1, lambda:1.46630537960869, diff to last: 0.291"
[1] "Newton iter: 2, lambda:1.4237916492686, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.42223331126705, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42223112512949, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42223112512518, diff to last: 0"
[1] "Final threshold is: 0.0325240774376025"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0171766948434"
[1] "Starting iterative with newton 1.0171766948434"
[1] "Starting newton at: 1.17274518296667"
[1] "Newton iter: 1, lambda:1.26515825040321, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.2551460737261, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.25503054582581, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25503053035127, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25503053035127, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25503053035127"
[1] "Starting iterative with newton 1.25503053035127"
[1] "Starting newton at: 1.58815741287668"
[1] "Newton iter: 1, lambda:1.52432378736418, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.52196628584933, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52196266554579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52196266553722, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52196266553722"
[1] "Starting iterative with newton 1.52196266553722"
[1] "Starting newton at: 1.68435605187283"
[1] "Newton iter: 1, lambda:1.74954381992191, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.7478161359952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.74781512811961, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74781512811927, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74781512811961"
[1] "Starting iterative with newton 1.74781512811961"
[1] "Starting newton at: 1.90882992179926"
[1] "Newton iter: 1, lambda:1.88516064471926, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.88506687947215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88506687778882, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88506687778882"
[1] "Starting iterative with newton 1.88506687778882"
[1] "Starting newton at: 2.06455228856375"
[1] "Newton iter: 1, lambda:1.96763063878881, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.96738063870275, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96738063137735, diff to last: 0"
[1] "Final threshold is: 0.0449907466598174"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.93540680141224"
[1] "Starting iterative with newton 0.93540680141224"
[1] "Starting newton at: 1.28857356075682"
[1] "Newton iter: 1, lambda:1.27940899194612, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.27931703698279, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27931702766566, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27931702766566"
[1] "Starting iterative with newton 1.27931702766566"
[1] "Starting newton at: 1.64281476490731"
[1] "Newton iter: 1, lambda:1.6102168386938, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.60972607738678, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60972595707553, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60972595707552, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60972595707552"
[1] "Starting iterative with newton 1.60972595707552"
[1] "Starting newton at: 1.77143578208063"
[1] "Newton iter: 1, lambda:1.83226467953755, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.83122059224129, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83122035609229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83122035609228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83122035609229"
[1] "Starting iterative with newton 1.83122035609229"
[1] "Starting newton at: 1.99389939385645"
[1] "Newton iter: 1, lambda:1.96536161871963, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.96531286965883, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96531286945, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96531286945"
[1] "Starting iterative with newton 1.96531286945"
[1] "Starting newton at: 2.14281715817498"
[1] "Newton iter: 1, lambda:2.04266458372238, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.0432941937745, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04329418374669, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04329418374669, diff to last: 0"
[1] "Final threshold is: 0.0467267640862025"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.871170406843267"
[1] "Starting iterative with newton 0.871170406843267"
[1] "Starting newton at: 1.19516087622469"
[1] "Newton iter: 1, lambda:1.2850158217886, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.27592162304364, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.27583111942135, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27583111039973, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27583111942135"
[1] "Starting iterative with newton 1.27583111942135"
[1] "Starting newton at: 1.59987531559619"
[1] "Newton iter: 1, lambda:1.66561636639377, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.66356832295013, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66356664469325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66356664469212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66356664469212"
[1] "Starting iterative with newton 1.66356664469212"
[1] "Starting newton at: 1.98489789446768"
[1] "Newton iter: 1, lambda:1.91650519053622, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.91636151172434, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9163615096348, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91636151172434"
[1] "Starting iterative with newton 1.91636151172434"
[1] "Starting newton at: 2.06165929228162"
[1] "Newton iter: 1, lambda:2.06019816438477, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.06019821569539, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06019821569539, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06019821569539"
[1] "Starting iterative with newton 2.06019821569539"
[1] "Starting newton at: 2.22329509320777"
[1] "Newton iter: 1, lambda:2.13973906625959, diff to last: 0.084"
[1] "Newton iter: 2, lambda:2.1407565796843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.14075666131791, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14075666131791, diff to last: 0"
[1] "Final threshold is: 0.0489555700177969"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.63898618266167"
[1] "Newton iter: 1, lambda:1.57247278647787, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.57056942517235, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.57056756431871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57056756431693, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57056756431871"
[1] "Starting iterative with newton 1.57056756431871"
[1] "Starting newton at: 2.24704412925012"
[1] "Newton iter: 1, lambda:2.16691678692287, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.16941928464026, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.16942132439293, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16942132439429, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.16942132439429"
[1] "Starting iterative with newton 2.16942132439429"
[1] "Starting newton at: 2.48153328071539"
[1] "Newton iter: 1, lambda:2.46871884665869, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.4688062234561, diff to last: 0"
[1] "Newton iter: 3, lambda:2.46880622747163, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4688062234561"
[1] "Starting iterative with newton 2.4688062234561"
[1] "Starting newton at: 2.63754176205043"
[1] "Newton iter: 1, lambda:2.62440377054464, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.6245077735272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62450778000666, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62450778000666"
[1] "Starting iterative with newton 2.62450778000666"
[1] "Starting newton at: 2.71490382491236"
[1] "Newton iter: 1, lambda:2.71301221960997, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.71301449064256, diff to last: 0"
[1] "Newton iter: 3, lambda:2.71301449064583, diff to last: 0"
[1] "Final threshold is: 0.0620421616598794"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.028018350687387856, 'da': 0.03252407743760249, 'dd': 0.04499074665981738}, {'ad': 0.04672676408620248, 'da': 0.04895557001779693, 'dd': 0.062042161659879434}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.457893392683218. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008626562644894715
0.008626562644894715
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 155.472337108604"
[1] "Starting iterative with newton 155.472337108604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 112.508937384455"
[1] "Starting iterative with newton 112.508937384455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 101.557883835906"
[1] "Starting iterative with newton 101.557883835906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 57.8697673991978"
[1] "Starting iterative with newton 57.8697673991978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.717679007078"
[1] "Starting iterative with newton 43.717679007078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.2047923496074"
[1] "Starting iterative with newton 22.2047923496074"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5060692698525"
[1] "Starting iterative with newton 15.5060692698525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3976213791256"
[1] "Starting iterative with newton 11.3976213791256"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.97338187639611"
[1] "Starting iterative with newton 5.97338187639611"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00451839682138"
[1] "Starting iterative with newton 5.00451839682138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.24012106087512"
[1] "Starting iterative with newton 4.24012106087512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69645656121574"
[1] "Starting iterative with newton 2.69645656121574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.47969091295608"
[1] "Starting iterative with newton 2.47969091295608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30940521089227"
[1] "Starting iterative with newton 2.30940521089227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78802003782539"
[1] "Starting iterative with newton 1.78802003782539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.457893392683218. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008626562644894715
0.008626562644894715
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117965504826341, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117974621445717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117974621445771, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0117974621445717"
[1] "Starting iterative with newton 0.0117974621445717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117939184768465, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117948298948095, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117948298948149, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0117948298948095"
[1] "Starting iterative with newton 0.0117948298948095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117939081341015, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117948195511054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117948195511109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0117948195511054"
[1] "Starting iterative with newton 0.0117948195511054"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117939080934584, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117948195104586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117948195104641, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000101748749392198"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221659605143406, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221726059874573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221726059880545, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0221726059874573"
[1] "Starting iterative with newton 0.0221726059874573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00969467171558228, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00969537078709302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00969537078709666, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00969537078709666"
[1] "Starting iterative with newton 0.00969537078709666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00960740343155478, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00960809139591925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00960809139592278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00960809139592278"
[1] "Starting iterative with newton 0.00960809139592278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00960679058145254, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00960747846785765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00960747846786118, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00960747846786118"
[1] "Starting iterative with newton 0.00960747846786118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00960678627753669, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00960747416339431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00960747416339783, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.28794777297588e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0375088389322983, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.037535983088591, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375359831028001, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.037535983088591"
[1] "Starting iterative with newton 0.037535983088591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130514439406197, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130536289150706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130536289151318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0130536289150706"
[1] "Starting iterative with newton 0.0130536289150706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127970492476094, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012799127340754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127991273408088, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.012799127340754"
[1] "Starting iterative with newton 0.012799127340754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127944037896126, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127964807912446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127964807912993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0127964807912446"
[1] "Starting iterative with newton 0.0127964807912446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012794376279548, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127964532698314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127964532698862, diff to last: 0"
[1] "Final threshold is: 0.000110389405764669"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0484120893682005, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0484791907746464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0484791909034794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0484791907746464"
[1] "Starting iterative with newton 0.0484791907746464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0114749530503796, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0114767141459346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0114767141459761, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0114767141459761"
[1] "Starting iterative with newton 0.0114767141459761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110376632008726, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110392644995106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110392644995443, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110392644995443"
[1] "Starting iterative with newton 0.0110392644995443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110325268115003, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110341262858253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110341262858589, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110341262858589"
[1] "Starting iterative with newton 0.0110341262858589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110324664850753, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110340659379811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110340659380148, diff to last: 0"
[1] "Final threshold is: 9.51860610421832e-05"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842347448034201, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846255659957237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.084625574393834, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.084625574393834"
[1] "Starting iterative with newton 0.084625574393834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340724187024876, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341066086743509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341066087087726, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0341066087087726"
[1] "Starting iterative with newton 0.0341066087087726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0330084019354113, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330400190852213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330400191142262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0330400190852213"
[1] "Starting iterative with newton 0.0330400190852213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0329857894450084, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330173533481273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330173533770255, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0330173533481273"
[1] "Starting iterative with newton 0.0330173533481273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0329853088534241, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330168716255065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330168716544023, diff to last: 0"
[1] "Final threshold is: 0.00028482211166515"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146880680130506, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.148862152176255, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148862510423466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148862510423477, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148862510423466"
[1] "Starting iterative with newton 0.148862510423466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0531574656943795, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0532909082162438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0532909090569325, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0532909082162438"
[1] "Starting iterative with newton 0.0532909082162438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0496385192448583, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497519203170863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497519209088063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0497519203170863"
[1] "Starting iterative with newton 0.0497519203170863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495068969866223, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496195874810705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496195880648296, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0496195874810705"
[1] "Starting iterative with newton 0.0496195874810705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495019734275148, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496146373950703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496146379785333, diff to last: 0"
[1] "Final threshold is: 0.00042800377759231"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175938351046522, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.179382043910482, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.179383353413882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179383353414072, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.179383353414072"
[1] "Starting iterative with newton 0.179383353414072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.054031300738081, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541823540995694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541823552800982, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0541823540995694"
[1] "Starting iterative with newton 0.0541823540995694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492393390928576, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0493585925070568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0493585932065663, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0493585932065663"
[1] "Starting iterative with newton 0.0493585932065663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0490553815760831, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0491735082780234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0491735089630027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0491735082780234"
[1] "Starting iterative with newton 0.0491735082780234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04904832446291, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0491664080760407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0491664087604677, diff to last: 0"
[1] "Final threshold is: 0.000424137099292423"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.342350120665854"
[1] "Newton iter: 1, lambda:0.246015283504229, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.247381433587548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247381712252362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247381712252374, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247381712252362"
[1] "Starting iterative with newton 0.247381712252362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0729723502970296, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733280120430832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733280204893219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0733280120430832"
[1] "Starting iterative with newton 0.0733280120430832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.064224041142369, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0644838143759137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0644838186252292, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0644838143759137"
[1] "Starting iterative with newton 0.0644838143759137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.063777446556593, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0640328222114301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0640328263053395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0640328263053395"
[1] "Starting iterative with newton 0.0640328263053395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637546718766058, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0640098245094656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0640098285955779, diff to last: 0"
[1] "Final threshold is: 0.000552184761019622"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.385040235018646"
[1] "Newton iter: 1, lambda:0.376215082553071, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.376232919258505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.376232919331482, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.376232919258505"
[1] "Starting iterative with newton 0.376232919258505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142223264570123, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144660465537996, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144661179750712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144661179750773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.144661179750712"
[1] "Starting iterative with newton 0.144661179750712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123670489290316, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125392661610594, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125392995151549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125392995151561, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125392995151549"
[1] "Starting iterative with newton 0.125392995151549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122101193609285, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123769942426509, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12377025375038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123770253750391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12377025375038"
[1] "Starting iterative with newton 0.12377025375038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121968878746098, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123633171031086, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123633480539453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123633480539464, diff to last: 0"
[1] "Final threshold is: 0.00106653196487996"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.29670912739733"
[1] "Newton iter: 1, lambda:0.454642733083241, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.461586975702344, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.46159999961135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461599999657084, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.46159999961135"
[1] "Starting iterative with newton 0.46159999961135"
[1] "Starting newton at: 0.333752278037734"
[1] "Newton iter: 1, lambda:0.173930070626967, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.177630759865151, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177632762404026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177632762404613, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.177632762404026"
[1] "Starting iterative with newton 0.177632762404026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147155242735484, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150062345458879, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150063478362667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150063478362839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.150063478362839"
[1] "Starting iterative with newton 0.150063478362839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144548660275201, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147328428592865, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147329455222641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147329455222781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147329455222781"
[1] "Starting iterative with newton 0.147329455222781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144289450450274, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.147056761087717, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14705777763109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147057777631227, diff to last: 0"
[1] "Final threshold is: 0.0012686031311536"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.700929560780598"
[1] "Newton iter: 1, lambda:0.511960927994616, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.522341892329181, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.522375232395194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.522375232738122, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.522375232395194"
[1] "Starting iterative with newton 0.522375232395194"
[1] "Starting newton at: 0.313890825222671"
[1] "Newton iter: 1, lambda:0.210425079413874, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.212244878851317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.212245445779499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212245445779554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.212245445779499"
[1] "Starting iterative with newton 0.212245445779499"
[1] "Starting newton at: 0.317946821059258"
[1] "Newton iter: 1, lambda:0.174751368074954, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.17793049368505, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.177932071855673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177932071856062, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177932071855673"
[1] "Starting iterative with newton 0.177932071855673"
[1] "Starting newton at: 0.313860716387167"
[1] "Newton iter: 1, lambda:0.170908222295016, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.174043535332573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174045053727652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174045053728008, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174045053727652"
[1] "Starting iterative with newton 0.174045053727652"
[1] "Starting newton at: 0.313123000732538"
[1] "Newton iter: 1, lambda:0.170484246652239, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.173602132453372, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.173603632155367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173603632155714, diff to last: 0"
[1] "Final threshold is: 0.00149760260816953"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.69645656121574"
[1] "Starting iterative with newton 2.69645656121574"
[1] "Starting newton at: 0.568099479503031"
[1] "Newton iter: 1, lambda:0.622668816275601, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.623877800017108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623878384121618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623878384121755, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623878384121618"
[1] "Starting iterative with newton 0.623878384121618"
[1] "Starting newton at: 0.293149511408776"
[1] "Newton iter: 1, lambda:0.316886941853759, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.317031747023218, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317031752400711, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.317031747023218"
[1] "Starting iterative with newton 0.317031747023218"
[1] "Starting newton at: 0.330973465355802"
[1] "Newton iter: 1, lambda:0.265113059928838, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.266119837185821, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.266120073602039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266120073602052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.266120073602039"
[1] "Starting iterative with newton 0.266120073602039"
[1] "Starting newton at: 0.332122893106149"
[1] "Newton iter: 1, lambda:0.256255291774001, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.257568162677512, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.25756855793413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257568557934166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25756855793413"
[1] "Starting iterative with newton 0.25756855793413"
[1] "Starting newton at: 0.330081482960649"
[1] "Newton iter: 1, lambda:0.254841563905079, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.256129224328946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256129603452093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256129603452125, diff to last: 0"
[1] "Final threshold is: 0.00220951806939152"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.47969091295608"
[1] "Starting iterative with newton 2.47969091295608"
[1] "Starting newton at: 0.600331861342663"
[1] "Newton iter: 1, lambda:0.619690241129879, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.619840054604306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.619840063525287, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.619840063525287"
[1] "Starting iterative with newton 0.619840063525287"
[1] "Starting newton at: 0.291674292752666"
[1] "Newton iter: 1, lambda:0.345328316335606, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.346113327252323, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.346113494405308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346113494405316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.346113494405308"
[1] "Starting iterative with newton 0.346113494405308"
[1] "Starting newton at: 0.273932989655604"
[1] "Newton iter: 1, lambda:0.300234386206088, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.300408233964894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300408241544778, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.300408233964894"
[1] "Starting iterative with newton 0.300408233964894"
[1] "Starting newton at: 0.271338300103818"
[1] "Newton iter: 1, lambda:0.292491161613361, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.292602007058986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29260201009801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29260201009801"
[1] "Starting iterative with newton 0.29260201009801"
[1] "Starting newton at: 0.271787668245478"
[1] "Newton iter: 1, lambda:0.291170450770512, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.291263285758802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291263287885384, diff to last: 0"
[1] "Final threshold is: 0.00251260098075618"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.30940521089227"
[1] "Starting iterative with newton 2.30940521089227"
[1] "Starting newton at: 0.608161702199491"
[1] "Newton iter: 1, lambda:0.636765802510186, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.637109023282119, diff to last: 0"
[1] "Newton iter: 3, lambda:0.637109072276927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637109072276928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637109072276928"
[1] "Starting iterative with newton 0.637109072276928"
[1] "Starting newton at: 0.29775564776456"
[1] "Newton iter: 1, lambda:0.368684843771385, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.370153700860277, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.37015432612949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370154326129604, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370154326129604"
[1] "Starting iterative with newton 0.370154326129604"
[1] "Starting newton at: 0.285347283352599"
[1] "Newton iter: 1, lambda:0.322006550043791, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.322368592205585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322368627406155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322368627406155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322368627406155"
[1] "Starting iterative with newton 0.322368627406155"
[1] "Starting newton at: 0.28832949969982"
[1] "Newton iter: 1, lambda:0.313476263349826, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313643994151768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313644001598531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313644001598531"
[1] "Starting iterative with newton 0.313644001598531"
[1] "Starting newton at: 0.288159418432141"
[1] "Newton iter: 1, lambda:0.311896323217639, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.312045354923933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312045360787182, diff to last: 0"
[1] "Final threshold is: 0.00269187880229971"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.78802003782539"
[1] "Starting iterative with newton 1.78802003782539"
[1] "Starting newton at: 0.803029030033015"
[1] "Newton iter: 1, lambda:0.717812236767736, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.721334204785456, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.721340426761243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721340426780638, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.721340426761243"
[1] "Starting iterative with newton 0.721340426761243"
[1] "Starting newton at: 0.556218905092633"
[1] "Newton iter: 1, lambda:0.484357165360189, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.486299526833075, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.48630096744312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486300967443912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.48630096744312"
[1] "Starting iterative with newton 0.48630096744312"
[1] "Starting newton at: 0.548000107658709"
[1] "Newton iter: 1, lambda:0.42721340345105, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.432282588558556, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.432291719943857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432291719973465, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.432291719943857"
[1] "Starting iterative with newton 0.432291719943857"
[1] "Starting newton at: 0.548071350854033"
[1] "Newton iter: 1, lambda:0.413577613576037, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.419743158910403, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.419756435014907, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419756435076411, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.419756435014907"
[1] "Starting iterative with newton 0.419756435014907"
[1] "Starting newton at: 0.544271799243089"
[1] "Newton iter: 1, lambda:0.410774583181124, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.416827189472621, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.416839930994723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416839931051142, diff to last: 0"
[1] "Final threshold is: 0.00359589577810627"
threshold is:
[{'ad': 0.00010174874939219765, 'da': 8.287947772975885e-05, 'dd': 0.00011038940576466853}, {'ad': 9.518606104218321e-05, 'da': 0.0002848221116651502, 'dd': 0.0004280037775923098}, {'ad': 0.0004241370992924228, 'da': 0.0005521847610196225, 'dd': 0.001066531964879962}, {'ad': 0.0012686031311535965, 'da': 0.0014976026081695308, 'dd': 0.0022095180693915183}, {'ad': 0.002512600980756177, 'da': 0.0026918788022997128, 'dd': 0.0035958957781062695}]
Number of points in noise estimation: 128
Estimated noise: 0.022868348795728407
0.022868348795728407
threshold is:
[{'ad': 0.0029757721669021464, 'da': 0.006336140964456395, 'dd': 0.0049598018219702555}, {'ad': 0.006578741117800213, 'da': 0.002976335741269071, 'dd': 0.0022841029184109095}, {'ad': 0.002894489220150564, 'da': 0.005059871814653203, 'dd': 0.008790960797552776}, {'ad': 0.009365862189121277, 'da': 0.00983970334221388, 'dd': 0.016647262362060065}, {'ad': 0.018290936540768243, 'da': 0.01676639853080577, 'dd': 0.025394663986953538}]
['peppers256', 0.05, 1, 0.0006705158125597393, 0.00039530050843872614, 0.00041686340119328493, 0.0015891959350993784, 0.00036831176801990843, 0.0005331638346376959, 0.0006010409249781845, 0.0006705158125597397, 31.7359097586389, 34.03072627063578, 33.8000623238035, 27.98822554468781, 34.33784404673568, 32.73139317153843, 32.21095955805773, 31.735909758638897]
peppers256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.022580449276108912
0.022580449276108912
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0285801729555288, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0285971708514138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0285971708574245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0285971708514138"
[1] "Starting iterative with newton 0.0285971708514138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124191402916439, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124201414914084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124201414914149, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124201414914149"
[1] "Starting iterative with newton 0.0124201414914149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123930331834081, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123940304162678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123940304162742, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123940304162742"
[1] "Starting iterative with newton 0.0123940304162742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123929885436455, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.01239398576995, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123939857699564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123939857699564"
[1] "Starting iterative with newton 0.0123939857699564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123929884673108, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123939856936041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123939856936105, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000279861765283392"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144991566797394, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0145017885552609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145017885553476, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0145017885553476"
[1] "Starting iterative with newton 0.0145017885553476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00543049116220319, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00543070436662122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00543070436662154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00543070436662122"
[1] "Starting iterative with newton 0.00543070436662122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0053671297801983, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00536733742222425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00536733742222456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00536733742222456"
[1] "Starting iterative with newton 0.00536733742222456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00536668822045514, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00536689582394788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00536689582394819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00536689582394788"
[1] "Starting iterative with newton 0.00536689582394788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00536668514331868, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0053668927465429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00536689274654321, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000121186849433629"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0527375696507617, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0528284790412643, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528284793112936, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0528284793112936"
[1] "Starting iterative with newton 0.0528284793112936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401304582657937, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401746006998021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040174600753177, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.040174600753177"
[1] "Starting iterative with newton 0.040174600753177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.039928571954608, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.03997228006646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399722801188007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.03997228006646"
[1] "Starting iterative with newton 0.03997228006646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399253273712831, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399690285033108, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399690285556349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0399690285556349"
[1] "Starting iterative with newton 0.0399690285556349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399252752231091, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399689762429546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399689762952785, diff to last: 0"
[1] "Final threshold is: 0.000902517441853535"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1181479204572, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.11921248876299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11921257486803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119212574868031, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119212574868031"
[1] "Starting iterative with newton 0.119212574868031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0373272026828433, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0373725543808636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0373725544478035, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0373725544478035"
[1] "Starting iterative with newton 0.0373725544478035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0353251853832071, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353648635072911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353648635573458, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353648635072911"
[1] "Starting iterative with newton 0.0353648635072911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352753964193514, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353149400376257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353149400873131, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0353149400376257"
[1] "Starting iterative with newton 0.0353149400376257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352741579938349, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035313698270388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353136983200662, diff to last: 0"
[1] "Final threshold is: 0.000797399173668068"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.190523513372069, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.194961582113964, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.194963966341312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194963966342, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.194963966341312"
[1] "Starting iterative with newton 0.194963966341312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0734541355286887, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0738107183086702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0738107267070361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0738107267070361"
[1] "Starting iterative with newton 0.0738107267070361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0672177634652609, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0675063470279298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0675063523449397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0675063523449397"
[1] "Starting iterative with newton 0.0675063523449397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668903311337576, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067175581162181, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671755863474922, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.067175581162181"
[1] "Starting iterative with newton 0.067175581162181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668731469788023, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671582226875649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671582278660381, diff to last: 0"
[1] "Final threshold is: 0.00151646284087019"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.206925718685726"
[1] "Newton iter: 1, lambda:0.308935770769524, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.310852329588526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.310852996531729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.31085299653181, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.310852996531729"
[1] "Starting iterative with newton 0.310852996531729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11165439733289, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.112876236387751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112876382675857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112876382675859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112876382675859"
[1] "Starting iterative with newton 0.112876382675859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988241795511943, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997130773202067, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997131492346062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997131492346067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0997131492346067"
[1] "Starting iterative with newton 0.0997131492346067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0979607540504575, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0988298896358905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0988299580504306, diff to last: 0"
[1] "Newton iter: 4, lambda:0.098829958050431, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0988299580504306"
[1] "Starting iterative with newton 0.0988299580504306"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0979027847416058, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987706045992474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987706727842604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987706727842608, diff to last: 0"
[1] "Final threshold is: 0.00223028616677215"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.362880495143859"
[1] "Newton iter: 1, lambda:0.393066121369997, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.393277803560228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.39327781390978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39327781390978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.39327781390978"
[1] "Starting iterative with newton 0.39327781390978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153876177903544, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156997222000179, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156998503694442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156998503694658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.156998503694442"
[1] "Starting iterative with newton 0.156998503694442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133767820829504, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135952428745921, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135953010852558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135953010852599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135953010852599"
[1] "Starting iterative with newton 0.135953010852599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131937803200582, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134048138147103, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134048677567765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134048677567801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134048677567765"
[1] "Starting iterative with newton 0.134048677567765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131771898740141, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133875585095501, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133876120783149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133876120783183, diff to last: 0"
[1] "Final threshold is: 0.00302298295462612"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.57500780766307"
[1] "Newton iter: 1, lambda:0.467738412942983, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.470792208326971, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.470794760203606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470794760205387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.470794760203606"
[1] "Starting iterative with newton 0.470794760203606"
[1] "Starting newton at: 0.222648308570434"
[1] "Newton iter: 1, lambda:0.203717521797899, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.203777189335678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.203777189929093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.203777189335678"
[1] "Starting iterative with newton 0.203777189335678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169295694473678, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173735359911393, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173738405675298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173738405676731, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173738405675298"
[1] "Starting iterative with newton 0.173738405675298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166068975210339, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.170300479903753, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.170303221089223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170303221090373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.170303221089223"
[1] "Starting iterative with newton 0.170303221089223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165698966759965, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.169907004230253, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16990971218026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169909712181381, diff to last: 0"
[1] "Final threshold is: 0.00383663763742993"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.14102242482418"
[1] "Starting iterative with newton 2.14102242482418"
[1] "Starting newton at: 0.477251978649775"
[1] "Newton iter: 1, lambda:0.577090822254201, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.580674598652491, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.580679095780003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580679095787076, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580679095780003"
[1] "Starting iterative with newton 0.580679095780003"
[1] "Starting newton at: 0.454207839408794"
[1] "Newton iter: 1, lambda:0.38303586908099, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.384465189707788, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.38446577374349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384465773743587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.384465773743587"
[1] "Starting iterative with newton 0.384465773743587"
[1] "Starting newton at: 0.452666393097443"
[1] "Newton iter: 1, lambda:0.347777333172475, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.35075018657356, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.350752616098905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350752616100527, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.350752616098905"
[1] "Starting iterative with newton 0.350752616098905"
[1] "Starting newton at: 0.448321585262624"
[1] "Newton iter: 1, lambda:0.341717512711625, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.344766405913238, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.344768942488385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34476894249014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.34476894249014"
[1] "Starting iterative with newton 0.34476894249014"
[1] "Starting newton at: 0.449504543061427"
[1] "Newton iter: 1, lambda:0.340516660604318, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.343698143339628, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343700901696767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34370090169884, diff to last: 0"
[1] "Final threshold is: 0.00776092077691674"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.90723671227425"
[1] "Starting iterative with newton 1.90723671227425"
[1] "Starting newton at: 0.498336769452634"
[1] "Newton iter: 1, lambda:0.620568241675827, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.626724302757114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.626739423231591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626739423322633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626739423231591"
[1] "Starting iterative with newton 0.626739423231591"
[1] "Starting newton at: 0.45998544898431"
[1] "Newton iter: 1, lambda:0.427706223338562, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.428037488765687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428037523864006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428037523864006, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.428037523864006"
[1] "Starting iterative with newton 0.428037523864006"
[1] "Starting newton at: 0.461810290041755"
[1] "Newton iter: 1, lambda:0.388680193649804, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.39029648206292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.390297281481535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390297281481731, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.390297281481535"
[1] "Starting iterative with newton 0.390297281481535"
[1] "Starting newton at: 0.469011004269629"
[1] "Newton iter: 1, lambda:0.38055206483016, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.382890221304849, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382891879490191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382891879491025, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.382891879491025"
[1] "Starting iterative with newton 0.382891879491025"
[1] "Starting newton at: 0.464477402386452"
[1] "Newton iter: 1, lambda:0.379261248867247, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.381428754042005, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.381430176441064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381430176441676, diff to last: 0"
[1] "Final threshold is: 0.00861286475150471"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.63880897399115"
[1] "Starting iterative with newton 1.63880897399115"
[1] "Starting newton at: 0.64782813093153"
[1] "Newton iter: 1, lambda:0.68105484484521, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.681541004847178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.68154110773388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681541107733885, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68154110773388"
[1] "Starting iterative with newton 0.68154110773388"
[1] "Starting newton at: 0.403083990419646"
[1] "Newton iter: 1, lambda:0.498713868898475, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.502216599420971, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.502221216344568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502221216352583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.502221216344568"
[1] "Starting iterative with newton 0.502221216344568"
[1] "Starting newton at: 0.419546185461363"
[1] "Newton iter: 1, lambda:0.461258504597417, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.46189236764911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461892512940161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461892512940169, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.461892512940161"
[1] "Starting iterative with newton 0.461892512940161"
[1] "Starting newton at: 0.414538011207149"
[1] "Newton iter: 1, lambda:0.452038398784143, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.452545365704782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452545457762572, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452545457762575, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.452545457762575"
[1] "Starting iterative with newton 0.452545457762575"
[1] "Starting newton at: 0.414228078575261"
[1] "Newton iter: 1, lambda:0.44990704265582, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.450364765242467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.450364840115663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450364840115665, diff to last: 0"
[1] "Final threshold is: 0.0101694404279746"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01613696206807"
[1] "Starting iterative with newton 1.01613696206807"
[1] "Starting newton at: 0.994081778398752"
[1] "Newton iter: 1, lambda:0.860174437923229, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.870409923016235, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.870474444559123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.870474447110814, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.870474444559123"
[1] "Starting iterative with newton 0.870474444559123"
[1] "Starting newton at: 0.68064606800854"
[1] "Newton iter: 1, lambda:0.815250832043459, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.826599000807239, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.826676156197141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.826676159746182, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.826676156197141"
[1] "Starting iterative with newton 0.826676156197141"
[1] "Starting newton at: 0.691023924862058"
[1] "Newton iter: 1, lambda:0.804996980088426, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.813004196211172, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.813042217172471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813042218026797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813042217172471"
[1] "Starting iterative with newton 0.813042217172471"
[1] "Starting newton at: 0.692838691668444"
[1] "Newton iter: 1, lambda:0.801481485499997, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.808723037062478, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.808754037908593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808754038474995, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.808754037908593"
[1] "Starting iterative with newton 0.808754037908593"
[1] "Starting newton at: 0.689864555691849"
[1] "Newton iter: 1, lambda:0.799938735843555, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.807368327847661, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.807400933483907, diff to last: 0"
[1] "Newton iter: 4, lambda:0.807400934109921, diff to last: 0"
[1] "Final threshold is: 0.0182314758240163"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.94629477229955"
[1] "Starting iterative with newton 0.94629477229955"
[1] "Starting newton at: 1.00325045783448"
[1] "Newton iter: 1, lambda:0.871715857485378, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.88191161650745, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.881977732215406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.8819777349822, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.881977732215406"
[1] "Starting iterative with newton 0.881977732215406"
[1] "Starting newton at: 0.73081608851123"
[1] "Newton iter: 1, lambda:0.851876573161295, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.861481806497917, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.861539705727455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861539707822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.861539707822"
[1] "Starting iterative with newton 0.861539707822"
[1] "Starting newton at: 0.734028859961259"
[1] "Newton iter: 1, lambda:0.846666722690977, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.854919752281698, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.854962288608858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85496228973456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.85496228973456"
[1] "Starting iterative with newton 0.85496228973456"
[1] "Starting newton at: 0.734561243356089"
[1] "Newton iter: 1, lambda:0.844897189090559, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.852798157302404, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.852837081744196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852837082685546, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.852837081744196"
[1] "Starting iterative with newton 0.852837081744196"
[1] "Starting newton at: 0.735935061402693"
[1] "Newton iter: 1, lambda:0.844475563233973, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.85211318148251, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.852149533703931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852149534524612, diff to last: 0"
[1] "Final threshold is: 0.0192419193214615"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.896711339035178"
[1] "Starting iterative with newton 0.896711339035178"
[1] "Starting newton at: 0.971197487186679"
[1] "Newton iter: 1, lambda:0.921628534143691, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.923248371191033, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.923250149120746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.923250149122886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.923250149122886"
[1] "Starting iterative with newton 0.923250149122886"
[1] "Starting newton at: 0.967886032238625"
[1] "Newton iter: 1, lambda:0.931704086428808, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.932578418670804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.93257893948356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.932578939483744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.93257893948356"
[1] "Starting iterative with newton 0.93257893948356"
[1] "Starting newton at: 0.969900623854543"
[1] "Newton iter: 1, lambda:0.935027654838425, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.935842029039306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.935842481769448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935842481769588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.935842481769588"
[1] "Starting iterative with newton 0.935842481769588"
[1] "Starting newton at: 0.968470929706757"
[1] "Newton iter: 1, lambda:0.93628678288459, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.936981923540738, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.936982253617689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936982253617763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936982253617689"
[1] "Starting iterative with newton 0.936982253617689"
[1] "Starting newton at: 0.968350873349153"
[1] "Newton iter: 1, lambda:0.936707427196811, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.937379767094279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.937380075945203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937380075945268, diff to last: 0"
[1] "Final threshold is: 0.0211664632573158"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31951625707435"
[1] "Newton iter: 1, lambda:1.16536083067519, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.18579870678777, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.18621430556196, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18621447504362, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18621447504365, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18621447504362"
[1] "Starting iterative with newton 1.18621447504362"
[1] "Starting newton at: 1.76262033569715"
[1] "Newton iter: 1, lambda:1.40676315947659, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.50426975394813, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.51661954978658, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.51680440702167, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5168044479574, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51680444795741, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5168044479574"
[1] "Starting iterative with newton 1.5168044479574"
[1] "Starting newton at: 1.71569134271343"
[1] "Newton iter: 1, lambda:1.73531378737398, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.73584331895627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73584369638882, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73584369638902, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73584369638902"
[1] "Starting iterative with newton 1.73584369638902"
[1] "Starting newton at: 1.65799280143838"
[1] "Newton iter: 1, lambda:1.8300658919053, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.88005470923219, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.88388619174412, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.8839075067039, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88390750736037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88390750736037"
[1] "Starting iterative with newton 1.88390750736037"
[1] "Starting newton at: 1.64340063874006"
[1] "Newton iter: 1, lambda:1.87343972547829, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.96921831527712, diff to last: 0.096"
[1] "Newton iter: 3, lambda:1.98472632395449, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.98509759856871, diff to last: 0"
[1] "Newton iter: 5, lambda:1.98509780712871, diff to last: 0"
[1] "Newton iter: 6, lambda:1.98509780712878, diff to last: 0"
[1] "Final threshold is: 0.0448244003419864"
threshold is:
[{'ad': 0.00027986176528339173, 'da': 0.00012118684943362881, 'dd': 0.0009025174418535347}, {'ad': 0.0007973991736680678, 'da': 0.001516462840870187, 'dd': 0.002230286166772152}, {'ad': 0.003022982954626115, 'da': 0.0038366376374299334, 'dd': 0.007760920776916744}, {'ad': 0.008612864751504707, 'da': 0.010169440427974638, 'dd': 0.018231475824016338}, {'ad': 0.019241919321461482, 'da': 0.021166463257315783, 'dd': 0.04482440034198636}]
Number of points in noise estimation: 128
Estimated noise: 0.022580449276108912
0.022580449276108912
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.9851964138741"
[1] "Starting iterative with newton 59.9851964138741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.1522296503202"
[1] "Starting iterative with newton 42.1522296503202"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.3374556138415"
[1] "Starting iterative with newton 38.3374556138415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.7611422115765"
[1] "Starting iterative with newton 21.7611422115765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.9622141403938"
[1] "Starting iterative with newton 15.9622141403938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.84559500810996"
[1] "Starting iterative with newton 7.84559500810996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.93913457836443"
[1] "Starting iterative with newton 5.93913457836443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.4955719412282"
[1] "Starting iterative with newton 4.4955719412282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14102242482418"
[1] "Starting iterative with newton 2.14102242482418"
[1] "Starting newton at: 2.61391715583834"
[1] "Newton iter: 1, lambda:1.80510726212899, diff to last: 0.809"
[1] "Newton iter: 2, lambda:1.86640706500336, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.86482642440511, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.86482549459084, diff to last: 0"
[1] "Newton iter: 5, lambda:1.86482549459052, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.86482549459052"
[1] "Starting iterative with newton 1.86482549459052"
[1] "Starting newton at: 2.30786825232969"
[1] "Newton iter: 1, lambda:1.71287444710574, diff to last: 0.595"
[1] "Newton iter: 2, lambda:1.70625633445378, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70623362665881, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70623362638848, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70623362638848"
[1] "Starting iterative with newton 1.70623362638848"
[1] "Starting newton at: 2.08616970040687"
[1] "Newton iter: 1, lambda:1.5942705885116, diff to last: 0.492"
[1] "Newton iter: 2, lambda:1.55423036476634, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.55315151822959, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55315069218881, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55315069218833, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55315069218881"
[1] "Starting iterative with newton 1.55315069218881"
[1] "Starting newton at: 1.87122564676079"
[1] "Newton iter: 1, lambda:1.46193672226081, diff to last: 0.409"
[1] "Newton iter: 2, lambda:1.39860013110623, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.39502734092764, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.39501523081571, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39501523067618, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39501523067618"
[1] "Starting iterative with newton 1.39501523067618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90723671227425"
[1] "Starting iterative with newton 1.90723671227425"
[1] "Starting newton at: 2.30501867398947"
[1] "Newton iter: 1, lambda:1.71141490345823, diff to last: 0.594"
[1] "Newton iter: 2, lambda:1.6922708751408, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.69206721429808, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69206719058297, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69206719058297, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69206719058297"
[1] "Starting iterative with newton 1.69206719058297"
[1] "Starting newton at: 2.02318573580351"
[1] "Newton iter: 1, lambda:1.58515646428606, diff to last: 0.438"
[1] "Newton iter: 2, lambda:1.53497566359988, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.53315704978222, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53315451639452, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5331545163896, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5331545163896"
[1] "Starting iterative with newton 1.5331545163896"
[1] "Starting newton at: 1.86715671014532"
[1] "Newton iter: 1, lambda:1.46926017076963, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.40155081744878, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.39736144248477, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.39734437999796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39734437971411, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39734437971411"
[1] "Starting iterative with newton 1.39734437971411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63880897399115"
[1] "Starting iterative with newton 1.63880897399115"
[1] "Starting newton at: 1.89652061327519"
[1] "Newton iter: 1, lambda:1.56120808940986, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.5268872063643, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.52607094291681, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5260704591589, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52607045915873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52607045915873"
[1] "Starting iterative with newton 1.52607045915873"
[1] "Starting newton at: 1.79238157653155"
[1] "Newton iter: 1, lambda:1.47057730295611, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.42555913486926, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42385187340216, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42384929491786, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42384929491197, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42384929491197"
[1] "Starting iterative with newton 1.42384929491197"
[1] "Starting newton at: 1.67929257325577"
[1] "Newton iter: 1, lambda:1.36669434846698, diff to last: 0.313"
[1] "Newton iter: 2, lambda:1.30769966739461, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.30405061744144, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.30403596293917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30403596270231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30403596293917"
[1] "Starting iterative with newton 1.30403596293917"
[1] "Starting newton at: 1.56372826543292"
[1] "Newton iter: 1, lambda:1.25260187226365, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.17398511897285, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.16573731580315, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.16564208865115, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16564207593392, diff to last: 0"
[1] "Newton iter: 6, lambda:1.16564207593392, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16564208865115"
[1] "Starting iterative with newton 1.16564208865115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01613696206807"
[1] "Starting iterative with newton 1.01613696206807"
[1] "Starting newton at: 1.35768839675298"
[1] "Newton iter: 1, lambda:1.28234992730302, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.27650002584552, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.27646211755659, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27646211595864, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27646211755659"
[1] "Starting iterative with newton 1.27646211755659"
[1] "Starting newton at: 1.60786466988265"
[1] "Newton iter: 1, lambda:1.56554456401396, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.56457886678093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.56457831993022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56457831993004, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56457831993004"
[1] "Starting iterative with newton 1.56457831993004"
[1] "Starting newton at: 1.76945806387816"
[1] "Newton iter: 1, lambda:1.80222939541665, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.80189514315527, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80189511221734, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80189511221734, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80189511221734"
[1] "Starting iterative with newton 1.80189511221734"
[1] "Starting newton at: 1.98055924037154"
[1] "Newton iter: 1, lambda:1.91761653394254, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.9172149437329, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91721491753249, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91721491753249, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91721491753249"
[1] "Starting iterative with newton 1.91721491753249"
[1] "Starting newton at: 2.06271830304879"
[1] "Newton iter: 1, lambda:1.97932764942164, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.97908772249964, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97908771614569, diff to last: 0"
[1] "Final threshold is: 0.0446886897873979"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.94629477229955"
[1] "Starting iterative with newton 0.94629477229955"
[1] "Starting newton at: 1.29726643290515"
[1] "Newton iter: 1, lambda:1.27910002365202, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.27873927434278, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27873913021413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2787391302141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2787391302141"
[1] "Starting iterative with newton 1.2787391302141"
[1] "Starting newton at: 1.64876815651032"
[1] "Newton iter: 1, lambda:1.60398810226662, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.60305649346733, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.60305604547685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60305604547675, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60305604547675"
[1] "Starting iterative with newton 1.60305604547675"
[1] "Starting newton at: 1.7777052830689"
[1] "Newton iter: 1, lambda:1.82293996395191, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.82235916309695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.82235908372936, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82235908372936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82235908372936"
[1] "Starting iterative with newton 1.82235908372936"
[1] "Starting newton at: 1.987274789548"
[1] "Newton iter: 1, lambda:1.95252624720773, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.95243648327929, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95243648240463, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95243648240463"
[1] "Starting iterative with newton 1.95243648240463"
[1] "Starting newton at: 2.12798664024787"
[1] "Newton iter: 1, lambda:2.02679392262855, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.0272341117, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02723410254417, diff to last: 0"
[1] "Final threshold is: 0.0457758570300396"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.896711339035178"
[1] "Starting iterative with newton 0.896711339035178"
[1] "Starting newton at: 1.22302976571192"
[1] "Newton iter: 1, lambda:1.27261799035407, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.26980925170937, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.26980042897534, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26980042888813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26980042897534"
[1] "Starting iterative with newton 1.26980042897534"
[1] "Starting newton at: 1.60461493870235"
[1] "Newton iter: 1, lambda:1.63446720816067, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.63403109454969, diff to last: 0"
[1] "Newton iter: 3, lambda:1.63403100784795, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63403100784795, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63403100784795"
[1] "Starting iterative with newton 1.63403100784795"
[1] "Starting newton at: 1.79045709359701"
[1] "Newton iter: 1, lambda:1.87943786899866, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.87746221609556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87746161250205, diff to last: 0"
[1] "Newton iter: 4, lambda:1.877461612502, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.877461612502"
[1] "Starting iterative with newton 1.877461612502"
[1] "Starting newton at: 2.04314143648759"
[1] "Newton iter: 1, lambda:2.01806497932393, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.01806139013178, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0180613901314, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0180613901314"
[1] "Starting iterative with newton 2.0180613901314"
[1] "Starting newton at: 2.17950212502495"
[1] "Newton iter: 1, lambda:2.09229351202191, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.09305117357112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.09305118865944, diff to last: 0"
[1] "Newton iter: 4, lambda:2.09305118865944, diff to last: 0"
[1] "Final threshold is: 0.0472620358571229"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66383054420119"
[1] "Newton iter: 1, lambda:1.56288964400915, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.55870181356524, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.55869237174531, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55869237169687, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55869237174531"
[1] "Starting iterative with newton 1.55869237174531"
[1] "Starting newton at: 2.24144923757961"
[1] "Newton iter: 1, lambda:2.14412613924324, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.14766544304462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.14766913050283, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14766913050687, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14766913050283"
[1] "Starting iterative with newton 2.14766913050283"
[1] "Starting newton at: 2.46203725262992"
[1] "Newton iter: 1, lambda:2.4418710624969, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.44207785370823, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44207787500791, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44207787500791, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.44207787500791"
[1] "Starting iterative with newton 2.44207787500791"
[1] "Starting newton at: 2.64010436146836"
[1] "Newton iter: 1, lambda:2.58992491426919, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.59139854713684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59139978724463, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59139978724551, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59139978724463"
[1] "Starting iterative with newton 2.59139978724463"
[1] "Starting newton at: 2.6883317232656"
[1] "Newton iter: 1, lambda:2.67136176126098, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.67153734740148, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67153736608924, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67153736608924, diff to last: 0"
[1] "Final threshold is: 0.0603245139842077"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04468868978739792}, {'ad': 0.04577585703003965, 'da': 0.04726203585712291, 'dd': 0.060324513984207725}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461046760373273. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008490088406999151
0.008490088406999151
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 159.538113151364"
[1] "Starting iterative with newton 159.538113151364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 112.109113340832"
[1] "Starting iterative with newton 112.109113340832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 101.963245889144"
[1] "Starting iterative with newton 101.963245889144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 57.8764724633031"
[1] "Starting iterative with newton 57.8764724633031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.4534998286252"
[1] "Starting iterative with newton 42.4534998286252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.8663386797567"
[1] "Starting iterative with newton 20.8663386797567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7958693316061"
[1] "Starting iterative with newton 15.7958693316061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9565344104446"
[1] "Starting iterative with newton 11.9565344104446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.69431623620063"
[1] "Starting iterative with newton 5.69431623620063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.0725339683787"
[1] "Starting iterative with newton 5.0725339683787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.3586169114485"
[1] "Starting iterative with newton 4.3586169114485"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70254301599993"
[1] "Starting iterative with newton 2.70254301599993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5167889993397"
[1] "Starting iterative with newton 2.5167889993397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38491567292788"
[1] "Starting iterative with newton 2.38491567292788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79388963476544"
[1] "Starting iterative with newton 1.79388963476544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461046760373273. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008490088406999151
0.008490088406999151
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462740178, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152481056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152481114, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152481056"
[1] "Starting iterative with newton 0.0124679152481056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116628297761257, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116637288732896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011663728873295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116637288732896"
[1] "Starting iterative with newton 0.0116637288732896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011659401561434, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116603003320076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011660300332013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011660300332013"
[1] "Starting iterative with newton 0.011660300332013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116593869317136, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011660285700893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116602857008984, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116602857008984"
[1] "Starting iterative with newton 0.0116602857008984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116593868692818, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116602856384553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116602856384606, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.8996855921348e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0105160710900089, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0105168505776428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0105168505776471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0105168505776428"
[1] "Starting iterative with newton 0.0105168505776428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.16785305980796e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:3.16785308039282e-05, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.16785305980796e-05"
[1] "Starting iterative with newton 3.16785305980796e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.05491745085862e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:3.05491746942295e-05, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.05491745085862e-05"
[1] "Starting iterative with newton 3.05491745085862e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.05490548797258e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:3.05490550653671e-05, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.59364176679141e-07"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489006993282106, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489615258368991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489615259309155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0489615258368991"
[1] "Starting iterative with newton 0.0489615258368991"
[1] "Starting newton at: 0.0292483886312932"
[1] "Newton iter: 1, lambda:0.0252460428265439, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0252463060064836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252463060064848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0252463060064836"
[1] "Starting iterative with newton 0.0252463060064836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250577758400687, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250680410449993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025068041046722, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0250680410449993"
[1] "Starting iterative with newton 0.0250680410449993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250564000396391, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250666637489712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250666637506932, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250666637489712"
[1] "Starting iterative with newton 0.0250666637489712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250563894078854, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250666531056622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250666531073843, diff to last: 0"
[1] "Final threshold is: 0.000212818100934652"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0474431391874579, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0475061351671872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0475061352781668, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0475061351671872"
[1] "Starting iterative with newton 0.0475061351671872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150140019252135, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150172779750364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150172779751923, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0150172779750364"
[1] "Starting iterative with newton 0.0150172779750364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145933811373612, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145964533927117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145964533928479, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0145964533927117"
[1] "Starting iterative with newton 0.0145964533927117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145879290557036, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145909987146659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145909987148018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0145909987146659"
[1] "Starting iterative with newton 0.0145909987146659"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145878583860745, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145909280113901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014590928011526, diff to last: 0"
[1] "Final threshold is: 0.000123878268756862"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0878801474044294, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0883070397735377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0883070498265034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0883070498265034, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0883070498265034"
[1] "Starting iterative with newton 0.0883070498265034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0216607208557039, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216728863317598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216728863355973, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0216728863355973"
[1] "Starting iterative with newton 0.0216728863355973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0202174953400355, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202277280321042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202277280347255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0202277280347255"
[1] "Starting iterative with newton 0.0202277280347255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201866488999509, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201968423935096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201968423961089, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0201968423961089"
[1] "Starting iterative with newton 0.0201968423961089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201859898746837, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201961825317322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.020196182534331, diff to last: 0"
[1] "Final threshold is: 0.000171467375178298"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119561130562982, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.12061774674238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120617829009161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120617829009161, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.120617829009161"
[1] "Starting iterative with newton 0.120617829009161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415601527980952, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416270410369491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416270412101962, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0416270410369491"
[1] "Starting iterative with newton 0.0416270410369491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392951494670416, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393532227910634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393532229178973, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0393532227910634"
[1] "Starting iterative with newton 0.0393532227910634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392295716026307, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392874020280968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039287402153765, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0392874020280968"
[1] "Starting iterative with newton 0.0392874020280968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392276730313869, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392854964346636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392854965602981, diff to last: 0"
[1] "Final threshold is: 0.000333537337843144"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171938569115452, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.175092613151941, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.175093666966738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175093666966855, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.175093666966738"
[1] "Starting iterative with newton 0.175093666966738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0544833757834852, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0546348231142014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.054634824284311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0546348231142014"
[1] "Starting iterative with newton 0.0546348231142014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0499637502669169, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0500853307619544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.050085331481861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.050085331481861"
[1] "Starting iterative with newton 0.050085331481861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049793007435574, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499135420179473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499135427242545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0499135427242545"
[1] "Starting iterative with newton 0.0499135427242545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049786559653015, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499070548542953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499070555600932, diff to last: 0"
[1] "Final threshold is: 0.00042371531383821"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.238862837813757"
[1] "Newton iter: 1, lambda:0.224030131999432, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.224060291395857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224060291520742, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224060291395857"
[1] "Starting iterative with newton 0.224060291395857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0680660177203002, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0683607154517285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0683607209748978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0683607209748978"
[1] "Starting iterative with newton 0.0683607209748978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0609506644355458, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0611730092652294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.061173012223991, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.061173012223991"
[1] "Starting iterative with newton 0.061173012223991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606227965117702, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0608421157403174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0608421186107443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0608421157403174"
[1] "Starting iterative with newton 0.0608421157403174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606077020052055, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0608268825852087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0608268854516232, diff to last: 0"
[1] "Final threshold is: 0.000516425610670579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.303251214762378"
[1] "Newton iter: 1, lambda:0.396334543950274, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.398435392115675, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.398436444513412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398436444513676, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.398436444513412"
[1] "Starting iterative with newton 0.398436444513412"
[1] "Starting newton at: 0.267869786758521"
[1] "Newton iter: 1, lambda:0.156960797470825, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.158541613145811, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158541935938935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158541935938948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.158541935938935"
[1] "Starting iterative with newton 0.158541935938935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136027012678839, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138256410918221, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138257008878467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13825700887851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138257008878467"
[1] "Starting iterative with newton 0.138257008878467"
[1] "Starting newton at: 0.258626080908233"
[1] "Newton iter: 1, lambda:0.134673974772579, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.136503261929561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136503662006839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136503662006859, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136503662006859"
[1] "Starting iterative with newton 0.136503662006859"
[1] "Starting newton at: 0.260379427779841"
[1] "Newton iter: 1, lambda:0.134464822916482, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.13635133266464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136351757933513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136351757933535, diff to last: 0"
[1] "Final threshold is: 0.00115763847930546"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.309790771855125"
[1] "Newton iter: 1, lambda:0.450572212778977, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.456042631177238, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.45605066680847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456050666825786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456050666825786"
[1] "Starting iterative with newton 0.456050666825786"
[1] "Starting newton at: 0.338439718768141"
[1] "Newton iter: 1, lambda:0.169581078165133, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173600150282263, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173602449342988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17360244934374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.173602449342988"
[1] "Starting iterative with newton 0.173602449342988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144355931173492, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.14708205381715, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147083024614329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147083024614452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147083024614329"
[1] "Starting iterative with newton 0.147083024614329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141928729571915, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144541304709502, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144542188759129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14454218875923, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144542188759129"
[1] "Starting iterative with newton 0.144542188759129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141695546567122, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144297380877589, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144298256954139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144298256954238, diff to last: 0"
[1] "Final threshold is: 0.00122510495851652"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.622738293545735"
[1] "Newton iter: 1, lambda:0.52009602590477, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.523281542786523, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.52328470914983, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523284709152956, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.523284709152956"
[1] "Starting iterative with newton 0.523284709152956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.188719914253651, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.194515890965264, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.194521340492204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19452134049702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.194521340492204"
[1] "Starting iterative with newton 0.194521340492204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155743773478505, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159281711260935, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159283534811364, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159283534811848, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.159283534811364"
[1] "Starting iterative with newton 0.159283534811364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152161046725524, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155495391435015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155496990950311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155496990950679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155496990950311"
[1] "Starting iterative with newton 0.155496990950311"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.151775565551051, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155088465120753, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155090041979677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155090041980034, diff to last: 0"
[1] "Final threshold is: 0.00131672816745267"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.70254301599993"
[1] "Starting iterative with newton 2.70254301599993"
[1] "Starting newton at: 0.59417077393021"
[1] "Newton iter: 1, lambda:0.62217983508844, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.622492745980594, diff to last: 0"
[1] "Newton iter: 3, lambda:0.622492784703214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622492784703215, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.622492784703214"
[1] "Starting iterative with newton 0.622492784703214"
[1] "Starting newton at: 0.324271237124728"
[1] "Newton iter: 1, lambda:0.318279313589956, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.318288445367552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318288445388773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318288445388773"
[1] "Starting iterative with newton 0.318288445388773"
[1] "Starting newton at: 0.305472862167205"
[1] "Newton iter: 1, lambda:0.269600079533071, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.269897347614412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26989736807882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26989736807882, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.26989736807882"
[1] "Starting iterative with newton 0.26989736807882"
[1] "Starting newton at: 0.299573325790388"
[1] "Newton iter: 1, lambda:0.261759037270187, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.262084148173691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262084172264763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262084172264764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262084172264763"
[1] "Starting iterative with newton 0.262084172264763"
[1] "Starting newton at: 0.298342870692067"
[1] "Newton iter: 1, lambda:0.260494725492835, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.260819583179951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260819607171184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260819607171184, diff to last: 0"
[1] "Final threshold is: 0.00221438152316214"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5167889993397"
[1] "Starting iterative with newton 2.5167889993397"
[1] "Starting newton at: 0.608520491338778"
[1] "Newton iter: 1, lambda:0.618279054933571, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.618316830295084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.618316830859467, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618316830295084"
[1] "Starting iterative with newton 0.618316830295084"
[1] "Starting newton at: 0.297824253729495"
[1] "Newton iter: 1, lambda:0.340993804345561, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.341495338904143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341495406307799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3414954063078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3414954063078"
[1] "Starting iterative with newton 0.3414954063078"
[1] "Starting newton at: 0.28960367216313"
[1] "Newton iter: 1, lambda:0.295559394244617, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.295568180418881, diff to last: 0"
[1] "Newton iter: 3, lambda:0.295568180437994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295568180418881"
[1] "Starting iterative with newton 0.295568180418881"
[1] "Starting newton at: 0.2890543988622"
[1] "Newton iter: 1, lambda:0.287785652944473, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.287786045925126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287786045925164, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.287786045925164"
[1] "Starting iterative with newton 0.287786045925164"
[1] "Starting newton at: 0.290209576304892"
[1] "Newton iter: 1, lambda:0.286458995413252, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.286462420716883, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286462420719741, diff to last: 0"
[1] "Final threshold is: 0.00243209127716932"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38491567292788"
[1] "Starting iterative with newton 2.38491567292788"
[1] "Starting newton at: 0.581891479078276"
[1] "Newton iter: 1, lambda:0.631134188405239, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.632141958188756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.632142374323855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.632142374323926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632142374323926"
[1] "Starting iterative with newton 0.632142374323926"
[1] "Starting newton at: 0.282620780669614"
[1] "Newton iter: 1, lambda:0.357432476628483, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.359023295968694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359024010068064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359024010068208, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.359024010068208"
[1] "Starting iterative with newton 0.359024010068208"
[1] "Starting newton at: 0.285690699659474"
[1] "Newton iter: 1, lambda:0.311260876151138, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.311431631456172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311431639055077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311431639055077"
[1] "Starting iterative with newton 0.311431639055077"
[1] "Starting newton at: 0.288437960722794"
[1] "Newton iter: 1, lambda:0.30290841440047, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.302962253446396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30296225419084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.302962253446396"
[1] "Starting iterative with newton 0.302962253446396"
[1] "Starting newton at: 0.289248056042021"
[1] "Newton iter: 1, lambda:0.301411617265438, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.301449551281173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301449551649769, diff to last: 0"
[1] "Final threshold is: 0.00255933334062738"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.79388963476544"
[1] "Starting iterative with newton 1.79388963476544"
[1] "Starting newton at: 0.827498426278826"
[1] "Newton iter: 1, lambda:0.710491694107123, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.717000680355244, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.717021813470831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717021813693105, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717021813693105"
[1] "Starting iterative with newton 0.717021813693105"
[1] "Starting newton at: 0.527865346379583"
[1] "Newton iter: 1, lambda:0.482565683854898, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.483334053616885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483334276651482, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483334276651501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483334276651501"
[1] "Starting iterative with newton 0.483334276651501"
[1] "Starting newton at: 0.54500724021544"
[1] "Newton iter: 1, lambda:0.425800149058035, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.430691353512502, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.430699769470941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43069976949584, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.430699769470941"
[1] "Starting iterative with newton 0.430699769470941"
[1] "Starting newton at: 0.547124302924751"
[1] "Newton iter: 1, lambda:0.412572486711933, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.418686808013227, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.418699741173353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418699741231171, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418699741173353"
[1] "Starting iterative with newton 0.418699741173353"
[1] "Starting newton at: 0.548310357586828"
[1] "Newton iter: 1, lambda:0.409459631077396, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.415941618247425, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.415956097838804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415956097910994, diff to last: 0"
[1] "Final threshold is: 0.00353150404469473"
threshold is:
[{'ad': 9.8996855921348e-05, 'da': 2.593641766791408e-07, 'dd': 0.00021281810093465208}, {'ad': 0.00012387826875686242, 'da': 0.00017146737517829838, 'dd': 0.00033353733784314367}, {'ad': 0.00042371531383821005, 'da': 0.000516425610670579, 'dd': 0.001157638479305458}, {'ad': 0.0012251049585165214, 'da': 0.0013167281674526668, 'dd': 0.0022143815231621383}, {'ad': 0.0024320912771693248, 'da': 0.002559333340627382, 'dd': 0.003531504044694732}]
Number of points in noise estimation: 128
Estimated noise: 0.022580449276108912
0.022580449276108912
threshold is:
[{'ad': 0.003206166176466851, 'da': 0.02943896573833729, 'dd': 0.003581029470911323}, {'ad': 0.004640650111014999, 'da': 0.0008707979989021758, 'dd': 0.0022570960481747976}, {'ad': 0.003282484184193635, 'da': 0.003975601482928231, 'dd': 0.005830861323736532}, {'ad': 0.007406193964307749, 'da': 0.011098900523144415, 'dd': 0.013880632935072289}, {'ad': 0.015261939412887502, 'da': 0.01675578191279114, 'dd': 0.02499446313112022}]
['peppers256', 0.05, 2, 0.0006811851922356868, 0.00041093556248855543, 0.00043126356664287003, 0.001567890010970707, 0.00037911398512121294, 0.0005477799614219515, 0.0006134227814401338, 0.0006811851922356872, 31.66734801402667, 33.862262731352246, 33.652572297147, 28.0468440676888, 34.21230194605629, 32.61393858907628, 32.12240099122986, 31.66734801402667]
peppers256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.022198364611601736
0.022198364611601736
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223360887311523, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0223428738924583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223428738930843, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0223428738924583"
[1] "Starting iterative with newton 0.0223428738924583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00010902575833482, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000109025765924756, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00010902575833482"
[1] "Starting iterative with newton 0.00010902575833482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00010135296595946, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000101352972132076, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000101352972132076"
[1] "Starting iterative with newton 0.000101352972132076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000101350405050451, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000101350411222626, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.24981338185562e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249341004731702, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.024941857333183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249418573339335, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.024941857333183"
[1] "Starting iterative with newton 0.024941857333183"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126613911714423, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126625884463041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126625884463148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0126625884463041"
[1] "Starting iterative with newton 0.0126625884463041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126337077539195, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126348963416113, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126348963416218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0126348963416113"
[1] "Starting iterative with newton 0.0126348963416113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126336435535348, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126348321216147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126348321216252, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0126348321216252"
[1] "Starting iterative with newton 0.0126348321216252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126336434046402, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126348319726746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126348319726851, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000280472606935754"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0631021049963769, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0632419317598221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0632419324456016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0632419317598221"
[1] "Starting iterative with newton 0.0632419317598221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372432400197927, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372755293727319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372755293969966, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0372755293727319"
[1] "Starting iterative with newton 0.0372755293727319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369046518942534, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369363089949367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369363090182252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0369363089949367"
[1] "Starting iterative with newton 0.0369363089949367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369001054804171, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369317542627697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369317542860456, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0369317542627697"
[1] "Starting iterative with newton 0.0369317542627697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369000444140022, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369316930846538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369316931079295, diff to last: 0"
[1] "Final threshold is: 0.000819823189333597"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12487378381253, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126039193661906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126039294744632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126039294744633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126039294744632"
[1] "Starting iterative with newton 0.126039294744632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418324131478696, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419033826585562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419033828628189, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0419033826585562"
[1] "Starting iterative with newton 0.0419033826585562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392243810156289, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.039284694987584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392846951301941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.039284694987584"
[1] "Starting iterative with newton 0.039284694987584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391434209834818, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392034217513308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392034218923122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0392034218923122"
[1] "Starting iterative with newton 0.0392034218923122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391409082977251, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392008993619449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039200899502876, diff to last: 0"
[1] "Final threshold is: 0.000870195857139159"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.142682090944649"
[1] "Newton iter: 1, lambda:0.190321943472524, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.190584566181724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190584574133175, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.190584566181724"
[1] "Starting iterative with newton 0.190584566181724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0768460377914561, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0772198654890291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0772198743271376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0772198743271376"
[1] "Starting iterative with newton 0.0772198743271376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0717417740289005, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0720597734850224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.072059779727987, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0720597734850224"
[1] "Starting iterative with newton 0.0720597734850224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715056784369236, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718212249776556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718212311176555, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718212249776556"
[1] "Starting iterative with newton 0.0718212249776556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714947545253478, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718101878500727, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718101939853425, diff to last: 0"
[1] "Final threshold is: 0.00159406873272353"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.129799332068036"
[1] "Newton iter: 1, lambda:0.294641702795425, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.299645446494009, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.299649977399696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299649977403408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299649977399696"
[1] "Starting iterative with newton 0.299649977399696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117008713719241, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118413072581683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118413274598537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118413274598541, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118413274598537"
[1] "Starting iterative with newton 0.118413274598537"
[1] "Starting newton at: 0.20718893735272"
[1] "Newton iter: 1, lambda:0.104417002703101, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.105436191726059, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10543629219623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105436292196231, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10543629219623"
[1] "Starting iterative with newton 0.10543629219623"
[1] "Starting newton at: 0.164707266103979"
[1] "Newton iter: 1, lambda:0.104147940823935, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.104500714015222, diff to last: 0"
[1] "Newton iter: 3, lambda:0.10450072600006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10450072600006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10450072600006"
[1] "Starting iterative with newton 0.10450072600006"
[1] "Starting newton at: 0.165642832300149"
[1] "Newton iter: 1, lambda:0.10406861775468, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.104433192042695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.104433204838777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104433204838777, diff to last: 0"
[1] "Final threshold is: 0.00231824635856927"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.213348273755498"
[1] "Newton iter: 1, lambda:0.388204050559183, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.395370538509076, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.395382254079875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395382254111139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.395382254079875"
[1] "Starting iterative with newton 0.395382254079875"
[1] "Starting newton at: 0.299572116174639"
[1] "Newton iter: 1, lambda:0.164412446058851, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.166875160368348, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.166875984539652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166875984539744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.166875984539652"
[1] "Starting iterative with newton 0.166875984539652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142952964729647, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145572093294733, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145572970638046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145572970638144, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.145572970638046"
[1] "Starting iterative with newton 0.145572970638046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141011164065271, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143544014757403, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143544830313934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143544830314018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143544830313934"
[1] "Starting iterative with newton 0.143544830313934"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140825904361368, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143350617377995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143351427233765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143351427233848, diff to last: 0"
[1] "Final threshold is: 0.00318216724933045"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.597051365713988"
[1] "Newton iter: 1, lambda:0.455164833625637, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.460400345251467, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.460407763442905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460407763457779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.460407763442905"
[1] "Starting iterative with newton 0.460407763442905"
[1] "Starting newton at: 0.264770340536241"
[1] "Newton iter: 1, lambda:0.219250008858739, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.219596013587689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219596033653346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.219596033653346, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.219596033653346"
[1] "Starting iterative with newton 0.219596033653346"
[1] "Starting newton at: 0.230606279209618"
[1] "Newton iter: 1, lambda:0.193719754190758, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.193935687362287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193935694779532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193935687362287"
[1] "Starting iterative with newton 0.193935687362287"
[1] "Starting newton at: 0.223904819588017"
[1] "Newton iter: 1, lambda:0.190916486451864, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.191088220155766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191088224819384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191088220155766"
[1] "Starting iterative with newton 0.191088220155766"
[1] "Starting newton at: 0.226752286794537"
[1] "Newton iter: 1, lambda:0.190564453689341, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.190770935371928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190770942109227, diff to last: 0"
[1] "Final threshold is: 0.00423480278068236"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.16599299830628"
[1] "Starting iterative with newton 2.16599299830628"
[1] "Starting newton at: 0.501297417715285"
[1] "Newton iter: 1, lambda:0.577593837270739, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.579666890699676, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.579668388709128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57966838870991, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579668388709128"
[1] "Starting iterative with newton 0.579668388709128"
[1] "Starting newton at: 0.396786827690391"
[1] "Newton iter: 1, lambda:0.384151030180546, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.384195917493136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.384195918060751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.384195917493136"
[1] "Starting iterative with newton 0.384195917493136"
[1] "Starting newton at: 0.411948898468904"
[1] "Newton iter: 1, lambda:0.351058518076502, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.352053801303798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.352054069670657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352054069670677, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.352054069670657"
[1] "Starting iterative with newton 0.352054069670657"
[1] "Starting newton at: 0.424857886823459"
[1] "Newton iter: 1, lambda:0.344850737423565, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.346552521089972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.346553300411093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346553300411256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.346553300411093"
[1] "Starting iterative with newton 0.346553300411093"
[1] "Starting newton at: 0.416497031490418"
[1] "Newton iter: 1, lambda:0.344215778868608, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.345604954281925, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.345605472952159, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345605472952231, diff to last: 0"
[1] "Final threshold is: 0.00767187630035708"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.94900773797833"
[1] "Starting iterative with newton 1.94900773797833"
[1] "Starting newton at: 0.48366938530474"
[1] "Newton iter: 1, lambda:0.620353449164264, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.628081671249948, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.628105514951727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628105515178132, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628105514951727"
[1] "Starting iterative with newton 0.628105514951727"
[1] "Starting newton at: 0.480512693841406"
[1] "Newton iter: 1, lambda:0.422428844270922, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.423487835551915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.423488191452525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423488191452565, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.423488191452525"
[1] "Starting iterative with newton 0.423488191452525"
[1] "Starting newton at: 0.485760519885793"
[1] "Newton iter: 1, lambda:0.381811128578044, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.385025372360031, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.385028501405866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38502850140883, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.38502850140883"
[1] "Starting iterative with newton 0.38502850140883"
[1] "Starting newton at: 0.483581592371275"
[1] "Newton iter: 1, lambda:0.374042617800619, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.377576720122974, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.377580467641058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37758046764527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.37758046764527"
[1] "Starting iterative with newton 0.37758046764527"
[1] "Starting newton at: 0.480425273769777"
[1] "Newton iter: 1, lambda:0.372713799357046, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.376126237000352, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.376129724438532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376129724442173, diff to last: 0"
[1] "Final threshold is: 0.00834946476434783"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.63698268528871"
[1] "Starting iterative with newton 1.63698268528871"
[1] "Starting newton at: 0.703382248588365"
[1] "Newton iter: 1, lambda:0.664809419057635, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.665438070226953, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.665438239568269, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665438239568281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665438239568269"
[1] "Starting iterative with newton 0.665438239568269"
[1] "Starting newton at: 0.414161255217789"
[1] "Newton iter: 1, lambda:0.489506956176304, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.49160789994189, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.491609510667803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.491609510668749, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.491609510668749"
[1] "Starting iterative with newton 0.491609510668749"
[1] "Starting newton at: 0.435498667276202"
[1] "Newton iter: 1, lambda:0.454022254011066, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.454143283853721, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454143289003101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454143289003101"
[1] "Starting iterative with newton 0.454143289003101"
[1] "Starting newton at: 0.438821241963386"
[1] "Newton iter: 1, lambda:0.445785836542459, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.445802765360445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445802765460339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.445802765360445"
[1] "Starting iterative with newton 0.445802765360445"
[1] "Starting newton at: 0.440554947783911"
[1] "Newton iter: 1, lambda:0.443929584399726, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.443933548781488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.443933548786955, diff to last: 0"
[1] "Final threshold is: 0.00985459877917375"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02175905575835"
[1] "Starting iterative with newton 1.02175905575835"
[1] "Starting newton at: 0.775390817997036"
[1] "Newton iter: 1, lambda:0.849312990471809, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.852733922621106, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.852741037935334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852741037966068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.852741037966068"
[1] "Starting iterative with newton 0.852741037966068"
[1] "Starting newton at: 0.75323007421042"
[1] "Newton iter: 1, lambda:0.800701654645478, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.802046749043196, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.802047809550697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802047809551355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.802047809550697"
[1] "Starting iterative with newton 0.802047809550697"
[1] "Starting newton at: 0.753126209369599"
[1] "Newton iter: 1, lambda:0.785725586105318, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.786349073140408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.78634929838165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.78634929838168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.78634929838165"
[1] "Starting iterative with newton 0.78634929838165"
[1] "Starting newton at: 0.752347899851714"
[1] "Newton iter: 1, lambda:0.780961749791651, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.781439643324212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.781439775178165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781439775178175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.781439775178165"
[1] "Starting iterative with newton 0.781439775178165"
[1] "Starting newton at: 0.75613138222375"
[1] "Newton iter: 1, lambda:0.779579735498941, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.779899672114148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.779899731140813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779899731140815, diff to last: 0"
[1] "Final threshold is: 0.0173124985923539"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.968084912076912"
[1] "Starting iterative with newton 0.968084912076912"
[1] "Starting newton at: 0.746659534266039"
[1] "Newton iter: 1, lambda:0.864770970231748, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.873944980918475, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.873997974787773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.873997976548544, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.873997976548544"
[1] "Starting iterative with newton 0.873997976548544"
[1] "Starting newton at: 0.729013337224343"
[1] "Newton iter: 1, lambda:0.837033219195626, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.844513620142471, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.844548133871693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.844548134603981, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.844548133871693"
[1] "Starting iterative with newton 0.844548133871693"
[1] "Starting newton at: 0.73119988980077"
[1] "Newton iter: 1, lambda:0.82906325063179, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.835139602854855, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.835162216289761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.835162216602122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.835162216602122"
[1] "Starting iterative with newton 0.835162216602122"
[1] "Starting newton at: 0.732059477914765"
[1] "Newton iter: 1, lambda:0.826495406189038, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.832134390620393, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.832153821858784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.832153822088944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.832153822088944"
[1] "Starting iterative with newton 0.832153822088944"
[1] "Starting newton at: 0.732816992853164"
[1] "Newton iter: 1, lambda:0.825719130810237, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.831169689243773, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.83118783002539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831187830225862, diff to last: 0"
[1] "Final threshold is: 0.0184510105116297"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.903120426150796"
[1] "Starting iterative with newton 0.903120426150796"
[1] "Starting newton at: 0.990956972861853"
[1] "Newton iter: 1, lambda:0.908609862919385, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.912944427157074, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.912957012983021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912957013088903, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.912957013088903"
[1] "Starting iterative with newton 0.912957013088903"
[1] "Starting newton at: 0.990521855170885"
[1] "Newton iter: 1, lambda:0.912422434231394, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.916338822252077, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.916349117436131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916349117507136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.916349117436131"
[1] "Starting iterative with newton 0.916349117436131"
[1] "Starting newton at: 0.989685634761066"
[1] "Newton iter: 1, lambda:0.9138031988693, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.917507712244119, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.917516929669156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917516929726115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.917516929669156"
[1] "Starting iterative with newton 0.917516929669156"
[1] "Starting newton at: 0.988798294830411"
[1] "Newton iter: 1, lambda:0.914339581930041, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.917910182754342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.917918747499985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917918747549176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.917918747499985"
[1] "Starting iterative with newton 0.917918747499985"
[1] "Starting newton at: 0.988416193074841"
[1] "Newton iter: 1, lambda:0.914531444291121, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.91804866571144, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.91805697681669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918056976863014, diff to last: 0"
[1] "Final threshold is: 0.0203793635056017"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.01783740063493"
[1] "Newton iter: 1, lambda:1.14487482655995, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.16148240227162, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.16175047165648, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16175054073666, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16175054073666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16175054073666"
[1] "Starting iterative with newton 1.16175054073666"
[1] "Starting newton at: 1.3120994914738"
[1] "Newton iter: 1, lambda:1.44630451392158, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.46955147891095, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.47019718370961, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4701976717402, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47019767174048, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47019767174048"
[1] "Starting iterative with newton 1.47019767174048"
[1] "Starting newton at: 1.7499713519635"
[1] "Newton iter: 1, lambda:1.6659173040483, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.67427909069653, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.67437158351283, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67437159472762, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67437159472762, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67437158351283"
[1] "Starting iterative with newton 1.67437158351283"
[1] "Starting newton at: 1.67386358336989"
[1] "Newton iter: 1, lambda:1.79136985037881, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.81320832824042, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.81389703014456, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.81389769812984, diff to last: 0"
[1] "Newton iter: 5, lambda:1.81389769813047, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81389769813047"
[1] "Starting iterative with newton 1.81389769813047"
[1] "Starting newton at: 1.65441295268743"
[1] "Newton iter: 1, lambda:1.8431217004708, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.90494463815155, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.91100688272164, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.91106148146011, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91106148585466, diff to last: 0"
[1] "Final threshold is: 0.042422439658191"
threshold is:
[{'ad': 2.2498133818556233e-06, 'da': 0.0002804726069357544, 'dd': 0.0008198231893335972}, {'ad': 0.0008701958571391588, 'da': 0.0015940687327235259, 'dd': 0.0023182463585692697}, {'ad': 0.003182167249330455, 'da': 0.004234802780682362, 'dd': 0.00767187630035708}, {'ad': 0.008349464764347829, 'da': 0.009854598779173745, 'dd': 0.01731249859235393}, {'ad': 0.018451010511629652, 'da': 0.02037936350560168, 'dd': 0.04242243965819101}]
Number of points in noise estimation: 128
Estimated noise: 0.022198364611601736
0.022198364611601736
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.0831970971963"
[1] "Starting iterative with newton 60.0831970971963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.1244721907294"
[1] "Starting iterative with newton 43.1244721907294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.5479268273702"
[1] "Starting iterative with newton 38.5479268273702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.8413573546539"
[1] "Starting iterative with newton 21.8413573546539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0168860702263"
[1] "Starting iterative with newton 17.0168860702263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.32761520097652"
[1] "Starting iterative with newton 8.32761520097652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.91607963600151"
[1] "Starting iterative with newton 5.91607963600151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.72821912222181"
[1] "Starting iterative with newton 4.72821912222181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.16599299830628"
[1] "Starting iterative with newton 2.16599299830628"
[1] "Starting newton at: 2.68337667420366"
[1] "Newton iter: 1, lambda:1.7699564412361, diff to last: 0.913"
[1] "Newton iter: 2, lambda:1.87518263501588, diff to last: 0.105"
[1] "Newton iter: 3, lambda:1.87017573996815, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.87016643483887, diff to last: 0"
[1] "Newton iter: 5, lambda:1.87016643480638, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.87016643480638"
[1] "Starting iterative with newton 1.87016643480638"
[1] "Starting newton at: 2.2717114929296"
[1] "Newton iter: 1, lambda:1.67331043306635, diff to last: 0.598"
[1] "Newton iter: 2, lambda:1.66119439493473, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.66111037451872, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66111037040248, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66111037040248"
[1] "Starting iterative with newton 1.66111037040248"
[1] "Starting newton at: 2.10144971192846"
[1] "Newton iter: 1, lambda:1.57995592046827, diff to last: 0.521"
[1] "Newton iter: 2, lambda:1.53737596113704, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.53609919514889, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53609798408038, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53609798407929, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.53609798407929"
[1] "Starting iterative with newton 1.53609798407929"
[1] "Starting newton at: 2.00092715174917"
[1] "Newton iter: 1, lambda:1.50917816324849, diff to last: 0.492"
[1] "Newton iter: 2, lambda:1.44860434421164, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.44558753886826, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.44557955273908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44557955268297, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44557955268297"
[1] "Starting iterative with newton 1.44557955268297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.94900773797833"
[1] "Starting iterative with newton 1.94900773797833"
[1] "Starting newton at: 2.32956355982532"
[1] "Newton iter: 1, lambda:1.71223050989522, diff to last: 0.617"
[1] "Newton iter: 2, lambda:1.69730328850682, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.69717904594713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69717903714818, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69717903714818"
[1] "Starting iterative with newton 1.69717903714818"
[1] "Starting newton at: 2.06462201750211"
[1] "Newton iter: 1, lambda:1.57915654920782, diff to last: 0.485"
[1] "Newton iter: 2, lambda:1.52597244553087, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.5238895534655, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52388615747647, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52388615746743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52388615746743"
[1] "Starting iterative with newton 1.52388615746743"
[1] "Starting newton at: 1.89185457792661"
[1] "Newton iter: 1, lambda:1.46874675736214, diff to last: 0.423"
[1] "Newton iter: 2, lambda:1.39647362734222, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.39165104336391, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.39162811476544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39162811424548, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39162811424548"
[1] "Starting iterative with newton 1.39162811424548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63698268528871"
[1] "Starting iterative with newton 1.63698268528871"
[1] "Starting newton at: 1.93707902719748"
[1] "Newton iter: 1, lambda:1.59366759707783, diff to last: 0.343"
[1] "Newton iter: 2, lambda:1.55908185648916, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.55828332697098, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55828288091134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5582828809112, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5582828809112"
[1] "Starting iterative with newton 1.5582828809112"
[1] "Starting newton at: 1.85042112513364"
[1] "Newton iter: 1, lambda:1.53504573403754, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.49616564199932, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.49502462366455, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49502359482987, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49502359482903, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49502359482903"
[1] "Starting iterative with newton 1.49502359482903"
[1] "Starting newton at: 1.77727615895219"
[1] "Newton iter: 1, lambda:1.47864523384171, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.43540015092421, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.43381474230692, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43381251501858, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43381251501417, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43381251501417"
[1] "Starting iterative with newton 1.43381251501417"
[1] "Starting newton at: 1.71951365015594"
[1] "Newton iter: 1, lambda:1.42851058573408, diff to last: 0.291"
[1] "Newton iter: 2, lambda:1.38040302488486, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.37822956989885, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37822493849362, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37822493847256, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.37822493847256"
[1] "Starting iterative with newton 1.37822493847256"
[1] "Starting newton at: 1.66630747989825"
[1] "Newton iter: 1, lambda:1.37998427837148, diff to last: 0.286"
[1] "Newton iter: 2, lambda:1.32650071464415, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.32353578896246, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.32352628988268, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32352628978501, diff to last: 0"
[1] "Final threshold is: 0.0293801191536882"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02175905575835"
[1] "Starting iterative with newton 1.02175905575835"
[1] "Starting newton at: 1.18819448450366"
[1] "Newton iter: 1, lambda:1.27599628022287, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.26706188103982, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.26697110737852, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26697109795774, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26697109795774"
[1] "Starting iterative with newton 1.26697109795774"
[1] "Starting newton at: 1.45823568477403"
[1] "Newton iter: 1, lambda:1.52357605921083, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.52047817962019, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.52047179517609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52047179514884, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52047179514884"
[1] "Starting iterative with newton 1.52047179514884"
[1] "Starting newton at: 1.69969442289518"
[1] "Newton iter: 1, lambda:1.7089396975208, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.70890440494735, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70890440444527, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70890440444527"
[1] "Starting iterative with newton 1.70890440444527"
[1] "Starting newton at: 1.88982258291245"
[1] "Newton iter: 1, lambda:1.8307128766987, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.82999187324352, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.82999173455304, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82999173455303, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82999173455303"
[1] "Starting iterative with newton 1.82999173455303"
[1] "Starting newton at: 2.00129818244506"
[1] "Newton iter: 1, lambda:1.89791312357778, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.89681852392361, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.89681828169969, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89681828169968, diff to last: 0"
[1] "Final threshold is: 0.0421062638191215"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.968084912076912"
[1] "Starting iterative with newton 0.968084912076912"
[1] "Starting newton at: 1.32196165980339"
[1] "Newton iter: 1, lambda:1.27797483675675, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.27588327542077, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.27587837733056, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27587837730367, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27587837733056"
[1] "Starting iterative with newton 1.27587837733056"
[1] "Starting newton at: 1.65089173618896"
[1] "Newton iter: 1, lambda:1.58389450901553, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.58173617252761, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.58173357351778, diff to last: 0"
[1] "Newton iter: 4, lambda:1.581733573514, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.581733573514"
[1] "Starting iterative with newton 1.581733573514"
[1] "Starting newton at: 1.75839500039865"
[1] "Newton iter: 1, lambda:1.79292168354548, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.79254115342172, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79254111254573, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79254111254573, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79254111254573"
[1] "Starting iterative with newton 1.79254111254573"
[1] "Starting newton at: 1.97993030518971"
[1] "Newton iter: 1, lambda:1.91577661437513, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.9153925262956, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91539250311744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91539250311744, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91539250311744"
[1] "Starting iterative with newton 1.91539250311744"
[1] "Starting newton at: 2.10302805609646"
[1] "Newton iter: 1, lambda:1.98133962906862, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.98150999403202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98150999112775, diff to last: 0"
[1] "Final threshold is: 0.0439862812645855"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.903120426150796"
[1] "Starting iterative with newton 0.903120426150796"
[1] "Starting newton at: 1.24171662772189"
[1] "Newton iter: 1, lambda:1.27359750761295, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.2724413294877, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27243983217641, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27243983217389, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27243983217641"
[1] "Starting iterative with newton 1.27243983217641"
[1] "Starting newton at: 1.60724857326411"
[1] "Newton iter: 1, lambda:1.62436146622408, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.62421524905947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62421523879144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62421523879144, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62421523879144"
[1] "Starting iterative with newton 1.62421523879144"
[1] "Starting newton at: 1.7835847240579"
[1] "Newton iter: 1, lambda:1.86342932608508, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.86171598935281, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.86171544790671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86171544790665, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86171544790665"
[1] "Starting iterative with newton 1.86171544790665"
[1] "Starting newton at: 2.02230559037786"
[1] "Newton iter: 1, lambda:1.99931455705368, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.99929434649128, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99929434646676, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99929434649128"
[1] "Starting iterative with newton 1.99929434649128"
[1] "Starting newton at: 2.16016904845223"
[1] "Newton iter: 1, lambda:2.0726433877096, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.07318111338174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.07318111215668, diff to last: 0"
[1] "Final threshold is: 0.0460212302335401"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4278482833215"
[1] "Newton iter: 1, lambda:1.536450731017, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.52815087830095, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.52810976936723, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52810976834248, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52810976834248"
[1] "Starting iterative with newton 1.52810976834248"
[1] "Starting newton at: 2.0723341005434"
[1] "Newton iter: 1, lambda:2.09736219765524, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.0974914212695, diff to last: 0"
[1] "Newton iter: 3, lambda:2.09749142513115, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0974914212695"
[1] "Starting iterative with newton 2.0974914212695"
[1] "Starting newton at: 2.41422982961101"
[1] "Newton iter: 1, lambda:2.37196673286858, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.37278996533606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37279026059537, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37279026059541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37279026059537"
[1] "Starting iterative with newton 2.37279026059537"
[1] "Starting newton at: 2.56514528113818"
[1] "Newton iter: 1, lambda:2.52258094618117, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.52355076528758, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52355125292054, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52355125292066, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52355125292054"
[1] "Starting iterative with newton 2.52355125292054"
[1] "Starting newton at: 2.60568980405702"
[1] "Newton iter: 1, lambda:2.60073811021294, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.60075178628419, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60075178638821, diff to last: 0"
[1] "Final threshold is: 0.057732436416211"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.029380119153688215, 'dd': 0.042106263819121546}, {'ad': 0.04398628126458548, 'da': 0.04602123023354007, 'dd': 0.057732436416210994}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462636735970206. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008316657689978002
0.008316657689978002
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 160.370760215553"
[1] "Starting iterative with newton 160.370760215553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 115.105465808251"
[1] "Starting iterative with newton 115.105465808251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 102.890003007635"
[1] "Starting iterative with newton 102.890003007635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.2977479949854"
[1] "Starting iterative with newton 58.2977479949854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 45.4205349820006"
[1] "Starting iterative with newton 45.4205349820006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.2276117964022"
[1] "Starting iterative with newton 22.2276117964022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7908738975141"
[1] "Starting iterative with newton 15.7908738975141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6203020433446"
[1] "Starting iterative with newton 12.6203020433446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.78134920480375"
[1] "Starting iterative with newton 5.78134920480375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.20218409982321"
[1] "Starting iterative with newton 5.20218409982321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.36934401601105"
[1] "Starting iterative with newton 4.36934401601105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72722299154646"
[1] "Starting iterative with newton 2.72722299154646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58395892368759"
[1] "Starting iterative with newton 2.58395892368759"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.4105592961989"
[1] "Starting iterative with newton 2.4105592961989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80031088927509"
[1] "Starting iterative with newton 1.80031088927509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462636735970206. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008316657689978002
0.008316657689978002
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.08055194821346e-09, diff to last: 0"
[1] "Newton iter: 2, lambda:1.08055194821346e-09, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.18329221957307e-18, diff to last: 0"
[1] "Newton iter: 2, lambda:1.18329221957307e-18, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124673485852171, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124683183001392, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124683183001451, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124683183001392"
[1] "Starting iterative with newton 0.0124683183001392"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116780328922203, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011678933435068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116789334350734, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116789334350734"
[1] "Starting iterative with newton 0.0116789334350734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116746964869907, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116755967129462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116755967129516, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0116755967129462"
[1] "Starting iterative with newton 0.0116755967129462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116746823706213, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116755825952356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011675582595241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116755825952356"
[1] "Starting iterative with newton 0.0116755825952356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116746823108946, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116755825355032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116755825355085, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.710182327891e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037501347913125, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0375284359688987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375284359830254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0375284359830254"
[1] "Starting iterative with newton 0.0375284359830254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257304770600635, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0257452831654762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0257452831703774, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0257452831654762"
[1] "Starting iterative with newton 0.0257452831654762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254723032709927, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254868324263675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0254868324310931, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0254868324263675"
[1] "Starting iterative with newton 0.0254868324263675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254666305566814, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254811536330376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0254811536377594, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0254811536330376"
[1] "Starting iterative with newton 0.0254811536330376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254665059086578, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254810288514413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025481028856163, diff to last: 0"
[1] "Final threshold is: 0.00021191699458516"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510161270616702, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511008485620986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.051100848795631, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0511008485620986"
[1] "Starting iterative with newton 0.0511008485620986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0139031904224772, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0139059870663901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0139059870665033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0139059870663901"
[1] "Starting iterative with newton 0.0139059870663901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134902675131949, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134928533573038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134928533573988, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0134928533573038"
[1] "Starting iterative with newton 0.0134928533573038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134856913547222, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134882749227445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134882749228394, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0134882749228394"
[1] "Starting iterative with newton 0.0134882749228394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134856406421398, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.013488224184946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134882241850408, diff to last: 0"
[1] "Final threshold is: 0.000112176943392667"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179932443642501"
[1] "Newton iter: 1, lambda:0.0919956316022053, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0924034579609608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0924034667825073, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0924034667825073"
[1] "Starting iterative with newton 0.0924034667825073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305685761223579, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305942758576377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305942758758033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0305942758576377"
[1] "Starting iterative with newton 0.0305942758576377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0294086681558765, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294318353951325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294318354095101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0294318354095101"
[1] "Starting iterative with newton 0.0294318354095101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0293866523206152, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294097735193055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294097735336191, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0294097735193055"
[1] "Starting iterative with newton 0.0294097735193055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0293862344138874, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294093547393389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294093547536513, diff to last: 0"
[1] "Final threshold is: 0.000244587536250214"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.168248120297068"
[1] "Newton iter: 1, lambda:0.135199819604921, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.135289868917973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135289869588072, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.135289869588072"
[1] "Starting iterative with newton 0.135289869588072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0440608476169645, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0441357873238828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0441357875406323, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0441357873238828"
[1] "Starting iterative with newton 0.0441357873238828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414309705055229, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0414954803393578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414954804957336, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0414954804957336"
[1] "Starting iterative with newton 0.0414954804957336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0413540680535846, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0414182880971909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414182882520433, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0414182880971909"
[1] "Starting iterative with newton 0.0414182880971909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0413518192238537, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0414160308057608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414160309605688, diff to last: 0"
[1] "Final threshold is: 0.000344442951089096"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.332168059691594"
[1] "Newton iter: 1, lambda:0.186796771303184, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.189152551570099, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.189153180526615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18915318052666, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.18915318052666"
[1] "Starting iterative with newton 0.18915318052666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580815492602543, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582641370820712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582641388863561, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0582641370820712"
[1] "Starting iterative with newton 0.0582641370820712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0530485779065482, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531931541466655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531931552205114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0531931541466655"
[1] "Starting iterative with newton 0.0531931541466655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0528534734443108, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0529966920774746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0529966931290762, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0529966931290762"
[1] "Starting iterative with newton 0.0529966931290762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0528459139223324, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0529890801247961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0529890811755437, diff to last: 0"
[1] "Final threshold is: 0.000440692049443454"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.274669037222012"
[1] "Newton iter: 1, lambda:0.240181391448142, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.24034827899479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.240348282919952, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240348282919952"
[1] "Starting iterative with newton 0.240348282919952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0860269411393703, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0865759420245817, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.08657596436872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.08657596436872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.08657596436872"
[1] "Starting iterative with newton 0.08657596436872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0781819778916973, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786143037234394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786143169371487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0786143169371487, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0786143169371487"
[1] "Starting iterative with newton 0.0786143169371487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0777707243977045, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781974289039523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781974417437541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781974417437541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0781974417437541"
[1] "Starting iterative with newton 0.0781974417437541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0777491716935296, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781755829483342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781755957687936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781755957687936, diff to last: 0"
[1] "Final threshold is: 0.000650159669719149"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.298212417244549"
[1] "Newton iter: 1, lambda:0.391453761761611, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.393507633548103, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.393508614186805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393508614187029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.393508614186805"
[1] "Starting iterative with newton 0.393508614186805"
[1] "Starting newton at: 0.310186694410901"
[1] "Newton iter: 1, lambda:0.156966570620875, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.160074826426627, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16007611582319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160076115823412, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.16007611582319"
[1] "Starting iterative with newton 0.16007611582319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136073636230125, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138384750562327, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138385416280996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138385416281051, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138385416280996"
[1] "Starting iterative with newton 0.138385416280996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134098087075203, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136327395698628, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136328010987584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136328010987631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136328010987584"
[1] "Starting iterative with newton 0.136328010987584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133910265279576, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136131895133961, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136132505801361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136132505801407, diff to last: 0"
[1] "Final threshold is: 0.00113216745122887"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.342639086586579"
[1] "Newton iter: 1, lambda:0.445702158665278, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.448572234511387, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.448574414574987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448574414576244, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.448574414574987"
[1] "Starting iterative with newton 0.448574414574987"
[1] "Starting newton at: 0.316088518014612"
[1] "Newton iter: 1, lambda:0.168443232691634, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.171468139101208, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.171469419223576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171469419223805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.171469419223576"
[1] "Starting iterative with newton 0.171469419223576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142636274835422, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145269283574842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145270179320292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145270179320395, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.145270179320292"
[1] "Starting iterative with newton 0.145270179320292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140208182780894, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142731858523556, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14273267489801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142732674898096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.14273267489801"
[1] "Starting iterative with newton 0.14273267489801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139972405151976, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142485622514991, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142486431509078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142486431509162, diff to last: 0"
[1] "Final threshold is: 0.0011850108763275"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.653415964958168"
[1] "Newton iter: 1, lambda:0.508010365054523, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.514117763162978, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.514129051021542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.514129051060037, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.514129051060037"
[1] "Starting iterative with newton 0.514129051060037"
[1] "Starting newton at: 0.358224199432782"
[1] "Newton iter: 1, lambda:0.190783966407308, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.195238971535957, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195242158995677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195242158997308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195242158997308"
[1] "Starting iterative with newton 0.195242158997308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157936138519344, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161565642928846, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161567556944027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16156755694456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.16156755694456"
[1] "Starting iterative with newton 0.16156755694456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154521063472729, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.157955670001603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157957364694495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157957364694908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.157957364694495"
[1] "Starting iterative with newton 0.157957364694495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154153927892447, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157568001192334, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157569673637863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157569673638265, diff to last: 0"
[1] "Final threshold is: 0.00131045303796766"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.72722299154646"
[1] "Starting iterative with newton 2.72722299154646"
[1] "Starting newton at: 0.57637471706036"
[1] "Newton iter: 1, lambda:0.605879410638758, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.606216250765461, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606216294296035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606216294296036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606216294296036"
[1] "Starting iterative with newton 0.606216294296036"
[1] "Starting newton at: 0.281525737923619"
[1] "Newton iter: 1, lambda:0.308090429220319, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.308266899690921, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308266907461142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.308266899690921"
[1] "Starting iterative with newton 0.308266899690921"
[1] "Starting newton at: 0.315956443374"
[1] "Newton iter: 1, lambda:0.259760234099343, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.260475790205097, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.260475906676737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260475906676741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.260475906676737"
[1] "Starting iterative with newton 0.260475906676737"
[1] "Starting newton at: 0.313678725541605"
[1] "Newton iter: 1, lambda:0.251845032416481, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.252697542342483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252697705052116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252697705052121, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252697705052121"
[1] "Starting iterative with newton 0.252697705052121"
[1] "Starting newton at: 0.318017783536121"
[1] "Newton iter: 1, lambda:0.250412966819416, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.251428979422607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251429209925501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251429209925513, diff to last: 0"
[1] "Final threshold is: 0.00209105067221201"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.58395892368759"
[1] "Starting iterative with newton 2.58395892368759"
[1] "Starting newton at: 0.602064057800261"
[1] "Newton iter: 1, lambda:0.61597361892824, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.616049683445652, diff to last: 0"
[1] "Newton iter: 3, lambda:0.616049685710754, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.616049685710754"
[1] "Starting iterative with newton 0.616049685710754"
[1] "Starting newton at: 0.300001334771732"
[1] "Newton iter: 1, lambda:0.333659130993257, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.333956858180858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333956881401789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33395688140179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.333956881401789"
[1] "Starting iterative with newton 0.333956881401789"
[1] "Starting newton at: 0.28147334275597"
[1] "Newton iter: 1, lambda:0.288810567742351, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.288823562125651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288823562166386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288823562166386"
[1] "Starting iterative with newton 0.288823562166386"
[1] "Starting newton at: 0.27669241359978"
[1] "Newton iter: 1, lambda:0.281440658062906, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.28144602378198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28144602378883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.28144602378198"
[1] "Starting iterative with newton 0.28144602378198"
[1] "Starting newton at: 0.277464449816108"
[1] "Newton iter: 1, lambda:0.28023346869119, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.280235289049122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280235289049908, diff to last: 0"
[1] "Final threshold is: 0.00233062097167358"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.4105592961989"
[1] "Starting iterative with newton 2.4105592961989"
[1] "Starting newton at: 0.596761388186904"
[1] "Newton iter: 1, lambda:0.626773388737807, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.62714193036693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627141985451925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627141985451926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627141985451925"
[1] "Starting iterative with newton 0.627141985451925"
[1] "Starting newton at: 0.286243483479109"
[1] "Newton iter: 1, lambda:0.352936115822855, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.354184716305643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.354185151062714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354185151062767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354185151062714"
[1] "Starting iterative with newton 0.354185151062714"
[1] "Starting newton at: 0.284642943153792"
[1] "Newton iter: 1, lambda:0.306761531642126, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.306887843256794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306887847368636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.306887843256794"
[1] "Starting iterative with newton 0.306887843256794"
[1] "Starting newton at: 0.27481296268683"
[1] "Newton iter: 1, lambda:0.29838147102506, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.298522813576063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29852281865041, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298522813576063"
[1] "Starting iterative with newton 0.298522813576063"
[1] "Starting newton at: 0.272092761263394"
[1] "Newton iter: 1, lambda:0.296881769289265, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.297037733700351, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297037739862841, diff to last: 0"
[1] "Final threshold is: 0.00247036115219267"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.80031088927509"
[1] "Starting iterative with newton 1.80031088927509"
[1] "Starting newton at: 0.824434620663799"
[1] "Newton iter: 1, lambda:0.700238002577395, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.707394555699348, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.70741954762218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707419547926223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.70741954762218"
[1] "Starting iterative with newton 0.70741954762218"
[1] "Starting newton at: 0.545973406488186"
[1] "Newton iter: 1, lambda:0.475197535154809, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.477033791163371, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.477035045244118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477035045244703, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.477035045244118"
[1] "Starting iterative with newton 0.477035045244118"
[1] "Starting newton at: 0.542863530612004"
[1] "Newton iter: 1, lambda:0.420909427361958, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.425959942054075, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.425968800073359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425968800100588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.425968800073359"
[1] "Starting iterative with newton 0.425968800073359"
[1] "Starting newton at: 0.535605505112924"
[1] "Newton iter: 1, lambda:0.409150274950293, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.41449455949743, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.414504320227615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41450432026015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.414504320227615"
[1] "Starting iterative with newton 0.414504320227615"
[1] "Starting newton at: 0.532284806915868"
[1] "Newton iter: 1, lambda:0.406655200137142, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.41191284867834, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.411922261018773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411922261048917, diff to last: 0"
[1] "Final threshold is: 0.0034258164397749"
threshold is:
[{'ad': 0.0, 'da': 9.710182327891001e-05, 'dd': 0.0002119169945851597}, {'ad': 0.00011217694339266721, 'da': 0.00024458753625021404, 'dd': 0.0003444429510890962}, {'ad': 0.00044069204944345445, 'da': 0.0006501596697191489, 'dd': 0.0011321674512288654}, {'ad': 0.0011850108763274954, 'da': 0.001310453037967661, 'dd': 0.0020910506722120123}, {'ad': 0.0023306209716735847, 'da': 0.0024703611521926655, 'dd': 0.003425816439774903}]
Number of points in noise estimation: 128
Estimated noise: 0.022198364611601736
0.022198364611601736
threshold is:
[{'ad': 0.07144251260135981, 'da': 0.0031108605352373757, 'dd': 0.006966614389476101}, {'ad': 0.0009414441570037013, 'da': 0.0028775527920906242, 'dd': 0.00470887447811464}, {'ad': 0.0035230707067792633, 'da': 0.00454673485035012, 'dd': 0.008906379621684009}, {'ad': 0.0085639398263897, 'da': 0.009770897025327702, 'dd': 0.0163379862970453}, {'ad': 0.01601729046500011, 'da': 0.018327693742902922, 'dd': 0.022168407766585546}]
['peppers256', 0.05, 3, 0.0006729518661763683, 0.0004108085508059235, 0.0004289500739178234, 0.0015422453622322898, 0.0003760173727262778, 0.0005458158170257713, 0.000607746241504471, 0.0006729518661763688, 31.720159981855048, 33.86360525325052, 33.67593252998908, 28.11846527071957, 34.2479208936792, 32.629538831998694, 32.16277718291152, 31.720159981855048]
peppers256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.021779364713845707
0.021779364713845707
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0216431318127202, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216502826096681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216502826104486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0216502826096681"
[1] "Starting iterative with newton 0.0216502826096681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0023508305625635, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00235085919733496, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00235085919733496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00235085919733496"
[1] "Starting iterative with newton 0.00235085919733496"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00226837226508848, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00226839839555398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00226839839555398, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00226839839555398"
[1] "Starting iterative with newton 0.00226839839555398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00226802444688897, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0022680505670734, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0022680505670734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0022680505670734"
[1] "Starting iterative with newton 0.0022680505670734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00226802297983553, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00226804909997661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00226804909997661, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.93966685373e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136001358166545, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136019227069785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0136019227070093, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0136019227070093"
[1] "Starting iterative with newton 0.0136019227070093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00994958359258749, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00995029836379692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00995029836380061, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00995029836379692"
[1] "Starting iterative with newton 0.00995029836379692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992514450562834, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992585642675758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992585642676124, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00992585642675758"
[1] "Starting iterative with newton 0.00992585642675758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992498068056743, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992569258257875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992569258258242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00992569258258242"
[1] "Starting iterative with newton 0.00992569258258242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.009924979582371, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992569148425417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992569148425783, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000216175254872764"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0563825796077391, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0564860840932383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0564860844416113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0564860840932383"
[1] "Starting iterative with newton 0.0564860840932383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425565505430212, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426064033999455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426064034683037, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0426064034683037"
[1] "Starting iterative with newton 0.0426064034683037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422684470219798, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423177645007539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423177645678393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0423177645678393"
[1] "Starting iterative with newton 0.0423177645678393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422623949763256, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423117011903328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423117012573915, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0423117011903328"
[1] "Starting iterative with newton 0.0423117011903328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422622678159559, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423115737932696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423115738603277, diff to last: 0"
[1] "Final threshold is: 0.000921519197260414"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126212960349659, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127433403105358, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.127433516696381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127433516696382, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.127433516696382"
[1] "Starting iterative with newton 0.127433516696382"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.048227198584257, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483294852476089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483294857075569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483294857075569"
[1] "Starting iterative with newton 0.0483294857075569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.045419439946395, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455084660872528, diff to last: 0"
[1] "Newton iter: 3, lambda:0.045508466429182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.045508466429182"
[1] "Starting iterative with newton 0.045508466429182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453190316772922, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454076015410713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454076018792645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0454076018792645"
[1] "Starting iterative with newton 0.0454076018792645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453154413722067, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454039949437329, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454039952817931, diff to last: 0"
[1] "Final threshold is: 0.000988870165345165"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.177212159025487, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.180889209006921, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.180890779433192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180890779433479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.180890779433479"
[1] "Starting iterative with newton 0.180890779433479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772252228284757, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775855462810852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775855541159546, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0775855462810852"
[1] "Starting iterative with newton 0.0775855462810852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725459016449059, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728598436585429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728598495314761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0728598495314761"
[1] "Starting iterative with newton 0.0728598495314761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0723252404888064, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0726370886256795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0726370944171007, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0726370886256795"
[1] "Starting iterative with newton 0.0726370886256795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0723148260113209, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0726265755204811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0726265813080776, diff to last: 0"
[1] "Final threshold is: 0.00158176080222839"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.183515891813115"
[1] "Newton iter: 1, lambda:0.285304465432078, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.287167538013391, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.287168155762784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287168155762852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.287168155762784"
[1] "Starting iterative with newton 0.287168155762784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108431479549375, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109511720622849, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109511827725486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109511827725487, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109511827725486"
[1] "Starting iterative with newton 0.109511827725486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972624813307013, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0980874185787553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.098087477878684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0980874778786843, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0980874778786843"
[1] "Starting iterative with newton 0.0980874778786843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.096534259564584, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0973440812809946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0973441382312638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.097344138231264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0973441382312638"
[1] "Starting iterative with newton 0.0973441382312638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.096486846153716, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0972956898546679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0972957466547034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0972957466547037, diff to last: 0"
[1] "Final threshold is: 0.00211903955149872"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.546922002735662"
[1] "Newton iter: 1, lambda:0.38187041212769, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.387834800944301, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.387842907636927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387842907651886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.387842907636927"
[1] "Starting iterative with newton 0.387842907636927"
[1] "Starting newton at: 0.277655914338197"
[1] "Newton iter: 1, lambda:0.155683239524317, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.157610459132495, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.157610942987707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157610942987738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157610942987738"
[1] "Starting iterative with newton 0.157610942987738"
[1] "Starting newton at: 0.268814608964548"
[1] "Newton iter: 1, lambda:0.135272517627511, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.137430321169386, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137430887105452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137430887105491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137430887105491"
[1] "Starting iterative with newton 0.137430887105491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133464484728133, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135618710689127, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135619271204998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135619271205036, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135619271205036"
[1] "Starting iterative with newton 0.135619271205036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133307794159899, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135455729884092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135456286814947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135456286814984, diff to last: 0"
[1] "Final threshold is: 0.00295015187332683"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.265927119332029"
[1] "Newton iter: 1, lambda:0.44517456646213, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.453981273508049, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.454001867175568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454001867287946, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454001867175568"
[1] "Starting iterative with newton 0.454001867175568"
[1] "Starting newton at: 0.266174368577603"
[1] "Newton iter: 1, lambda:0.205449657798973, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.206060909873391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.206060972069536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206060972069537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206060972069536"
[1] "Starting iterative with newton 0.206060972069536"
[1] "Starting newton at: 0.338517351081682"
[1] "Newton iter: 1, lambda:0.17337580979349, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.177591840970232, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177594617845554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177594617846758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177594617846758"
[1] "Starting iterative with newton 0.177594617846758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169754095571371, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.174233366005662, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174236475748757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174236475750256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174236475748757"
[1] "Starting iterative with newton 0.174236475748757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169381014941326, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173836286666203, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173839360266696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173839360268159, diff to last: 0"
[1] "Final threshold is: 0.00378611082890185"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.35797936326022"
[1] "Starting iterative with newton 2.35797936326022"
[1] "Starting newton at: 0.617221949249836"
[1] "Newton iter: 1, lambda:0.591176802608271, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.59141301475224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591413034348776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591413034348777, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591413034348777"
[1] "Starting iterative with newton 0.591413034348777"
[1] "Starting newton at: 0.428402581051274"
[1] "Newton iter: 1, lambda:0.36793892575832, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.368942922751374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.368943202250547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368943202250569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.368943202250547"
[1] "Starting iterative with newton 0.368943202250547"
[1] "Starting newton at: 0.42743728248316"
[1] "Newton iter: 1, lambda:0.328730585327425, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.331266384911646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33126808184544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331268081846199, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.33126808184544"
[1] "Starting iterative with newton 0.33126808184544"
[1] "Starting newton at: 0.422356075913247"
[1] "Newton iter: 1, lambda:0.322007328648576, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.324605503308144, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.32460726895401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324607268954825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.324607268954825"
[1] "Starting iterative with newton 0.324607268954825"
[1] "Starting newton at: 0.41681501550629"
[1] "Newton iter: 1, lambda:0.321055917501198, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.323419934313609, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.323421393682585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323421393683141, diff to last: 0"
[1] "Final threshold is: 0.00704391248927329"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.94418702022045"
[1] "Starting iterative with newton 1.94418702022045"
[1] "Starting newton at: 0.725351765455765"
[1] "Newton iter: 1, lambda:0.624906616571795, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.628762112716246, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.62876800764956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628768007663324, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.62876800764956"
[1] "Starting iterative with newton 0.62876800764956"
[1] "Starting newton at: 0.481267271237151"
[1] "Newton iter: 1, lambda:0.422073056524395, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.423177024391604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.423177412694376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423177412694424, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.423177412694424"
[1] "Starting iterative with newton 0.423177412694424"
[1] "Starting newton at: 0.459808167276966"
[1] "Newton iter: 1, lambda:0.382516569205098, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.384307466502268, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.38430844029263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384308440292918, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.38430844029263"
[1] "Starting iterative with newton 0.38430844029263"
[1] "Starting newton at: 0.457382272265701"
[1] "Newton iter: 1, lambda:0.374695902490798, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.376724687482361, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376725925109062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376725925109523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376725925109062"
[1] "Starting iterative with newton 0.376725925109062"
[1] "Starting newton at: 0.457260014605145"
[1] "Newton iter: 1, lambda:0.373140715231908, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.375236071245077, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.375237388907715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375237388908236, diff to last: 0"
[1] "Final threshold is: 0.00817243194729228"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.66429446557597"
[1] "Starting iterative with newton 1.66429446557597"
[1] "Starting newton at: 0.671228318561358"
[1] "Newton iter: 1, lambda:0.670248229961904, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.670248640929971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.670248640930044, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.670248640929971"
[1] "Starting iterative with newton 0.670248640929971"
[1] "Starting newton at: 0.409567076262685"
[1] "Newton iter: 1, lambda:0.488532011028042, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.490848557280042, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.490850522166478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490850522167891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490850522166478"
[1] "Starting iterative with newton 0.490850522166478"
[1] "Starting newton at: 0.429797609038902"
[1] "Newton iter: 1, lambda:0.451855586687897, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.452027462044363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.452027472438792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452027472438792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452027472438792"
[1] "Starting iterative with newton 0.452027472438792"
[1] "Starting newton at: 0.421831050073775"
[1] "Newton iter: 1, lambda:0.443200929339484, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.44336074514782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.443360754053276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.443360754053276"
[1] "Starting iterative with newton 0.443360754053276"
[1] "Starting newton at: 0.422502860802861"
[1] "Newton iter: 1, lambda:0.441290260281298, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.441413472153319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.441413477435614, diff to last: 0"
[1] "Final threshold is: 0.00961370511467713"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.0490591496807"
[1] "Starting iterative with newton 1.0490591496807"
[1] "Starting newton at: 0.757824150300782"
[1] "Newton iter: 1, lambda:0.84726008863296, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.852277976854282, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.852293239132175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852293239273048, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.852293239273048"
[1] "Starting iterative with newton 0.852293239273048"
[1] "Starting newton at: 0.735749270864791"
[1] "Newton iter: 1, lambda:0.791835375253567, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.79370161990949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.793703643713872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793703643716249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.793703643713872"
[1] "Starting iterative with newton 0.793703643713872"
[1] "Starting newton at: 0.727750625132749"
[1] "Newton iter: 1, lambda:0.774291108511489, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.775554478079374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775555393352387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775555393352868, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.775555393352387"
[1] "Starting iterative with newton 0.775555393352387"
[1] "Starting newton at: 0.720676152597295"
[1] "Newton iter: 1, lambda:0.768535289601328, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.769866152285125, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.769867163835199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769867163835783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.769867163835199"
[1] "Starting iterative with newton 0.769867163835199"
[1] "Starting newton at: 0.720728871118567"
[1] "Newton iter: 1, lambda:0.766843652330129, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.76807685337682, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.768077720758808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768077720759237, diff to last: 0"
[1] "Final threshold is: 0.0167282448089948"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.990478960036852"
[1] "Starting iterative with newton 0.990478960036852"
[1] "Starting newton at: 0.760565143980298"
[1] "Newton iter: 1, lambda:0.861909550421838, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.868589189363896, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.868617112929606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.868617113416086, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.868617113416086"
[1] "Starting iterative with newton 0.868617113416086"
[1] "Starting newton at: 0.754915416657157"
[1] "Newton iter: 1, lambda:0.827348337671679, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.830630346702432, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.830636902645747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830636902671868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.830636902645747"
[1] "Starting iterative with newton 0.830636902645747"
[1] "Starting newton at: 0.758764677680206"
[1] "Newton iter: 1, lambda:0.816491382681349, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.818546088382484, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.818548634644404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818548634648311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.818548634644404"
[1] "Starting iterative with newton 0.818548634644404"
[1] "Starting newton at: 0.755111212353283"
[1] "Newton iter: 1, lambda:0.812638699999401, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.814673138596746, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.814675627963951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814675627967675, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.814675627967675"
[1] "Starting iterative with newton 0.814675627967675"
[1] "Starting newton at: 0.75333913077632"
[1] "Newton iter: 1, lambda:0.811361532166012, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.813429548290418, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813432118257469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813432118261435, diff to last: 0"
[1] "Final threshold is: 0.0177160347734855"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.929595207202239"
[1] "Starting iterative with newton 0.929595207202239"
[1] "Starting newton at: 0.991274428460885"
[1] "Newton iter: 1, lambda:0.905202577435948, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.909909336513032, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.90992411817016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909924118315611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.909924118315611"
[1] "Starting iterative with newton 0.909924118315611"
[1] "Starting newton at: 0.991085871897996"
[1] "Newton iter: 1, lambda:0.897629083916623, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.903132471168021, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.903152598114141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.903152598382619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.903152598114141"
[1] "Starting iterative with newton 0.903152598114141"
[1] "Starting newton at: 0.989101156368027"
[1] "Newton iter: 1, lambda:0.895252755356416, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.900793518731775, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.900813888918812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900813889193399, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.900813888918812"
[1] "Starting iterative with newton 0.900813888918812"
[1] "Starting newton at: 0.98780493218195"
[1] "Newton iter: 1, lambda:0.894510657118307, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.899985360021226, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.900005236119328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900005236380616, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.900005236119328"
[1] "Starting iterative with newton 0.900005236119328"
[1] "Starting newton at: 0.988476869305376"
[1] "Newton iter: 1, lambda:0.89410756826773, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.899704745857666, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899725518590422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899725518875763, diff to last: 0"
[1] "Final threshold is: 0.0195954502179493"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.03772285617691"
[1] "Newton iter: 1, lambda:1.13504227083721, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.14441209351458, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.14449481105449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14449481746141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14449481105449"
[1] "Starting iterative with newton 1.14449481105449"
[1] "Starting newton at: 1.35450376059019"
[1] "Newton iter: 1, lambda:1.42038320031456, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.42552082308008, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.4255505776005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42555057859397, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42555057859397"
[1] "Starting iterative with newton 1.42555057859397"
[1] "Starting newton at: 1.83489887158926"
[1] "Newton iter: 1, lambda:1.49549596240084, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.58747935242528, diff to last: 0.092"
[1] "Newton iter: 3, lambda:1.59886661563113, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.59902918188914, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59902921464288, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59902921464288, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59902921464288"
[1] "Starting iterative with newton 1.59902921464288"
[1] "Starting newton at: 1.78239137821582"
[1] "Newton iter: 1, lambda:1.70051132574244, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.70847036022797, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.70855427032187, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70855427956677, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.70855427032187"
[1] "Starting iterative with newton 1.70855427032187"
[1] "Starting newton at: 1.75149943833108"
[1] "Newton iter: 1, lambda:1.77761241575188, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.77856784028121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77856908305126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77856908305336, diff to last: 0"
[1] "Final threshold is: 0.0387361047285436"
threshold is:
[{'ad': 4.939666853730005e-05, 'da': 0.00021617525487276385, 'dd': 0.0009215191972604142}, {'ad': 0.0009888701653451648, 'da': 0.0015817608022283911, 'dd': 0.0021190395514987196}, {'ad': 0.002950151873326833, 'da': 0.003786110828901849, 'dd': 0.007043912489273295}, {'ad': 0.008172431947292282, 'da': 0.009613705114677129, 'dd': 0.016728244808994756}, {'ad': 0.017716034773485496, 'da': 0.01959545021794932, 'dd': 0.038736104728543566}]
Number of points in noise estimation: 128
Estimated noise: 0.021779364713845707
0.021779364713845707
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 61.927263922188"
[1] "Starting iterative with newton 61.927263922188"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 44.2632987936924"
[1] "Starting iterative with newton 44.2632987936924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 39.602994384113"
[1] "Starting iterative with newton 39.602994384113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.2207707395089"
[1] "Starting iterative with newton 22.2207707395089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.4301362971612"
[1] "Starting iterative with newton 17.4301362971612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.36085365765636"
[1] "Starting iterative with newton 8.36085365765636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.9563544478316"
[1] "Starting iterative with newton 5.9563544478316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.87669899257732"
[1] "Starting iterative with newton 4.87669899257732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.35797936326022"
[1] "Starting iterative with newton 2.35797936326022"
[1] "Starting newton at: 2.71384137380859"
[1] "Newton iter: 1, lambda:1.76257737899693, diff to last: 0.951"
[1] "Newton iter: 2, lambda:1.88825112298074, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.88095140404385, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.88093183862716, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88093183848434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88093183848434"
[1] "Starting iterative with newton 1.88093183848434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.94418702022045"
[1] "Starting iterative with newton 1.94418702022045"
[1] "Starting newton at: 2.35188220769964"
[1] "Newton iter: 1, lambda:1.69693313804199, diff to last: 0.655"
[1] "Newton iter: 2, lambda:1.69320438773344, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.69319656134722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69319656131255, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69319656131255"
[1] "Starting iterative with newton 1.69319656131255"
[1] "Starting newton at: 2.0375321184307"
[1] "Newton iter: 1, lambda:1.56286123498796, diff to last: 0.475"
[1] "Newton iter: 2, lambda:1.51001033554831, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.50791021412725, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50790669098061, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50790669097067, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50790669097067"
[1] "Starting iterative with newton 1.50790669097067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.66429446557597"
[1] "Starting iterative with newton 1.66429446557597"
[1] "Starting newton at: 1.96176894475733"
[1] "Newton iter: 1, lambda:1.58578405746047, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.55081264753716, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.54999698474718, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54999651882911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54999651882896, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54999651882896"
[1] "Starting iterative with newton 1.54999651882896"
[1] "Starting newton at: 1.8408476833343"
[1] "Newton iter: 1, lambda:1.50182436363405, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.45754488246641, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.45597809986296, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45597603650951, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45597603650592, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45597603650592"
[1] "Starting iterative with newton 1.45597603650592"
[1] "Starting newton at: 1.75748476434992"
[1] "Newton iter: 1, lambda:1.42337124209476, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.36757250262394, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.36463174600842, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36462314128059, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36462314120676, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36462314128059"
[1] "Starting iterative with newton 1.36462314128059"
[1] "Starting newton at: 1.65117506713144"
[1] "Newton iter: 1, lambda:1.34314890730691, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.28006697486764, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.27564041448677, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27561757208444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27561757147488, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27561757147488"
[1] "Starting iterative with newton 1.27561757147488"
[1] "Starting newton at: 1.56218889699868"
[1] "Newton iter: 1, lambda:1.2576265044009, diff to last: 0.305"
[1] "Newton iter: 2, lambda:1.18066637149668, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.17278528909487, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.17269881510136, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17269880467315, diff to last: 0"
[1] "Newton iter: 6, lambda:1.17269880467315, diff to last: 0"
[1] "Final threshold is: 0.0255406349664674"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0490591496807"
[1] "Starting iterative with newton 1.0490591496807"
[1] "Starting newton at: 1.20970363881115"
[1] "Newton iter: 1, lambda:1.26922207345227, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.2650884647399, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.26506889524174, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26506889480208, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26506889480208"
[1] "Starting iterative with newton 1.26506889480208"
[1] "Starting newton at: 1.43749980212919"
[1] "Newton iter: 1, lambda:1.51158504913861, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.50745723385941, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5074455517879, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50744555169375, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5074455517879"
[1] "Starting iterative with newton 1.5074455517879"
[1] "Starting newton at: 1.70187417117939"
[1] "Newton iter: 1, lambda:1.69290716024491, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.69287401544142, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69287401497791, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69287401497791"
[1] "Starting iterative with newton 1.69287401497791"
[1] "Starting newton at: 1.89626756310032"
[1] "Newton iter: 1, lambda:1.80864533554337, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.80713799357376, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.80713733935546, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80713733935534, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80713733935534"
[1] "Starting iterative with newton 1.80713733935534"
[1] "Starting newton at: 2.01092257806425"
[1] "Newton iter: 1, lambda:1.87792993965883, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.87637849038243, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87637796444863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87637796444856, diff to last: 0"
[1] "Final threshold is: 0.0408663200287487"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.990478960036852"
[1] "Starting iterative with newton 0.990478960036852"
[1] "Starting newton at: 1.34774032577377"
[1] "Newton iter: 1, lambda:1.2706282098266, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.26428070455194, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26423458280721, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26423458036305, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26423458036305"
[1] "Starting iterative with newton 1.26423458036305"
[1] "Starting newton at: 1.45038581401322"
[1] "Newton iter: 1, lambda:1.55416264404933, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.54654837861238, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.54651288231285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54651288153111, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54651288153111"
[1] "Starting iterative with newton 1.54651288153111"
[1] "Starting newton at: 1.72656540803335"
[1] "Newton iter: 1, lambda:1.74445909208135, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.74434161219808, diff to last: 0"
[1] "Newton iter: 3, lambda:1.74434160740052, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74434160740052"
[1] "Starting iterative with newton 1.74434160740052"
[1] "Starting newton at: 1.91994575056321"
[1] "Newton iter: 1, lambda:1.86535006885884, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.86487453261526, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86487448383126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86487448383126, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86487448383126"
[1] "Starting iterative with newton 1.86487448383126"
[1] "Starting newton at: 2.05380133448489"
[1] "Newton iter: 1, lambda:1.93608324535021, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.93557504169333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.93557500310229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.93557500310229, diff to last: 0"
[1] "Final threshold is: 0.0421555939235678"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.929595207202239"
[1] "Starting iterative with newton 0.929595207202239"
[1] "Starting newton at: 1.26861676770298"
[1] "Newton iter: 1, lambda:1.25047968227549, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.25010000999828, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2500998417002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25009984170017, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25009984170017"
[1] "Starting iterative with newton 1.25009984170017"
[1] "Starting newton at: 1.59457884519624"
[1] "Newton iter: 1, lambda:1.57877883562809, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.57864571233866, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57864570257232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57864570257232"
[1] "Starting iterative with newton 1.57864570257232"
[1] "Starting newton at: 1.73539368452581"
[1] "Newton iter: 1, lambda:1.81349069110137, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.81149773948485, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81149677375134, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81149677375111, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81149677375134"
[1] "Starting iterative with newton 1.81149677375134"
[1] "Starting newton at: 1.97264516072084"
[1] "Newton iter: 1, lambda:1.95101519809234, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.95097504730479, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95097504713196, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95097504713196"
[1] "Starting iterative with newton 1.95097504713196"
[1] "Starting newton at: 2.11915649688335"
[1] "Newton iter: 1, lambda:2.0307844739847, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.0310752665224, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03107526300445, diff to last: 0"
[1] "Final threshold is: 0.044235528914244"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43995234183402"
[1] "Newton iter: 1, lambda:1.54709468091935, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.53909483305814, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.53905686318198, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53905686231354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53905686231354"
[1] "Starting iterative with newton 1.53905686231354"
[1] "Starting newton at: 2.07241026831541"
[1] "Newton iter: 1, lambda:2.08878320555694, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.08883385810798, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0888338586343, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08883385810798"
[1] "Starting iterative with newton 2.08883385810798"
[1] "Starting newton at: 2.31433148213618"
[1] "Newton iter: 1, lambda:2.35935844664306, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.36011223457009, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.36011246381778, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3601124638178, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3601124638178"
[1] "Starting iterative with newton 2.3601124638178"
[1] "Starting newton at: 2.45609628808024"
[1] "Newton iter: 1, lambda:2.4933340188058, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.49396678901451, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49396697956255, diff to last: 0"
[1] "Newton iter: 4, lambda:2.49396697956257, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.49396697956257"
[1] "Starting iterative with newton 2.49396697956257"
[1] "Starting newton at: 2.58223266901717"
[1] "Newton iter: 1, lambda:2.56203661692993, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.56224724617291, diff to last: 0"
[1] "Newton iter: 3, lambda:2.56224726874664, diff to last: 0"
[1] "Newton iter: 4, lambda:2.56224726874664, diff to last: 0"
[1] "Final threshold is: 0.055804117753088"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.025540634966467406, 'dd': 0.04086632002874871}, {'ad': 0.042155593923567845, 'da': 0.044235528914244, 'dd': 0.05580411775308804}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46927320083822. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008362818861517051
0.008362818861517051
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 161.277732906347"
[1] "Starting iterative with newton 161.277732906347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 115.275308939416"
[1] "Starting iterative with newton 115.275308939416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 103.138436062636"
[1] "Starting iterative with newton 103.138436062636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 57.8697539875597"
[1] "Starting iterative with newton 57.8697539875597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 45.3934614289912"
[1] "Starting iterative with newton 45.3934614289912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.7742467156769"
[1] "Starting iterative with newton 21.7742467156769"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5121877003956"
[1] "Starting iterative with newton 15.5121877003956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.7004312442704"
[1] "Starting iterative with newton 12.7004312442704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.14090695859578"
[1] "Starting iterative with newton 6.14090695859578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.06326382126431"
[1] "Starting iterative with newton 5.06326382126431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.33433711255091"
[1] "Starting iterative with newton 4.33433711255091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73207422110159"
[1] "Starting iterative with newton 2.73207422110159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57951330397702"
[1] "Starting iterative with newton 2.57951330397702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.42095319642351"
[1] "Starting iterative with newton 2.42095319642351"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75657975002538"
[1] "Starting iterative with newton 1.75657975002538"
[1] "Starting newton at: 2.05494411269339"
[1] "Newton iter: 1, lambda:1.55051258269998, diff to last: 0.504"
[1] "Newton iter: 2, lambda:1.48678604518116, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.48352792113457, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.48351882436089, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48351882428978, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48351882428978"
[1] "Starting iterative with newton 1.48351882428978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46927320083822. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008362818861517051
0.008362818861517051
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00190711375869248, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00190713025003988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00190713025003988, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00190713025003988"
[1] "Starting iterative with newton 0.00190713025003988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.12478197452275e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.12478197452292e-07, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12478197452275e-07"
[1] "Starting iterative with newton 1.12478197452275e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.11448868140473e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.1144886814049e-07, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.32026696579873e-10"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00259312753223038, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00259316363159561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00259316363159561, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00259316363159561"
[1] "Starting iterative with newton 0.00259316363159561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0025480200951784, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00254805463355525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00254805463355526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00254805463355525"
[1] "Starting iterative with newton 0.00254805463355525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00254781528003023, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00254784981140835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00254784981140835, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00254784981140835"
[1] "Starting iterative with newton 0.00254784981140835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00254781435007124, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00254784888141759, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00254784888141759, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.13071986818141e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498677850501828, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299321908626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499299322872842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299322872842"
[1] "Starting iterative with newton 0.0499299322872842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0215570155459428, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0215681968063242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0215681968093319, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0215681968093319"
[1] "Starting iterative with newton 0.0215681968093319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020893508406613, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209039530526693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209039530552792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0209039530552792"
[1] "Starting iterative with newton 0.0209039530552792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208780235165257, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208884512256756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208884512282766, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208884512282766"
[1] "Starting iterative with newton 0.0208884512282766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208776621688029, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208880894828616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208880894854624, diff to last: 0"
[1] "Final threshold is: 0.000174683308708331"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0396268069517488"
[1] "Newton iter: 1, lambda:0.0648145672410752, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0648387069240084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648387069461661, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0648387069240084"
[1] "Starting iterative with newton 0.0648387069240084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014803016216652, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014806733509612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148067335098464, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0148067335098464"
[1] "Starting iterative with newton 0.0148067335098464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141719842100445, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141752908238429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141752908240229, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141752908238429"
[1] "Starting iterative with newton 0.0141752908238429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141640990637968, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141674007337251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141674007339045, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141674007337251"
[1] "Starting iterative with newton 0.0141674007337251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141640005477507, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141673021559402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141673021561196, diff to last: 0"
[1] "Final threshold is: 0.000118478581686508"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0425865986818179"
[1] "Newton iter: 1, lambda:0.0928946948743535, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0930231352696537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.09302313610526, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0930231352696537"
[1] "Starting iterative with newton 0.0930231352696537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286220509015731, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286487510675367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286487510907718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0286487510675367"
[1] "Starting iterative with newton 0.0286487510675367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269170856223848, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269399577745023, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269399577910172, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269399577745023"
[1] "Starting iterative with newton 0.0269399577745023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268723264096063, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268951026630886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268951026794511, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0268951026630886"
[1] "Starting iterative with newton 0.0268951026630886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268711518614963, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268939256016031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268939256179616, diff to last: 0"
[1] "Final threshold is: 0.000224909028281323"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121774974586798, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.12291515507038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122915254622456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122915254622457, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.122915254622456"
[1] "Starting iterative with newton 0.122915254622456"
[1] "Starting newton at: 0.0573806912209853"
[1] "Newton iter: 1, lambda:0.0408281740916283, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0408388623991134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0408388624035699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0408388623991134"
[1] "Starting iterative with newton 0.0408388623991134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0385353751092127, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0385912070955823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385912072127878, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0385912072127878"
[1] "Starting iterative with newton 0.0385912072127878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384738195930274, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385294167374429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385294168535463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0385294167374429"
[1] "Starting iterative with newton 0.0385294167374429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384721272181894, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385277179157361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385277180318093, diff to last: 0"
[1] "Final threshold is: 0.000322200327047625"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.355042165972251"
[1] "Newton iter: 1, lambda:0.177086596114829, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.180526013513884, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.180527323192241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180527323192431, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.180527323192241"
[1] "Starting iterative with newton 0.180527323192241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0577825246222508, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0579644809701094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579644827739835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0579644827739835"
[1] "Starting iterative with newton 0.0579644827739835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0526513222255728, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0527960970124937, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527960981069642, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0527960970124937"
[1] "Starting iterative with newton 0.0527960970124937"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524346228823405, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525779402364899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525779413070366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525779413070366"
[1] "Starting iterative with newton 0.0525779413070366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524254762582211, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525687322919927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525687333615392, diff to last: 0"
[1] "Final threshold is: 0.000439622785937517"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.314037448712834"
[1] "Newton iter: 1, lambda:0.230835926633839, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.231800739008972, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.231800870120774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231800870120776, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231800870120774"
[1] "Starting iterative with newton 0.231800870120774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675961037355122, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0679006236236536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0679006298039781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0679006298039781"
[1] "Starting iterative with newton 0.0679006298039781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596665591222363, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598869974799013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598870004891994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0598869974799013"
[1] "Starting iterative with newton 0.0598869974799013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0592829432717102, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0594997452153135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.059499748115312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.059499748115312"
[1] "Starting iterative with newton 0.059499748115312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0592644142205737, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0594810415050058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0594810443998111, diff to last: 0"
[1] "Final threshold is: 0.000497429175800741"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.296801320640697"
[1] "Newton iter: 1, lambda:0.381151610332374, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.382779749666286, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382780347973428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382780347973508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.382780347973428"
[1] "Starting iterative with newton 0.382780347973428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139673639894161, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142114151180929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142114895124979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142114895125048, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.142114895124979"
[1] "Starting iterative with newton 0.142114895124979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119047551859757, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120679720777272, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120680027390545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120680027390556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.120680027390556"
[1] "Starting iterative with newton 0.120680027390556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117209549741155, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118779214324901, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118779495684488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118779495684497, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.118779495684497"
[1] "Starting iterative with newton 0.118779495684497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117046586956842, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118610782512933, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118611061719372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118611061719381, diff to last: 0"
[1] "Final threshold is: 0.000991922824131324"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.301813166418765"
[1] "Newton iter: 1, lambda:0.450594331043054, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.456745413631678, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.456755637662257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456755637690462, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456755637662257"
[1] "Starting iterative with newton 0.456755637662257"
[1] "Starting newton at: 0.309340584410824"
[1] "Newton iter: 1, lambda:0.17162989104091, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.174325597882139, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174326639116483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174326639116638, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174326639116483"
[1] "Starting iterative with newton 0.174326639116483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143897183389668, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146638035511359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146639028205813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146639028205944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146639028205813"
[1] "Starting iterative with newton 0.146639028205813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141249641763694, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143867712531755, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143868610560727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143868610560833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143868610560727"
[1] "Starting iterative with newton 0.143868610560727"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140984102995788, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143590054288815, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143590943254885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143590943254989, diff to last: 0"
[1] "Final threshold is: 0.00120082504859498"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.682131218687201"
[1] "Newton iter: 1, lambda:0.511495955576191, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.520010360379438, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.520032768929817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.520032769084673, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.520032769084673"
[1] "Starting iterative with newton 0.520032769084673"
[1] "Starting newton at: 0.361803628837585"
[1] "Newton iter: 1, lambda:0.194682681034773, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.199218744224264, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199222123211774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199222123213649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.199222123213649"
[1] "Starting iterative with newton 0.199222123213649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.16066434230722, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.164500953360186, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164503137933941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164503137934649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164503137934649"
[1] "Starting iterative with newton 0.164503137934649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157071214201688, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160694548520993, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160696474138355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160696474138899, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160696474138355"
[1] "Starting iterative with newton 0.160696474138355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156676176770294, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160276549070519, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160278447884226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160278447884754, diff to last: 0"
[1] "Final threshold is: 0.0013403796270653"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.73207422110159"
[1] "Starting iterative with newton 2.73207422110159"
[1] "Starting newton at: 0.54818248970355"
[1] "Newton iter: 1, lambda:0.611809814362992, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.613401087814813, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.613402065475359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.613402065475728, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.613402065475359"
[1] "Starting iterative with newton 0.613402065475359"
[1] "Starting newton at: 0.294652305755976"
[1] "Newton iter: 1, lambda:0.310763889768997, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.310829026980962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310829028044186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.310829026980962"
[1] "Starting iterative with newton 0.310829026980962"
[1] "Starting newton at: 0.292460877813658"
[1] "Newton iter: 1, lambda:0.262645394440821, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.262847463917719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262847473216883, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262847473216883"
[1] "Starting iterative with newton 0.262847473216883"
[1] "Starting newton at: 0.288162330759086"
[1] "Newton iter: 1, lambda:0.254861624652538, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.255109662958563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255109676747015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255109676747015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255109676747015"
[1] "Starting iterative with newton 0.255109676747015"
[1] "Starting newton at: 0.290932763571336"
[1] "Newton iter: 1, lambda:0.253546550487212, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.253858293611887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253858315335878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253858315335878, diff to last: 0"
[1] "Final threshold is: 0.00212297110764383"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.57951330397702"
[1] "Starting iterative with newton 2.57951330397702"
[1] "Starting newton at: 0.573715487184424"
[1] "Newton iter: 1, lambda:0.616182785176069, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.616899599302615, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.616899801039664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61689980103968, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.61689980103968"
[1] "Starting iterative with newton 0.61689980103968"
[1] "Starting newton at: 0.286394365235848"
[1] "Newton iter: 1, lambda:0.333574652337803, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.334163065565054, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.334163156685973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334163156685975, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.334163156685975"
[1] "Starting iterative with newton 0.334163156685975"
[1] "Starting newton at: 0.297443259376725"
[1] "Newton iter: 1, lambda:0.288324134377986, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.288344260253472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288344260351571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288344260253472"
[1] "Starting iterative with newton 0.288344260253472"
[1] "Starting newton at: 0.283998426199055"
[1] "Newton iter: 1, lambda:0.280774013098352, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.280776494834539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28077649483601, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.280776494834539"
[1] "Starting iterative with newton 0.280776494834539"
[1] "Starting newton at: 0.279912612704706"
[1] "Newton iter: 1, lambda:0.279521886901047, diff to last: 0"
[1] "Newton iter: 2, lambda:0.279521923263506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279521923263506, diff to last: 0"
[1] "Final threshold is: 0.00233759121207557"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.42095319642351"
[1] "Starting iterative with newton 2.42095319642351"
[1] "Starting newton at: 0.595274470206038"
[1] "Newton iter: 1, lambda:0.630000339790279, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.630498211082684, diff to last: 0"
[1] "Newton iter: 3, lambda:0.63049831238045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.630498312380454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63049831238045"
[1] "Starting iterative with newton 0.63049831238045"
[1] "Starting newton at: 0.27917166462752"
[1] "Newton iter: 1, lambda:0.352847492913675, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.354369226409658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354369871063494, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35436987106361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354369871063494"
[1] "Starting iterative with newton 0.354369871063494"
[1] "Starting newton at: 0.288128286711284"
[1] "Newton iter: 1, lambda:0.306998576277699, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.30709015471539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307090156868981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.307090156868981"
[1] "Starting iterative with newton 0.307090156868981"
[1] "Starting newton at: 0.281870697199824"
[1] "Newton iter: 1, lambda:0.298755998915442, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.298828244233352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298828245554204, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298828244233352"
[1] "Starting iterative with newton 0.298828244233352"
[1] "Starting newton at: 0.280216291226476"
[1] "Newton iter: 1, lambda:0.297305099836457, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.297378906694194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297378908069214, diff to last: 0"
[1] "Final threshold is: 0.00248692592991952"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75657975002538"
[1] "Starting iterative with newton 1.75657975002538"
[1] "Starting newton at: 0.802366127689619"
[1] "Newton iter: 1, lambda:0.708306679017562, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.712475160666016, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.712483659492714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.712483659527991, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.712483659492714"
[1] "Starting iterative with newton 0.712483659492714"
[1] "Starting newton at: 0.534254702666755"
[1] "Newton iter: 1, lambda:0.487345974690724, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.488175579700546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.488175841710448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.488175841710474, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.488175841710448"
[1] "Starting iterative with newton 0.488175841710448"
[1] "Starting newton at: 0.53573708723201"
[1] "Newton iter: 1, lambda:0.433197930284063, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.436874284483289, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.436879101984622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43687910199289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436879101984622"
[1] "Starting iterative with newton 0.436879101984622"
[1] "Starting newton at: 0.539965149853186"
[1] "Newton iter: 1, lambda:0.420067531684982, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.425001024922868, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.425009564117676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425009564143241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425009564117676"
[1] "Starting iterative with newton 0.425009564117676"
[1] "Starting newton at: 0.54175709742825"
[1] "Newton iter: 1, lambda:0.416921147470515, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.422245221812884, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.422255129879245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422255129913533, diff to last: 0"
[1] "Final threshold is: 0.00353124316481323"
threshold is:
[{'ad': 9.320266965798726e-10, 'da': 2.1307198681814112e-05, 'dd': 0.000174683308708331}, {'ad': 0.00011847858168650754, 'da': 0.0002249090282813229, 'dd': 0.00032220032704762534}, {'ad': 0.00043962278593751697, 'da': 0.0004974291758007414, 'dd': 0.000991922824131324}, {'ad': 0.0012008250485949805, 'da': 0.0013403796270652995, 'dd': 0.0021229711076438257}, {'ad': 0.0023375912120755663, 'da': 0.0024869259299195247, 'dd': 0.0035312431648132302}]
Number of points in noise estimation: 128
Estimated noise: 0.021779364713845707
0.021779364713845707
threshold is:
[{'ad': 0.04032409740061027, 'da': 0.014924239780945732, 'dd': 0.00984548810664565}, {'ad': 0.00038152579076733417, 'da': 0.0006967333343289098, 'dd': 0.0019166285030501294}, {'ad': 0.0031301451604928143, 'da': 0.0024375777170463353, 'dd': 0.005907855581833598}, {'ad': 0.007384288462404132, 'da': 0.009152783220283272, 'dd': 0.013890827294409663}, {'ad': 0.014707432069656884, 'da': 0.016296427978029958, 'dd': 0.023624457738429215}]
['peppers256', 0.05, 4, 0.0006719275090294689, 0.00041049251650551944, 0.0004350549181200425, 0.0015100468696777134, 0.00037945370636194786, 0.0005521427105703858, 0.0006061159621463109, 0.0006719275090294691, 31.726775783251494, 33.86694755889201, 33.614559174567106, 28.210095726230577, 34.20841200790689, 32.57948657048236, 32.17444278635131, 31.726775783251494]
peppers256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.031543586829168316
0.031543586829168316
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036413413210712, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364523565988206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364523566433569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0364523565988206"
[1] "Starting iterative with newton 0.0364523565988206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00544958196373193, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00544988882959833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0054498888295993, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00544988882959833"
[1] "Starting iterative with newton 0.00544988882959833"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00517599970642111, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00517626913754345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00517626913754418, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00517626913754345"
[1] "Starting iterative with newton 0.00517626913754345"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00517362691577516, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00517389603436774, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00517389603436847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00517389603436774"
[1] "Starting iterative with newton 0.00517389603436774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00517360633976146, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0051738754556448, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00517387545564553, diff to last: 0"
[1] "Final threshold is: 0.000163202589678435"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0243791693439036, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0243923057692866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024392305773101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0243923057692866"
[1] "Starting iterative with newton 0.0243923057692866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0121260179370968, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121269744257536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121269744257596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0121269744257536"
[1] "Starting iterative with newton 0.0121269744257536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120889022781099, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.01208985486632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120898548663259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.01208985486632"
[1] "Starting iterative with newton 0.01208985486632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120887873999184, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120897399760959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120897399761018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0120897399761018"
[1] "Starting iterative with newton 0.0120897399761018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120887870443305, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120897396204708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120897396204767, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000381353751460357"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0670044762627446, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0672097896201369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0672097915481295, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0672097896201369"
[1] "Starting iterative with newton 0.0672097896201369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0375808177070706, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0376194255835712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0376194256243015, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0376194256243015"
[1] "Starting iterative with newton 0.0376194256243015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037004408255578, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0370417969611936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370417969993479, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0370417969611936"
[1] "Starting iterative with newton 0.0370417969611936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369929831770939, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0370303479522616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370303479903662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0370303479522616"
[1] "Starting iterative with newton 0.0370303479522616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369927566582244, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.037030120959026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370301209971296, diff to last: 0"
[1] "Final threshold is: 0.00116806283576564"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156249299962624, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.158671814236289, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158672393111885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158672393111918, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.158672393111885"
[1] "Starting iterative with newton 0.158672393111885"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508842126795074, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510228477014398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.051022848730554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0510228477014398"
[1] "Starting iterative with newton 0.0510228477014398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465503020468067, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0466604111961525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466604118122809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0466604111961525"
[1] "Starting iterative with newton 0.0466604111961525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463769825765409, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464860333047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464860339077146, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0464860333047"
[1] "Starting iterative with newton 0.0464860333047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463700577650334, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464790663366441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464790669391396, diff to last: 0"
[1] "Final threshold is: 0.00146611648373348"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.134759824652815"
[1] "Newton iter: 1, lambda:0.248447202224156, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.250398706855541, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.25039927521206, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250399275212109, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25039927521206"
[1] "Starting iterative with newton 0.25039927521206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104142519836649, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105039222337174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105039288714395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105039288714395, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105039288714395"
[1] "Starting iterative with newton 0.105039288714395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960872171230495, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968269010825355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968269448594568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968269448594569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0968269448594568"
[1] "Starting iterative with newton 0.0968269448594568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0956208299392086, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0963520210277453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963520637281475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963520637281476, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0963520637281475"
[1] "Starting iterative with newton 0.0963520637281475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09559382323783, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0963245244631576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963245671019143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963245671019145, diff to last: 0"
[1] "Final threshold is: 0.00303842234616128"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.171308368559113"
[1] "Newton iter: 1, lambda:0.371250279632928, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.380360726162707, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.380379113986541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.380379114061311, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.380379113986541"
[1] "Starting iterative with newton 0.380379113986541"
[1] "Starting newton at: 0.306377691082686"
[1] "Newton iter: 1, lambda:0.171987827726513, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.174475593055315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174476453856929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174476453857032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174476453856929"
[1] "Starting iterative with newton 0.174476453856929"
[1] "Starting newton at: 0.292785676589963"
[1] "Newton iter: 1, lambda:0.150982871785311, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.153643295675585, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153644240530792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153644240530911, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.153644240530792"
[1] "Starting iterative with newton 0.153644240530792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14851567982513, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151456500887949, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151457650262511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151457650262686, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.151457650262686"
[1] "Starting iterative with newton 0.151457650262686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148295667369082, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.151226348475554, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151227489395266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151227489395439, diff to last: 0"
[1] "Final threshold is: 0.00477025744270216"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.530729423332455"
[1] "Newton iter: 1, lambda:0.494112300906935, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.494498783825445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.49449882730659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49449882730659, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.49449882730659"
[1] "Starting iterative with newton 0.49449882730659"
[1] "Starting newton at: 0.318783182142574"
[1] "Newton iter: 1, lambda:0.214684986491774, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.216584733973385, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216585371863645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216585371863717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216585371863645"
[1] "Starting iterative with newton 0.216585371863645"
[1] "Starting newton at: 0.267689380984341"
[1] "Newton iter: 1, lambda:0.182501249888437, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.183681689265832, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183681916910384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183681916910393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183681916910384"
[1] "Starting iterative with newton 0.183681916910384"
[1] "Starting newton at: 0.26933062391445"
[1] "Newton iter: 1, lambda:0.178384893884457, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.179716467468563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179716754186899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179716754186912, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179716754186912"
[1] "Starting iterative with newton 0.179716754186912"
[1] "Starting newton at: 0.262393744636499"
[1] "Newton iter: 1, lambda:0.178094498654227, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.179237602893145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179237813926943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17923781392695, diff to last: 0"
[1] "Final threshold is: 0.00565380354667484"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.48879890741532"
[1] "Starting iterative with newton 3.48879890741532"
[1] "Starting newton at: 0.636409461770883"
[1] "Newton iter: 1, lambda:0.543320653599518, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.546020478961194, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.546022821706056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546022821707819, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.546022821707819"
[1] "Starting iterative with newton 0.546022821707819"
[1] "Starting newton at: 0.228876556428615"
[1] "Newton iter: 1, lambda:0.26799127737687, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.268305509101024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268305529313979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268305529313979, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.268305529313979"
[1] "Starting iterative with newton 0.268305529313979"
[1] "Starting newton at: 0.267489208763756"
[1] "Newton iter: 1, lambda:0.232737736795333, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.23296884718717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.232968857435487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232968857435487, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.232968857435487"
[1] "Starting iterative with newton 0.232968857435487"
[1] "Starting newton at: 0.293351625258745"
[1] "Newton iter: 1, lambda:0.227482054177887, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.228302948146082, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228303076293671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228303076293674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228303076293674"
[1] "Starting iterative with newton 0.228303076293674"
[1] "Starting newton at: 0.294437991322485"
[1] "Newton iter: 1, lambda:0.226820575835535, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.227684470103316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.227684611858199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227684611858203, diff to last: 0"
[1] "Final threshold is: 0.00718198932381459"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78907494755687"
[1] "Starting iterative with newton 1.78907494755687"
[1] "Starting newton at: 0.703639403520159"
[1] "Newton iter: 1, lambda:0.640780433025319, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.642345045287328, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.642346036559742, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642346036560139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642346036560139"
[1] "Starting iterative with newton 0.642346036560139"
[1] "Starting newton at: 0.40122561533961"
[1] "Newton iter: 1, lambda:0.451060600141602, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.451913090668195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451913337911299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45191333791132, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.451913337911299"
[1] "Starting iterative with newton 0.451913337911299"
[1] "Starting newton at: 0.381689945713173"
[1] "Newton iter: 1, lambda:0.412518890819811, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.41283051474891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.412830546436691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412830546436691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.412830546436691"
[1] "Starting iterative with newton 0.412830546436691"
[1] "Starting newton at: 0.380890559922404"
[1] "Newton iter: 1, lambda:0.404362237094484, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.404540978883059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.404540989211715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404540989211715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.404540989211715"
[1] "Starting iterative with newton 0.404540989211715"
[1] "Starting newton at: 0.389180117147379"
[1] "Newton iter: 1, lambda:0.402712035259267, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.402771237165622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.402771238296422, diff to last: 0"
[1] "Final threshold is: 0.0127048494918254"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61154961645791"
[1] "Starting iterative with newton 1.61154961645791"
[1] "Starting newton at: 0.677876538895693"
[1] "Newton iter: 1, lambda:0.687195527367879, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.687234767681725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.687234768375194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.687234768375194"
[1] "Starting iterative with newton 0.687234768375194"
[1] "Starting newton at: 0.437056706297214"
[1] "Newton iter: 1, lambda:0.508303325124933, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.510260194609167, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.510261651101238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510261651102044, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.510261651102044"
[1] "Starting iterative with newton 0.510261651102044"
[1] "Starting newton at: 0.442519046117568"
[1] "Newton iter: 1, lambda:0.471676277985846, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.471987731771399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.471987767123741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471987767123741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.471987767123741"
[1] "Starting iterative with newton 0.471987767123741"
[1] "Starting newton at: 0.445172229501414"
[1] "Newton iter: 1, lambda:0.463388549963879, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.463508708919688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.463508714130953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.463508708919688"
[1] "Starting iterative with newton 0.463508708919688"
[1] "Starting newton at: 0.445586861352045"
[1] "Newton iter: 1, lambda:0.461528096580624, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.461619879303644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.461619882337631, diff to last: 0"
[1] "Final threshold is: 0.0145611467448847"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.37918085178004"
[1] "Starting iterative with newton 1.37918085178004"
[1] "Starting newton at: 0.622097969142921"
[1] "Newton iter: 1, lambda:0.721634220456657, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.726617050348697, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.726629148450367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726629148521552, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.726629148521552"
[1] "Starting iterative with newton 0.726629148521552"
[1] "Starting newton at: 0.613893334243088"
[1] "Newton iter: 1, lambda:0.58442775266236, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.584798989669556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584799049094336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584799049094338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.584799049094336"
[1] "Starting iterative with newton 0.584799049094336"
[1] "Starting newton at: 0.625792721206392"
[1] "Newton iter: 1, lambda:0.547534184906035, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.550039724261449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.550042349461337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550042349464217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.550042349464217"
[1] "Starting iterative with newton 0.550042349464217"
[1] "Starting newton at: 0.6319678584535"
[1] "Newton iter: 1, lambda:0.53770290900855, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.541294071149811, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.54129942258417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.541299422596043, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.54129942258417"
[1] "Starting iterative with newton 0.54129942258417"
[1] "Starting newton at: 0.637413073875387"
[1] "Newton iter: 1, lambda:0.534846373686331, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.53907936240034, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.539086783628689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.539086783651477, diff to last: 0"
[1] "Final threshold is: 0.0170047307685674"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.908722220982298"
[1] "Starting iterative with newton 0.908722220982298"
[1] "Starting newton at: 0.973286029273799"
[1] "Newton iter: 1, lambda:0.917400191806351, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.919448569435199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.919451407187128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919451407192568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.919451407192568"
[1] "Starting iterative with newton 0.919451407192568"
[1] "Starting newton at: 0.973458698093112"
[1] "Newton iter: 1, lambda:0.921427542764687, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.923211134192005, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.92321329083654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.92321329083969, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.92321329083654"
[1] "Starting iterative with newton 0.92321329083654"
[1] "Starting newton at: 0.972955068416262"
[1] "Newton iter: 1, lambda:0.922872471093914, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.924528143909888, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.924530003812518, diff to last: 0"
[1] "Newton iter: 4, lambda:0.924530003814863, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.924530003812518"
[1] "Starting iterative with newton 0.924530003812518"
[1] "Starting newton at: 0.976753258447864"
[1] "Newton iter: 1, lambda:0.923090569092312, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.924988146179135, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.924990590319455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.924990590323507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.924990590319455"
[1] "Starting iterative with newton 0.924990590319455"
[1] "Starting newton at: 0.976292671940926"
[1] "Newton iter: 1, lambda:0.923297820172122, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.925149341912313, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.925151669046761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925151669050434, diff to last: 0"
[1] "Final threshold is: 0.0291826020028423"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.894085557693854"
[1] "Starting iterative with newton 0.894085557693854"
[1] "Starting newton at: 0.967205775715815"
[1] "Newton iter: 1, lambda:0.940964267128493, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.9414397317161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.941439890055777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.941439890055795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.941439890055777"
[1] "Starting iterative with newton 0.941439890055777"
[1] "Starting newton at: 0.968077813616661"
[1] "Newton iter: 1, lambda:0.959000197165744, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.959058266132018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.959058268519978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.959058266132018"
[1] "Starting iterative with newton 0.959058266132018"
[1] "Starting newton at: 0.968413023163898"
[1] "Newton iter: 1, lambda:0.965559110708599, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.965564893246886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965564893270662, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.965564893246886"
[1] "Starting iterative with newton 0.965564893246886"
[1] "Starting newton at: 0.96699435237155"
[1] "Newton iter: 1, lambda:0.967960508671209, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.967961173762424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.967961173762739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.967961173762739"
[1] "Starting iterative with newton 0.967961173762739"
[1] "Starting newton at: 0.966359949945863"
[1] "Newton iter: 1, lambda:0.968838381246547, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.968842763871433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.968842763885118, diff to last: 0"
[1] "Final threshold is: 0.03056077584599"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.850389852859525"
[1] "Starting iterative with newton 0.850389852859525"
[1] "Starting newton at: 0.923970083328046"
[1] "Newton iter: 1, lambda:0.982638598193859, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.985300059069277, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.985305384121529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985305384142816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.985305384121529"
[1] "Starting iterative with newton 0.985305384121529"
[1] "Starting newton at: 0.913747736791676"
[1] "Newton iter: 1, lambda:1.02989614198267, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04102406787748, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.04112110922879, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04112111656133, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04112110922879"
[1] "Starting iterative with newton 1.04112110922879"
[1] "Starting newton at: 1.21991295540146"
[1] "Newton iter: 1, lambda:1.04122451167363, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.06343768061937, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.06383261471985, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06383273796129, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0638327379613, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06383273796129"
[1] "Starting iterative with newton 1.06383273796129"
[1] "Starting newton at: 1.22722272719071"
[1] "Newton iter: 1, lambda:1.05084942271102, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.07262907370021, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.07301090910379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07301102497383, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07301102497385, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07301102497383"
[1] "Starting iterative with newton 1.07301102497383"
[1] "Starting newton at: 1.23348458750093"
[1] "Newton iter: 1, lambda:1.05368387594762, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.07629708842946, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.07670989360013, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07671002934591, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07671002934592, diff to last: 0"
[1] "Final threshold is: 0.0339632963005091"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.0004389755774"
[1] "Newton iter: 1, lambda:1.14258717973185, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.16340903289058, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.1638297029041, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16382987227641, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16382987227644, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16382987227644"
[1] "Starting iterative with newton 1.16382987227644"
[1] "Starting newton at: 1.3338273552595"
[1] "Newton iter: 1, lambda:1.44989151210394, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.46692453372904, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.46726549035231, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46726562490496, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46726562490498, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46726562490498"
[1] "Starting iterative with newton 1.46726562490498"
[1] "Starting newton at: 1.77219128816482"
[1] "Newton iter: 1, lambda:1.64192268564273, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.66050699456284, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.66096045721649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66096072202818, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66096072202826, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66096072202818"
[1] "Starting iterative with newton 1.66096072202818"
[1] "Starting newton at: 1.74296372135625"
[1] "Newton iter: 1, lambda:1.78473902606663, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.78724713615409, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.78725578628466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78725578638724, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78725578628466"
[1] "Starting iterative with newton 1.78725578628466"
[1] "Starting newton at: 1.70930768213523"
[1] "Newton iter: 1, lambda:1.84108747984399, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.86934318400386, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.87052101553841, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.87052299594792, diff to last: 0"
[1] "Newton iter: 5, lambda:1.87052299595351, diff to last: 0"
[1] "Final threshold is: 0.0590030045388156"
threshold is:
[{'ad': 0.0001632025896784346, 'da': 0.00038135375146035663, 'dd': 0.0011680628357656432}, {'ad': 0.0014661164837334773, 'da': 0.0030384223461612844, 'dd': 0.0047702574427021605}, {'ad': 0.005653803546674841, 'da': 0.00718198932381459, 'dd': 0.012704849491825352}, {'ad': 0.014561146744884707, 'da': 0.017004730768567435, 'dd': 0.029182602002842346}, {'ad': 0.03056077584598995, 'da': 0.03396329630050907, 'dd': 0.05900300453881565}]
Number of points in noise estimation: 128
Estimated noise: 0.031543586829168316
0.031543586829168316
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.9221446331993"
[1] "Starting iterative with newton 42.9221446331993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.7908853780854"
[1] "Starting iterative with newton 30.7908853780854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.9059069812177"
[1] "Starting iterative with newton 26.9059069812177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7583106770127"
[1] "Starting iterative with newton 15.7583106770127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9738186253246"
[1] "Starting iterative with newton 11.9738186253246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.82788223639046"
[1] "Starting iterative with newton 5.82788223639046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.11389631566841"
[1] "Starting iterative with newton 4.11389631566841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.48879890741532"
[1] "Starting iterative with newton 3.48879890741532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78907494755687"
[1] "Starting iterative with newton 1.78907494755687"
[1] "Starting newton at: 2.09429645482637"
[1] "Newton iter: 1, lambda:1.66807486113736, diff to last: 0.426"
[1] "Newton iter: 2, lambda:1.63957883508696, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.63911548850606, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6391153604185, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63911536041849, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63911536041849"
[1] "Starting iterative with newton 1.63911536041849"
[1] "Starting newton at: 1.88860103581768"
[1] "Newton iter: 1, lambda:1.52967063078684, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.48468138468969, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.48313428787978, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48313235929297, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48313235928997, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48313235928997"
[1] "Starting iterative with newton 1.48313235928997"
[1] "Starting newton at: 1.76727437524494"
[1] "Newton iter: 1, lambda:1.40614717773319, diff to last: 0.361"
[1] "Newton iter: 2, lambda:1.34035799996645, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.3360667798607, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.33604743725226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3360474368582, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3360474368582"
[1] "Starting iterative with newton 1.3360474368582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61154961645791"
[1] "Starting iterative with newton 1.61154961645791"
[1] "Starting newton at: 1.91013491198487"
[1] "Newton iter: 1, lambda:1.54693608931223, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.50434146530017, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.5029937387617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50299231800135, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50299231799977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50299231799977"
[1] "Starting iterative with newton 1.50299231799977"
[1] "Starting newton at: 1.79486236314372"
[1] "Newton iter: 1, lambda:1.46806306877299, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.4183431868369, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.41618086172585, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41617656430454, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41617656428753, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41617656428753"
[1] "Starting iterative with newton 1.41617656428753"
[1] "Starting newton at: 1.71171935403436"
[1] "Newton iter: 1, lambda:1.40346891823985, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.34778391419741, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.34469028298417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34468028062159, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34468028051682, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34468028051682"
[1] "Starting iterative with newton 1.34468028051682"
[1] "Starting newton at: 1.63762838922714"
[1] "Newton iter: 1, lambda:1.33895143910809, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.27575181284931, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.2712079980712, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27118346250075, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27118346178395, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27118346178395"
[1] "Starting iterative with newton 1.27118346178395"
[1] "Starting newton at: 1.57998575440319"
[1] "Newton iter: 1, lambda:1.28410420552757, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.21271260608323, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.20622002437164, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.20616402234069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20616401816713, diff to last: 0"
[1] "Final threshold is: 0.0380467395689224"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37918085178004"
[1] "Starting iterative with newton 1.37918085178004"
[1] "Starting newton at: 1.62352981929065"
[1] "Newton iter: 1, lambda:1.43430200514582, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.41062649991442, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.41012911695883, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41012889238132, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41012889238128, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41012889238132"
[1] "Starting iterative with newton 1.41012889238132"
[1] "Starting newton at: 1.64445227865006"
[1] "Newton iter: 1, lambda:1.45524673986544, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.43281756828776, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.43238988184099, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43238972271588, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43238972271586, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43238972271586"
[1] "Starting iterative with newton 1.43238972271586"
[1] "Starting newton at: 1.67303294792035"
[1] "Newton iter: 1, lambda:1.47643171266968, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.45387364684845, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.45345901728289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45345887371153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45345887371151, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45345887371151"
[1] "Starting iterative with newton 1.45345887371151"
[1] "Starting newton at: 1.70099577203124"
[1] "Newton iter: 1, lambda:1.49788286029053, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.47549023548973, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.47509919607989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4750990736956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47509907369559, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.47509907369559"
[1] "Starting iterative with newton 1.47509907369559"
[1] "Starting newton at: 1.72486660310365"
[1] "Newton iter: 1, lambda:1.51844526869188, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.49677903477161, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.49642838535363, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49642829103672, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49642829103671, diff to last: 0"
[1] "Final threshold is: 0.0472027157319407"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908722220982298"
[1] "Starting iterative with newton 0.908722220982298"
[1] "Starting newton at: 1.24500615715588"
[1] "Newton iter: 1, lambda:1.26125829121981, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.26095315778372, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26095305110374, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26095305110373, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26095305110373"
[1] "Starting iterative with newton 1.26095305110373"
[1] "Starting newton at: 1.60352874560819"
[1] "Newton iter: 1, lambda:1.61267420568025, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.61263142285546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61263142193766, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61263142193766"
[1] "Starting iterative with newton 1.61263142193766"
[1] "Starting newton at: 1.77013812909854"
[1] "Newton iter: 1, lambda:1.85164813331221, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.84973020624803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84972945826609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84972945826597, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84972945826609"
[1] "Starting iterative with newton 1.84972945826609"
[1] "Starting newton at: 1.99821112531337"
[1] "Newton iter: 1, lambda:1.98828336058645, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.98827664211936, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98827664211586, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98827664211586"
[1] "Starting iterative with newton 1.98827664211586"
[1] "Starting newton at: 2.127222188642"
[1] "Newton iter: 1, lambda:2.06891662275347, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.06903025008241, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06903024986922, diff to last: 0"
[1] "Final threshold is: 0.0652646353456502"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.894085557693854"
[1] "Starting iterative with newton 0.894085557693854"
[1] "Starting newton at: 1.2138940266467"
[1] "Newton iter: 1, lambda:1.24627609402025, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.24503027634802, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24502845680372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24502845679984, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24502845680372"
[1] "Starting iterative with newton 1.24502845680372"
[1] "Starting newton at: 1.57880461251966"
[1] "Newton iter: 1, lambda:1.60799387718327, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.60754591183047, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60754581289282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60754581289282, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60754581289282"
[1] "Starting iterative with newton 1.60754581289282"
[1] "Starting newton at: 1.93429852807644"
[1] "Newton iter: 1, lambda:1.85543191482771, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.85485420891946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85485414974699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85485414974699, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85485414974699"
[1] "Starting iterative with newton 1.85485414974699"
[1] "Starting newton at: 2.01230529272941"
[1] "Newton iter: 1, lambda:2.00135733568999, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.00135379161485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00135379161434, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00135379161485"
[1] "Starting iterative with newton 2.00135379161485"
[1] "Starting newton at: 2.15770196015702"
[1] "Newton iter: 1, lambda:2.07962040236881, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.08015629854683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08015630443577, diff to last: 0"
[1] "Final threshold is: 0.0656155910072116"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.850389852859525"
[1] "Starting iterative with newton 0.850389852859525"
[1] "Starting newton at: 1.32821407780226"
[1] "Newton iter: 1, lambda:1.25931298430364, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.25418962031639, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25415947517963, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25415947413275, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25415947413275"
[1] "Starting iterative with newton 1.25415947413275"
[1] "Starting newton at: 1.74172253891548"
[1] "Newton iter: 1, lambda:1.66649743174893, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.66475151666259, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66475030288151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66475030288092, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66475030288092"
[1] "Starting iterative with newton 1.66475030288092"
[1] "Starting newton at: 1.95579331210136"
[1] "Newton iter: 1, lambda:1.92952969053043, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.92949043306269, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9294904329328, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.92949043306269"
[1] "Starting iterative with newton 1.92949043306269"
[1] "Starting newton at: 2.06191276234583"
[1] "Newton iter: 1, lambda:2.08049233538282, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.0805017466218, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08050174662574, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.08050174662574"
[1] "Starting iterative with newton 2.08050174662574"
[1] "Starting newton at: 2.23425540404441"
[1] "Newton iter: 1, lambda:2.1643064269725, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.16508154370619, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16508160548258, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16508160548258, diff to last: 0"
[1] "Final threshold is: 0.0682944396147749"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.42402274218514"
[1] "Newton iter: 1, lambda:1.55968804335541, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.54692049286148, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.5468285762064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54682857131728, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5468285762064"
[1] "Starting iterative with newton 1.5468285762064"
[1] "Starting newton at: 2.06011644622173"
[1] "Newton iter: 1, lambda:2.11830682468771, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.11895245702001, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.1189525605904, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1189525605904, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.1189525605904"
[1] "Starting iterative with newton 2.1189525605904"
[1] "Starting newton at: 2.34937245922828"
[1] "Newton iter: 1, lambda:2.40120989412438, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.40232460186331, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40232515978364, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40232515978378, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40232515978364"
[1] "Starting iterative with newton 2.40232515978364"
[1] "Starting newton at: 2.49900352389195"
[1] "Newton iter: 1, lambda:2.52787113766252, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.52828973478828, diff to last: 0"
[1] "Newton iter: 3, lambda:2.52828982518229, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52828982518229, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52828982518229"
[1] "Starting iterative with newton 2.52828982518229"
[1] "Starting newton at: 2.61118753778374"
[1] "Newton iter: 1, lambda:2.59591723833601, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.59604640142198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59604641057952, diff to last: 0"
[1] "Final threshold is: 0.0818886150758041"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.03804673956892237, 'da': 0.04720271573194071, 'dd': 0.06526463534565022}, {'ad': 0.0656155910072116, 'da': 0.06829443961477492, 'dd': 0.08188861507580412}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465185607609225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012143195610766802
0.012143195610766802
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 111.496054212533"
[1] "Starting iterative with newton 111.496054212533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 79.9834736755324"
[1] "Starting iterative with newton 79.9834736755324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 69.8917188097552"
[1] "Starting iterative with newton 69.8917188097552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 40.934335331025"
[1] "Starting iterative with newton 40.934335331025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1036072868458"
[1] "Starting iterative with newton 31.1036072868458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1387093847648"
[1] "Starting iterative with newton 15.1387093847648"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.6864000053185"
[1] "Starting iterative with newton 10.6864000053185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.06262525887232"
[1] "Starting iterative with newton 9.06262525887232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.64736324449165"
[1] "Starting iterative with newton 4.64736324449165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18621727637993"
[1] "Starting iterative with newton 4.18621727637993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58260809968973"
[1] "Starting iterative with newton 3.58260809968973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36052841442614"
[1] "Starting iterative with newton 2.36052841442614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32250770932286"
[1] "Starting iterative with newton 2.32250770932286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20900222825483"
[1] "Starting iterative with newton 2.20900222825483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75207800999515"
[1] "Starting iterative with newton 1.75207800999515"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465185607609225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012143195610766802
0.012143195610766802
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00725931089776404, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00725977941904518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00725977941904714, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00725977941904518"
[1] "Starting iterative with newton 0.00725977941904518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:4.90144584463792e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:4.9014458456206e-06, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.90144584463792e-06"
[1] "Starting iterative with newton 4.90144584463792e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:4.76247532799765e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:4.76247532890219e-06, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.76247532799765e-06"
[1] "Starting iterative with newton 4.76247532799765e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:4.76247270165655e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:4.76247270256109e-06, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.78316376071526e-08"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462636289, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012467915237681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152376869, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.012467915237681"
[1] "Starting iterative with newton 0.012467915237681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00993022795360697, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00993094042469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00993094042469367, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00993094042469"
[1] "Starting iterative with newton 0.00993094042469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00991321724923932, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00991392773553363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00991392773553728, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00991392773553363"
[1] "Starting iterative with newton 0.00991392773553363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00991310306027743, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00991381353324221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00991381353324586, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00991381353324221"
[1] "Starting iterative with newton 0.00991381353324221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0099131022937478, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0099138127666231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00991381276662675, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000120385367673622"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04342640298315, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434757175852105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434757176487589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0434757176487589"
[1] "Starting iterative with newton 0.0434757176487589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0200563806991138, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0200637033901674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0200637033911434, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0200637033901674"
[1] "Starting iterative with newton 0.0200637033901674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196719163691688, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196789391497151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196789391506101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0196789391497151"
[1] "Starting iterative with newton 0.0196789391497151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196655828398535, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196726007297959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196726007306895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0196726007297959"
[1] "Starting iterative with newton 0.0196726007297959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196654785005547, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196724963099422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196724963108359, diff to last: 0"
[1] "Final threshold is: 0.000238886970854568"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067255229439707, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0674675436287275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067467545742108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0674675436287275"
[1] "Starting iterative with newton 0.0674675436287275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171821121303037, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171867764302068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171867764305506, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0171867764302068"
[1] "Starting iterative with newton 0.0171867764302068"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165776959977195, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165819652649575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165819652652407, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0165819652649575"
[1] "Starting iterative with newton 0.0165819652649575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165703898587777, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165746544918395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016574654492122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0165746544918395"
[1] "Starting iterative with newton 0.0165746544918395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165703015397056, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165745661167681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165745661170506, diff to last: 0"
[1] "Final threshold is: 0.000201268198519503"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120324894263048, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121327056176204, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121327125393527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121327125393528, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121327125393527"
[1] "Starting iterative with newton 0.121327125393527"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044227252306826, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443082566683512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443082569400571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0443082566683512"
[1] "Starting iterative with newton 0.0443082566683512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420222264403069, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420930993662331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420930995678186, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420930993662331"
[1] "Starting iterative with newton 0.0420930993662331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.041958405610725, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420289988649189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420289990647342, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0420289988649189"
[1] "Starting iterative with newton 0.0420289988649189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419565585204762, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420271436916012, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420271438913654, diff to last: 0"
[1] "Final threshold is: 0.000510343829234693"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0634956291569682"
[1] "Newton iter: 1, lambda:0.195556739377493, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.197500498233947, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.197500915282426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197500915282445, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197500915282426"
[1] "Starting iterative with newton 0.197500915282426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548978322277058, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0550677896178377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055067791247099, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0550677896178377"
[1] "Starting iterative with newton 0.0550677896178377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0488020227706517, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489275635381647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489275643690922, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0489275635381647"
[1] "Starting iterative with newton 0.0489275635381647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485432969348688, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486671384994551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486671393056226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486671393056226"
[1] "Starting iterative with newton 0.0486671393056226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485323298281465, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486560996929901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.048656100498122, diff to last: 0"
[1] "Final threshold is: 0.00059084053622895"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.312769794665759"
[1] "Newton iter: 1, lambda:0.240183173212923, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.240950928462022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240951015143709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24095101514371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24095101514371"
[1] "Starting iterative with newton 0.24095101514371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0743730389581969, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.074744743475804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747447527574045, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.074744743475804"
[1] "Starting iterative with newton 0.074744743475804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660686438153825, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663462190978663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663462239964596, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0663462190978663"
[1] "Starting iterative with newton 0.0663462190978663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0656451184616746, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0659183578382421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0659183625713629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0659183578382421"
[1] "Starting iterative with newton 0.0659183578382421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0656235357421171, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.065896555310144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0658965600349591, diff to last: 0"
[1] "Final threshold is: 0.000800194818581147"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.225648083867981"
[1] "Newton iter: 1, lambda:0.290260831611579, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.290977020459482, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.290977107700137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290977107700138, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290977107700138"
[1] "Starting iterative with newton 0.290977107700138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104842561070215, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105826730697811, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105826817315318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105826817315318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105826817315318"
[1] "Starting iterative with newton 0.105826817315318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940008514107435, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947473606489191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09474740769505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947474076950502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.09474740769505"
[1] "Starting iterative with newton 0.09474740769505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0933464924497173, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0940799599521263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0940800052043564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0940800052043566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0940800052043566"
[1] "Starting iterative with newton 0.0940800052043566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0933070420870897, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0940397280671922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0940397732131477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0940397732131478, diff to last: 0"
[1] "Final threshold is: 0.0011419433613194"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.571177427903178"
[1] "Newton iter: 1, lambda:0.462804250890893, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.466003108108446, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.466005979938545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466005979940858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.466005979938545"
[1] "Starting iterative with newton 0.466005979938545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175552487058615, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180210203246586, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180213470299194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180213470300801, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.180213470300801"
[1] "Starting iterative with newton 0.180213470300801"
[1] "Starting newton at: 0.298958857382795"
[1] "Newton iter: 1, lambda:0.147806256666359, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.150942254899696, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150943613343258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150943613343512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.150943613343512"
[1] "Starting iterative with newton 0.150943613343512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145039840456615, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147921598888293, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147922734835232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147922734835409, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147922734835232"
[1] "Starting iterative with newton 0.147922734835232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14474254401901, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147609528203648, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147610651387797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147610651387969, diff to last: 0"
[1] "Final threshold is: 0.00179246501403472"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.670392061176805"
[1] "Newton iter: 1, lambda:0.527375631196625, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.533563184951648, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.53357531537634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.533575315422882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.53357531537634"
[1] "Starting iterative with newton 0.53357531537634"
[1] "Starting newton at: 0.312316724890122"
[1] "Newton iter: 1, lambda:0.217852932896719, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.219393250960861, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.219393663358674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.219393663358704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.219393663358704"
[1] "Starting iterative with newton 0.219393663358704"
[1] "Starting newton at: 0.29930861932073"
[1] "Newton iter: 1, lambda:0.182163381575137, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.184336156524892, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.184336908755991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184336908756081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184336908756081"
[1] "Starting iterative with newton 0.184336908756081"
[1] "Starting newton at: 0.297194952046578"
[1] "Newton iter: 1, lambda:0.178083449838291, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.180306930056061, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.180307709662683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180307709662779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180307709662683"
[1] "Starting iterative with newton 0.180307709662683"
[1] "Starting newton at: 0.301008808250576"
[1] "Newton iter: 1, lambda:0.17745310178292, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.179842120198294, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.179843019131917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179843019132044, diff to last: 0"
[1] "Final threshold is: 0.00218386896054974"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.58260809968973"
[1] "Starting iterative with newton 3.58260809968973"
[1] "Starting newton at: 0.628477873338884"
[1] "Newton iter: 1, lambda:0.560282232535703, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.561822028743204, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.561822831053109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561822831053326, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.561822831053109"
[1] "Starting iterative with newton 0.561822831053109"
[1] "Starting newton at: 0.309333438021554"
[1] "Newton iter: 1, lambda:0.240156591898916, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.241077910004636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241078074236341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241078074236347, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241078074236347"
[1] "Starting iterative with newton 0.241078074236347"
[1] "Starting newton at: 0.312717426979599"
[1] "Newton iter: 1, lambda:0.199436961129153, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.201675983309615, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201676863324775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20167686332491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20167686332491"
[1] "Starting iterative with newton 0.20167686332491"
[1] "Starting newton at: 0.319993047464276"
[1] "Newton iter: 1, lambda:0.19398945908928, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.196723541387795, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196724837099718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196724837100009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196724837099718"
[1] "Starting iterative with newton 0.196724837099718"
[1] "Starting newton at: 0.321441343069031"
[1] "Newton iter: 1, lambda:0.193275353199437, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.196099290393821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196100670462766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196100670463096, diff to last: 0"
[1] "Final threshold is: 0.00238128880083589"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.36052841442614"
[1] "Starting iterative with newton 2.36052841442614"
[1] "Starting newton at: 0.558460894849882"
[1] "Newton iter: 1, lambda:0.632460329468137, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.63477141841845, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.634773627063421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.634773627065437, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.634773627065437"
[1] "Starting iterative with newton 0.634773627065437"
[1] "Starting newton at: 0.275445534041171"
[1] "Newton iter: 1, lambda:0.356092711551853, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.357962242792831, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357963239780417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357963239780701, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.357963239780417"
[1] "Starting iterative with newton 0.357963239780417"
[1] "Starting newton at: 0.307131616527947"
[1] "Newton iter: 1, lambda:0.307627312889801, diff to last: 0"
[1] "Newton iter: 2, lambda:0.307627377468736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307627377468737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.307627377468737"
[1] "Starting iterative with newton 0.307627377468737"
[1] "Starting newton at: 0.296703468895306"
[1] "Newton iter: 1, lambda:0.298319459591437, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.298320135118911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298320135119029, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298320135118911"
[1] "Starting iterative with newton 0.298320135118911"
[1] "Starting newton at: 0.298191946327452"
[1] "Newton iter: 1, lambda:0.296593885356556, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.296594543837446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296594543837558, diff to last: 0"
[1] "Final threshold is: 0.00360160556290562"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.32250770932286"
[1] "Starting iterative with newton 2.32250770932286"
[1] "Starting newton at: 0.588936822519497"
[1] "Newton iter: 1, lambda:0.640442849651025, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.641572299036887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.641572834079896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.641572834080016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.641572834079896"
[1] "Starting iterative with newton 0.641572834079896"
[1] "Starting newton at: 0.29942326384387"
[1] "Newton iter: 1, lambda:0.367827556836012, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.369195991718776, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.369196535534899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369196535534984, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.369196535534899"
[1] "Starting iterative with newton 0.369196535534899"
[1] "Starting newton at: 0.287562268702149"
[1] "Newton iter: 1, lambda:0.320194530237551, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.320480760786308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320480782748539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320480782748539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.320480782748539"
[1] "Starting iterative with newton 0.320480782748539"
[1] "Starting newton at: 0.283490448000169"
[1] "Newton iter: 1, lambda:0.311406825796592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.311613045022576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311613056250833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311613056250833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311613056250833"
[1] "Starting iterative with newton 0.311613056250833"
[1] "Starting newton at: 0.283273704162837"
[1] "Newton iter: 1, lambda:0.309807806892405, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.309993566809741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309993575895159, diff to last: 0"
[1] "Final threshold is: 0.003764312630176"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.20900222825483"
[1] "Starting iterative with newton 2.20900222825483"
[1] "Starting newton at: 0.579891824547355"
[1] "Newton iter: 1, lambda:0.654289595854303, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.656752581709151, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.656755224802078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656755224805119, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.656755224805119"
[1] "Starting iterative with newton 0.656755224805119"
[1] "Starting newton at: 0.282373435920348"
[1] "Newton iter: 1, lambda:0.387130998737161, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.390513072489215, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.390516561508165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390516561511877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.390516561511877"
[1] "Starting iterative with newton 0.390516561511877"
[1] "Starting newton at: 0.270775596026573"
[1] "Newton iter: 1, lambda:0.340511007481422, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.34188847572806, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341889010147442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341889010147522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.341889010147522"
[1] "Starting iterative with newton 0.341889010147522"
[1] "Starting newton at: 0.262884549458769"
[1] "Newton iter: 1, lambda:0.331525026370747, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.332838937566081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.332839416481428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332839416481492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.332839416481428"
[1] "Starting iterative with newton 0.332839416481428"
[1] "Starting newton at: 0.265084820677626"
[1] "Newton iter: 1, lambda:0.329977310836539, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.331147966311252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331148345401848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331148345401888, diff to last: 0"
[1] "Final threshold is: 0.00402119913439641"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75207800999515"
[1] "Starting iterative with newton 1.75207800999515"
[1] "Starting newton at: 0.818131390270392"
[1] "Newton iter: 1, lambda:0.711959960068625, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.717335863130015, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.717350251784347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717350251887231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717350251784347"
[1] "Starting iterative with newton 0.717350251784347"
[1] "Starting newton at: 0.529615701777091"
[1] "Newton iter: 1, lambda:0.490197499413343, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.490788592423161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.490788726399314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490788726399321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490788726399314"
[1] "Starting iterative with newton 0.490788726399314"
[1] "Starting newton at: 0.53909585049905"
[1] "Newton iter: 1, lambda:0.434924340867056, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.438737023890166, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.438742231355134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438742231364843, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438742231355134"
[1] "Starting iterative with newton 0.438742231355134"
[1] "Starting newton at: 0.53963185668977"
[1] "Newton iter: 1, lambda:0.421854827806265, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.426639751713855, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426647820323061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426647820345988, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.426647820323061"
[1] "Starting iterative with newton 0.426647820323061"
[1] "Starting newton at: 0.536462414648736"
[1] "Newton iter: 1, lambda:0.419086367148469, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.423821873123229, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.423829745239407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423829745261147, diff to last: 0"
[1] "Final threshold is: 0.00514664750210358"
threshold is:
[{'ad': 5.783163760715255e-08, 'da': 0.00012038536767362154, 'dd': 0.00023888697085456818}, {'ad': 0.00020126819851950286, 'da': 0.0005103438292346933, 'dd': 0.0005908405362289498}, {'ad': 0.0008001948185811469, 'da': 0.0011419433613194003, 'dd': 0.0017924650140347248}, {'ad': 0.002183868960549743, 'da': 0.0023812888008358925, 'dd': 0.0036016055629056196}, {'ad': 0.003764312630176001, 'da': 0.004021199134396408, 'dd': 0.00514664750210358}]
Number of points in noise estimation: 128
Estimated noise: 0.031543586829168316
0.031543586829168316
threshold is:
[{'ad': 0.048178153539087276, 'da': 0.008342386950124875, 'dd': 0.007545028879772764}, {'ad': 0.004262566666754175, 'da': 0.003484434915138168, 'dd': 0.0016557904488772729}, {'ad': 0.004005494699201417, 'da': 0.007291914543103759, 'dd': 0.012057954251750066}, {'ad': 0.01504722995634089, 'da': 0.016806933053617603, 'dd': 0.025441772335337034}, {'ad': 0.025183268314115215, 'da': 0.026499402546708246, 'dd': 0.03410187813122274}]
['peppers256', 0.075, 0, 0.001503085097099911, 0.0008235620410048701, 0.0008637535640785869, 0.002327494312365203, 0.0007324454731780208, 0.0011449961259306991, 0.0013384463253896816, 0.0015030850970999118, 28.230164311531233, 30.843036787636148, 30.636101475986774, 26.331113716189833, 31.352247007749902, 29.411959827474696, 28.733990402816623, 28.230164311531233]
peppers256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.03232778005448787
0.03232778005448787
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261836981415679, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261988721501013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261988721551982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0261988721501013"
[1] "Starting iterative with newton 0.0261988721501013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0084268825464862, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00842743355676588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00842743355676824, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00842743355676824"
[1] "Starting iterative with newton 0.00842743355676824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00829167447010454, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00829220798944388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00829220798944609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00829220798944609"
[1] "Starting iterative with newton 0.00829220798944609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0082906442531473, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00829117763988048, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00829117763988269, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00829117763988269"
[1] "Starting iterative with newton 0.00829117763988269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00829063640334706, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00829116978906989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0082911697890721, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000268035113335466"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0450367987301411, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0451095036502891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0451095038397524, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0451095036502891"
[1] "Starting iterative with newton 0.0451095036502891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0222752938505452, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0222822478378257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0222822478385033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0222822478378257"
[1] "Starting iterative with newton 0.0222822478378257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.022052995437917, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.022059834045544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220598340462014, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.022059834045544"
[1] "Starting iterative with newton 0.022059834045544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220507880373441, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0220576255026939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220576255033512, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0220576255026939"
[1] "Starting iterative with newton 0.0220576255026939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220507661141478, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0220576035681532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220576035688105, diff to last: 0"
[1] "Final threshold is: 0.000713073356680344"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.120969741589768"
[1] "Newton iter: 1, lambda:0.0791604958473176, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0792405199353209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792405202289467, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792405202289467"
[1] "Starting iterative with newton 0.0792405202289467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367409753524373, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367834772337326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367834772905937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367834772337326"
[1] "Starting iterative with newton 0.0367834772337326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356430833741459, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356828093098105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356828093591475, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0356828093098105"
[1] "Starting iterative with newton 0.0356828093098105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356143945662422, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356540493591791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356540494083305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356540493591791"
[1] "Starting iterative with newton 0.0356540493591791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356136447970186, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356532977316107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356532977807573, diff to last: 0"
[1] "Final threshold is: 0.00115259196728468"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162709130305957, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.165468324673692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165469112944594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165469112944658, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165469112944594"
[1] "Starting iterative with newton 0.165469112944594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539742673753219, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541239061545205, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541239073045804, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0541239061545205"
[1] "Starting iterative with newton 0.0541239061545205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0497034868405538, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0498250590858999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0498250598132061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0498250598132061"
[1] "Starting iterative with newton 0.0498250598132061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495393311469856, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496598960665612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496598967806483, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0496598960665612"
[1] "Starting iterative with newton 0.0496598960665612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495330242033466, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496535505274849, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496535512410682, diff to last: 0"
[1] "Final threshold is: 0.0016051890834455"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.261978816942145"
[1] "Newton iter: 1, lambda:0.248315969140398, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.248343716850978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248343716965639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.248343716850978"
[1] "Starting iterative with newton 0.248343716850978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10031095995498, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101141264570269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101141321393216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101141321393217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101141321393216"
[1] "Starting iterative with newton 0.101141321393216"
[1] "Starting newton at: 0.0785765290633084"
[1] "Newton iter: 1, lambda:0.093425725674819, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0934431245435963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0934431245674778, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0934431245674778"
[1] "Starting iterative with newton 0.0934431245674778"
[1] "Starting newton at: 0.0862747258890472"
[1] "Newton iter: 1, lambda:0.0930315037318548, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0930350973047537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.09303509730577, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.09303509730577"
[1] "Starting iterative with newton 0.09303509730577"
[1] "Starting newton at: 0.0866827531507549"
[1] "Newton iter: 1, lambda:0.0930102924197714, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0930134435051172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0930134435058986, diff to last: 0"
[1] "Final threshold is: 0.00300691814376922"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.49424456767993"
[1] "Newton iter: 1, lambda:0.376315504447193, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.37932718380021, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.379329199359606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379329199360508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.379329199359606"
[1] "Starting iterative with newton 0.379329199359606"
[1] "Starting newton at: 0.212739552038038"
[1] "Newton iter: 1, lambda:0.175864856489703, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.176053223389744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176053228315367, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.176053223389744"
[1] "Starting iterative with newton 0.176053223389744"
[1] "Starting newton at: 0.223096477720719"
[1] "Newton iter: 1, lambda:0.155911468033458, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.156508703865933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.156508751220446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156508751220446, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156508751220446"
[1] "Starting iterative with newton 0.156508751220446"
[1] "Starting newton at: 0.242640949890017"
[1] "Newton iter: 1, lambda:0.153502708701016, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.154548046879116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154548191308277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154548191308279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.154548191308277"
[1] "Starting iterative with newton 0.154548191308277"
[1] "Starting newton at: 0.244552398525576"
[1] "Newton iter: 1, lambda:0.15325461439938, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.154350587719445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154350746408493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154350746408496, diff to last: 0"
[1] "Final threshold is: 0.00498981698113978"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.641098433440979"
[1] "Newton iter: 1, lambda:0.488712917693503, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.495192756431059, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.495205042767113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495205042811208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.495205042767113"
[1] "Starting iterative with newton 0.495205042767113"
[1] "Starting newton at: 0.225092813443397"
[1] "Newton iter: 1, lambda:0.2186892451022, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.218696479883723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218696479892962, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.218696479883723"
[1] "Starting iterative with newton 0.218696479883723"
[1] "Starting newton at: 0.338332320569842"
[1] "Newton iter: 1, lambda:0.18255135406627, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.186479739180387, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186482261186412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186482261187452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.186482261186412"
[1] "Starting iterative with newton 0.186482261186412"
[1] "Starting newton at: 0.362921438454345"
[1] "Newton iter: 1, lambda:0.177124900634294, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.182648114049286, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182653051073423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182653051077367, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182653051073423"
[1] "Starting iterative with newton 0.182653051073423"
[1] "Starting newton at: 0.365161400917798"
[1] "Newton iter: 1, lambda:0.176505001924669, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.182191922661933, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182197150549661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182197150554078, diff to last: 0"
[1] "Final threshold is: 0.00589002940952385"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.13128280030128"
[1] "Starting iterative with newton 3.13128280030128"
[1] "Starting newton at: 0.682076220991615"
[1] "Newton iter: 1, lambda:0.529137421709739, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.5361290957354, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.536144469401812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536144469475996, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.536144469401812"
[1] "Starting iterative with newton 0.536144469401812"
[1] "Starting newton at: 0.292766616059835"
[1] "Newton iter: 1, lambda:0.284084659519644, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.28410136127407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284101361335935, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28410136127407"
[1] "Starting iterative with newton 0.28410136127407"
[1] "Starting newton at: 0.219455197258549"
[1] "Newton iter: 1, lambda:0.247782883270177, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.2479507970945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247950802982582, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.2479507970945"
[1] "Starting iterative with newton 0.2479507970945"
[1] "Starting newton at: 0.241952618279432"
[1] "Newton iter: 1, lambda:0.242629191614169, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.242629286296002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242629286296004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242629286296002"
[1] "Starting iterative with newton 0.242629286296002"
[1] "Starting newton at: 0.246726121176387"
[1] "Newton iter: 1, lambda:0.241838183551704, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.241843116306836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241843116311861, diff to last: 0"
[1] "Final threshold is: 0.00781825107165932"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78791774089521"
[1] "Starting iterative with newton 1.78791774089521"
[1] "Starting newton at: 0.494196137996645"
[1] "Newton iter: 1, lambda:0.626593909017057, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.633976956776758, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.633999154162239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633999154362422, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633999154162239"
[1] "Starting iterative with newton 0.633999154162239"
[1] "Starting newton at: 0.422350776408844"
[1] "Newton iter: 1, lambda:0.445709081703235, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.445891787266086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445891798397138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445891798397138, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.445891798397138"
[1] "Starting iterative with newton 0.445891798397138"
[1] "Starting newton at: 0.453852794239212"
[1] "Newton iter: 1, lambda:0.407078920545251, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.40777405611583, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.407774210928212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407774210928219, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.407774210928212"
[1] "Starting iterative with newton 0.407774210928212"
[1] "Starting newton at: 0.460486888741467"
[1] "Newton iter: 1, lambda:0.398586228029202, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.399790098022397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.399790558368492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399790558368559, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.399790558368492"
[1] "Starting iterative with newton 0.399790558368492"
[1] "Starting newton at: 0.462125299486936"
[1] "Newton iter: 1, lambda:0.396768624207865, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.398107425847181, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.398107994128834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398107994128936, diff to last: 0"
[1] "Final threshold is: 0.0128699476721303"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.54387243564043"
[1] "Starting iterative with newton 1.54387243564043"
[1] "Starting newton at: 0.71667123942336"
[1] "Newton iter: 1, lambda:0.68548174184097, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.685917673383151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685917759539421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685917759539425, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685917759539421"
[1] "Starting iterative with newton 0.685917759539421"
[1] "Starting newton at: 0.408762968196001"
[1] "Newton iter: 1, lambda:0.515273932372185, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.519735698615173, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.519743381764909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519743381787669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.519743381764909"
[1] "Starting iterative with newton 0.519743381764909"
[1] "Starting newton at: 0.42059568915785"
[1] "Newton iter: 1, lambda:0.482113656643169, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.483531747674987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483532493257906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483532493258112, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.483532493257906"
[1] "Starting iterative with newton 0.483532493257906"
[1] "Starting newton at: 0.423166411585854"
[1] "Newton iter: 1, lambda:0.474456377137081, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.475431470697549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.475431820043194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.475431820043239, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.475431820043194"
[1] "Starting iterative with newton 0.475431820043194"
[1] "Starting newton at: 0.42121970772852"
[1] "Newton iter: 1, lambda:0.472630802288584, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.473608488302621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47360883879985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.473608838799895, diff to last: 0"
[1] "Final threshold is: 0.0153107223725829"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35904019794424"
[1] "Starting iterative with newton 1.35904019794424"
[1] "Starting newton at: 0.626335868299861"
[1] "Newton iter: 1, lambda:0.727311203876429, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.732473625131994, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.732486691043479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.732486691127014, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.732486691127014"
[1] "Starting iterative with newton 0.732486691127014"
[1] "Starting newton at: 0.635850418918591"
[1] "Newton iter: 1, lambda:0.596450922229633, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.597120743897617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.59712093978804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597120939788056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.59712093978804"
[1] "Starting iterative with newton 0.59712093978804"
[1] "Starting newton at: 0.621073505427952"
[1] "Newton iter: 1, lambda:0.563070472649714, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.564474255541454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564475091370251, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564475091370547, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.564475091370251"
[1] "Starting iterative with newton 0.564475091370251"
[1] "Starting newton at: 0.619929013554756"
[1] "Newton iter: 1, lambda:0.554630550700364, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.556393541300323, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.556394850098199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55639485009892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556394850098199"
[1] "Starting iterative with newton 0.556394850098199"
[1] "Starting newton at: 0.620340744472963"
[1] "Newton iter: 1, lambda:0.55248123859768, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.554380506175146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.554382022398717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554382022399683, diff to last: 0"
[1] "Final threshold is: 0.0179219400862679"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.920317813456052"
[1] "Starting iterative with newton 0.920317813456052"
[1] "Starting newton at: 0.94708352712796"
[1] "Newton iter: 1, lambda:0.941614651421728, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.941635552888163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.941635553194341, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.941635552888163"
[1] "Starting iterative with newton 0.941635552888163"
[1] "Starting newton at: 0.938033357833526"
[1] "Newton iter: 1, lambda:0.949517193461925, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.949610656822277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.9496106629769, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.949610656822277"
[1] "Starting iterative with newton 0.949610656822277"
[1] "Starting newton at: 0.936601285015244"
[1] "Newton iter: 1, lambda:0.952406710025118, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.952584493318877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.952584515632384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.952584515632384, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.952584515632384"
[1] "Starting iterative with newton 0.952584515632384"
[1] "Starting newton at: 0.936413880659093"
[1] "Newton iter: 1, lambda:0.953484375214353, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.953692042942011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.953692073410174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.953692073410175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.953692073410174"
[1] "Starting iterative with newton 0.953692073410174"
[1] "Starting newton at: 0.935595319900242"
[1] "Newton iter: 1, lambda:0.953866219836829, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.954104330393545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.954104370460829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.95410437046083, diff to last: 0"
[1] "Final threshold is: 0.0308440762372833"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.873265997791117"
[1] "Starting iterative with newton 0.873265997791117"
[1] "Starting newton at: 0.954923045978292"
[1] "Newton iter: 1, lambda:0.948443772903542, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.948473259074455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.948473259687223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.948473259074455"
[1] "Starting iterative with newton 0.948473259074455"
[1] "Starting newton at: 0.951374734052479"
[1] "Newton iter: 1, lambda:0.976018639660665, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.976460076905169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.976460216742597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97646021674261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.97646021674261"
[1] "Starting iterative with newton 0.97646021674261"
[1] "Starting newton at: 0.951206778958704"
[1] "Newton iter: 1, lambda:0.985865110813632, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.986748560064974, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986749123900878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986749123901107, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.986749123901107"
[1] "Starting iterative with newton 0.986749123901107"
[1] "Starting newton at: 0.95069614667032"
[1] "Newton iter: 1, lambda:0.989406460022905, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.990513523886891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.990514411466565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.990514411467135, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.990514411466565"
[1] "Starting iterative with newton 0.990514411466565"
[1] "Starting newton at: 0.949335112656022"
[1] "Newton iter: 1, lambda:0.990626480706878, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.991888862806107, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.9918900179939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.991890017994867, diff to last: 0"
[1] "Final threshold is: 0.0320656023399488"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.823180649325561"
[1] "Starting iterative with newton 0.823180649325561"
[1] "Starting newton at: 0.897249871350529"
[1] "Newton iter: 1, lambda:0.992958326528788, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.00032493392602, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.00036676582833, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00036676717178, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00036676582833"
[1] "Starting iterative with newton 1.00036676582833"
[1] "Starting newton at: 1.2101453931841"
[1] "Newton iter: 1, lambda:1.05972540203322, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.07610078203804, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.07631898009658, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07631901845933, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07631901845934, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.07631901845933"
[1] "Starting iterative with newton 1.07631901845933"
[1] "Starting newton at: 1.20728262688113"
[1] "Newton iter: 1, lambda:1.09930423374763, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.1081696471863, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.10823457019205, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10823457365432, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.10823457365432"
[1] "Starting iterative with newton 1.10823457365432"
[1] "Starting newton at: 1.20342466515321"
[1] "Newton iter: 1, lambda:1.11548020270043, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.12149391149028, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.12152396917339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12152396992137, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.12152396992137"
[1] "Starting iterative with newton 1.12152396992137"
[1] "Starting newton at: 1.20491669233705"
[1] "Newton iter: 1, lambda:1.12157545134548, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.12701079650833, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.12703542186609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12703542236977, diff to last: 0"
[1] "Final threshold is: 0.0364345532479869"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.33702218665717"
[1] "Newton iter: 1, lambda:1.14636778771823, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.17624414967025, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.17712727310882, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17712802979501, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17712802979557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17712802979557"
[1] "Starting iterative with newton 1.17712802979557"
[1] "Starting newton at: 1.27954685081882"
[1] "Newton iter: 1, lambda:1.45293045998198, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.4926521188446, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.49457266471554, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49457700371359, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4945770037357, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4945770037357"
[1] "Starting iterative with newton 1.4945770037357"
[1] "Starting newton at: 1.74243835646618"
[1] "Newton iter: 1, lambda:1.69562915117964, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.69834433273872, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.69835401755946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69835401768231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69835401768231"
[1] "Starting iterative with newton 1.69835401768231"
[1] "Starting newton at: 1.69819659658164"
[1] "Newton iter: 1, lambda:1.81065439750811, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.83050572582769, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.83107077774794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.83107122514585, diff to last: 0"
[1] "Newton iter: 5, lambda:1.83107122514614, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83107122514614"
[1] "Starting iterative with newton 1.83107122514614"
[1] "Starting newton at: 1.68147964972699"
[1] "Newton iter: 1, lambda:1.859472537009, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.91384118597453, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.91845107700332, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.91848231508609, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91848231651206, diff to last: 0"
[1] "Final threshold is: 0.0620202743666262"
threshold is:
[{'ad': 0.0002680351133354661, 'da': 0.0007130733566803445, 'dd': 0.001152591967284681}, {'ad': 0.0016051890834454954, 'da': 0.003006918143769223, 'dd': 0.004989816981139782}, {'ad': 0.005890029409523851, 'da': 0.007818251071659324, 'dd': 0.01286994767213028}, {'ad': 0.015310722372582948, 'da': 0.017921940086267903, 'dd': 0.030844076237283292}, {'ad': 0.032065602339948825, 'da': 0.036434553247986924, 'dd': 0.06202027436662621}]
Number of points in noise estimation: 128
Estimated noise: 0.03232778005448787
0.03232778005448787
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.1921777448167"
[1] "Starting iterative with newton 41.1921777448167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.7963362915044"
[1] "Starting iterative with newton 29.7963362915044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.2248360103968"
[1] "Starting iterative with newton 27.2248360103968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6882529199538"
[1] "Starting iterative with newton 15.6882529199538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.4435048045707"
[1] "Starting iterative with newton 11.4435048045707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.91001041289229"
[1] "Starting iterative with newton 5.91001041289229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.27770891012919"
[1] "Starting iterative with newton 4.27770891012919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.13128280030128"
[1] "Starting iterative with newton 3.13128280030128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78791774089521"
[1] "Starting iterative with newton 1.78791774089521"
[1] "Starting newton at: 2.18275352432022"
[1] "Newton iter: 1, lambda:1.68098762739881, diff to last: 0.502"
[1] "Newton iter: 2, lambda:1.64970769753457, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.64913852731414, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.64913833006182, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64913833006179, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.64913833006179"
[1] "Starting iterative with newton 1.64913833006179"
[1] "Starting newton at: 2.01253290754543"
[1] "Newton iter: 1, lambda:1.58703353970346, diff to last: 0.425"
[1] "Newton iter: 2, lambda:1.53955545625345, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.53795912705866, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53795721564366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53795721564091, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53795721564091"
[1] "Starting iterative with newton 1.53795721564091"
[1] "Starting newton at: 1.81111906906443"
[1] "Newton iter: 1, lambda:1.48108781578062, diff to last: 0.33"
[1] "Newton iter: 2, lambda:1.42887246903279, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.42649503757074, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42648985723278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42648985720813, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42648985720813"
[1] "Starting iterative with newton 1.42648985720813"
[1] "Starting newton at: 1.7119685306008"
[1] "Newton iter: 1, lambda:1.39555723562838, diff to last: 0.316"
[1] "Newton iter: 2, lambda:1.33365715374462, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.32969508264427, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.32967805985224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32967805953733, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32967805985224"
[1] "Starting iterative with newton 1.32967805985224"
[1] "Starting newton at: 1.61470654660771"
[1] "Newton iter: 1, lambda:1.29295283241374, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.21183984982975, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.20343144365427, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.2033365783675, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20333656626873, diff to last: 0"
[1] "Newton iter: 6, lambda:1.20333656626873, diff to last: 0"
[1] "Final threshold is: 0.0389011998458582"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54387243564043"
[1] "Starting iterative with newton 1.54387243564043"
[1] "Starting newton at: 1.8763694642735"
[1] "Newton iter: 1, lambda:1.53223263001743, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.48978111064537, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.48840474752819, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48840322658286, diff to last: 0"
[1] "Newton iter: 5, lambda:1.488403226581, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.488403226581"
[1] "Starting iterative with newton 1.488403226581"
[1] "Starting newton at: 1.82785517520981"
[1] "Newton iter: 1, lambda:1.50100262031056, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.4562256998253, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.45459090002343, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45458861226743, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45458861226294, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45458861226294"
[1] "Starting iterative with newton 1.45458861226294"
[1] "Starting newton at: 1.77734684447615"
[1] "Newton iter: 1, lambda:1.46704763594726, diff to last: 0.31"
[1] "Newton iter: 2, lambda:1.42016228874683, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.41824017232188, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41823678816134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41823678815084, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41823678815084"
[1] "Starting iterative with newton 1.41823678815084"
[1] "Starting newton at: 1.72886859338631"
[1] "Newton iter: 1, lambda:1.43419855292207, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.38589673401941, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.38371742278336, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38371278858997, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38371278856898, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38371278856898"
[1] "Starting iterative with newton 1.38371278856898"
[1] "Starting newton at: 1.68995614192167"
[1] "Newton iter: 1, lambda:1.40834940964816, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.35958932423487, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.35725292309044, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35724733583224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35724733580024, diff to last: 0"
[1] "Final threshold is: 0.0438767933523242"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35904019794424"
[1] "Starting iterative with newton 1.35904019794424"
[1] "Starting newton at: 1.5823152521489"
[1] "Newton iter: 1, lambda:1.42397120294651, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.40617476258443, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.40589176397413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40589169119355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40589169119355, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40589169119355"
[1] "Starting iterative with newton 1.40589169119355"
[1] "Starting newton at: 1.64085283492315"
[1] "Newton iter: 1, lambda:1.47539029651325, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.45853372697594, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.45830486192427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45830481893904, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45830481893904, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45830481893904"
[1] "Starting iterative with newton 1.45830481893904"
[1] "Starting newton at: 1.69111472210052"
[1] "Newton iter: 1, lambda:1.51955627263614, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.50363961080231, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.50345348557019, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50345345960545, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50345345960545, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50345345960545"
[1] "Starting iterative with newton 1.50345345960545"
[1] "Starting newton at: 1.75121205447511"
[1] "Newton iter: 1, lambda:1.56507120861183, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.5491474454183, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.54897836585617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54897834635996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54897834635996, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54897834635996"
[1] "Starting iterative with newton 1.54897834635996"
[1] "Starting newton at: 1.81731724858305"
[1] "Newton iter: 1, lambda:1.6063217842756, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.58947598681943, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.58930307000999, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58930305130471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58930305130471, diff to last: 0"
[1] "Final threshold is: 0.051378639482505"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.920317813456052"
[1] "Starting iterative with newton 0.920317813456052"
[1] "Starting newton at: 1.2518043264688"
[1] "Newton iter: 1, lambda:1.21694679437071, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.21547428065433, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21547159502862, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21547159501968, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21547159501968"
[1] "Starting iterative with newton 1.21547159501968"
[1] "Starting newton at: 1.52758662697026"
[1] "Newton iter: 1, lambda:1.54629647337473, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.54608039300625, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54608036513094, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54608036513094, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54608036513094"
[1] "Starting iterative with newton 1.54608036513094"
[1] "Starting newton at: 1.86907818921487"
[1] "Newton iter: 1, lambda:1.80327239481744, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.80250500709628, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80250486041159, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80250486041159, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80250486041159"
[1] "Starting iterative with newton 1.80250486041159"
[1] "Starting newton at: 1.96340087621721"
[1] "Newton iter: 1, lambda:1.96521401416792, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.96521371897766, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96521371897765, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96521371897765"
[1] "Starting iterative with newton 1.96521371897765"
[1] "Starting newton at: 2.14631583982515"
[1] "Newton iter: 1, lambda:2.04951249866394, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.0501194025301, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05011939517207, diff to last: 0"
[1] "Final threshold is: 0.0662758091304313"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.873265997791117"
[1] "Starting iterative with newton 0.873265997791117"
[1] "Starting newton at: 1.18725726297228"
[1] "Newton iter: 1, lambda:1.28669782003707, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.2755177256446, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.27537999916901, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27537997810621, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27537997810621, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27537997810621"
[1] "Starting iterative with newton 1.27537997810621"
[1] "Starting newton at: 1.59954841928841"
[1] "Newton iter: 1, lambda:1.67095858479692, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.66851062048026, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66850821565111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66850821564877, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66850821564877"
[1] "Starting iterative with newton 1.66850821564877"
[1] "Starting newton at: 1.97688809671322"
[1] "Newton iter: 1, lambda:1.91409847530546, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.91390994216368, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91390993816996, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91390993816996"
[1] "Starting iterative with newton 1.91390993816996"
[1] "Starting newton at: 2.05269292313004"
[1] "Newton iter: 1, lambda:2.0553898954036, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.05538994463047, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05538994463047, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05538994463047"
[1] "Starting iterative with newton 2.05538994463047"
[1] "Starting newton at: 2.22010510203273"
[1] "Newton iter: 1, lambda:2.13594105011562, diff to last: 0.084"
[1] "Newton iter: 2, lambda:2.13688824366586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.136888303034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.136888303034, diff to last: 0"
[1] "Final threshold is: 0.0690808550614908"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.823180649325561"
[1] "Starting iterative with newton 0.823180649325561"
[1] "Starting newton at: 1.30399842994671"
[1] "Newton iter: 1, lambda:1.27645444342809, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.27563702909286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27563629325619, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27563629325559, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27563629325559"
[1] "Starting iterative with newton 1.27563629325559"
[1] "Starting newton at: 1.73701631479738"
[1] "Newton iter: 1, lambda:1.70744307178849, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.70718728376222, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70718726232618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70718726232618, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70718726232618"
[1] "Starting iterative with newton 1.70718726232618"
[1] "Starting newton at: 2.00754921994315"
[1] "Newton iter: 1, lambda:1.98424547288921, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.98425111450814, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98425111450772, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.98425111450814"
[1] "Starting iterative with newton 1.98425111450814"
[1] "Starting newton at: 2.12214585051183"
[1] "Newton iter: 1, lambda:2.13052822202209, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.13053503583252, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13053503583737, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13053503583252"
[1] "Starting iterative with newton 2.13053503583252"
[1] "Starting newton at: 2.27205940837672"
[1] "Newton iter: 1, lambda:2.20615901542914, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.20704852083674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.20704864320268, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20704864320268, diff to last: 0"
[1] "Final threshold is: 0.071348983107012"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66961038703696"
[1] "Newton iter: 1, lambda:1.56233154380968, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.55763819808436, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.55762623818543, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55762623810698, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55762623810698"
[1] "Starting iterative with newton 1.55762623810698"
[1] "Starting newton at: 2.06215421928136"
[1] "Newton iter: 1, lambda:2.13968755802366, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.14092919374545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.14092962999981, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14092962999986, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14092962999981"
[1] "Starting iterative with newton 2.14092962999981"
[1] "Starting newton at: 2.48908021607067"
[1] "Newton iter: 1, lambda:2.43321161635299, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.43480503834347, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.43480626547952, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43480626548025, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.43480626548025"
[1] "Starting iterative with newton 2.43480626548025"
[1] "Starting newton at: 2.61964439594739"
[1] "Newton iter: 1, lambda:2.57505040728861, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.57617762403878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57617832671734, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57617832671761, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57617832671734"
[1] "Starting iterative with newton 2.57617832671734"
[1] "Starting newton at: 2.66741426786188"
[1] "Newton iter: 1, lambda:2.65252357011137, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.65265439025358, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65265440029023, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65265440029023, diff to last: 0"
[1] "Final threshold is: 0.0857544276886894"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03890119984585825}, {'ad': 0.043876793352324216, 'da': 0.051378639482505005, 'dd': 0.06627580913043127}, {'ad': 0.06908085506149084, 'da': 0.07134898310701202, 'dd': 0.08575442768868942}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462408684714068. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01209802049070798
0.01209802049070798
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 110.071863667498"
[1] "Starting iterative with newton 110.071863667498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 79.6204144968298"
[1] "Starting iterative with newton 79.6204144968298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.7489684150886"
[1] "Starting iterative with newton 72.7489684150886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.9214358435727"
[1] "Starting iterative with newton 41.9214358435727"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.5788130098454"
[1] "Starting iterative with newton 30.5788130098454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7924609976036"
[1] "Starting iterative with newton 15.7924609976036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.4306991701654"
[1] "Starting iterative with newton 11.4306991701654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.36727146678991"
[1] "Starting iterative with newton 8.36727146678991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.77759246048317"
[1] "Starting iterative with newton 4.77759246048317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12546569663229"
[1] "Starting iterative with newton 4.12546569663229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63156539849585"
[1] "Starting iterative with newton 3.63156539849585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.4592313987636"
[1] "Starting iterative with newton 2.4592313987636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.3335016771824"
[1] "Starting iterative with newton 2.3335016771824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19966588723722"
[1] "Starting iterative with newton 2.19966588723722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8023408300633"
[1] "Starting iterative with newton 1.8023408300633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462408684714068. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01209802049070798
0.01209802049070798
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462959154, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152700736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152700794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152700736"
[1] "Starting iterative with newton 0.0124679152700736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000641247142687987, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0006412480569785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000641247142687987"
[1] "Starting iterative with newton 0.000641247142687987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000622991845931154, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000622992691321601, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000622992691321601"
[1] "Starting iterative with newton 0.000622992691321601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000622964007106022, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000622964852393948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.000622964007106022"
[1] "Starting iterative with newton 0.000622964007106022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000622963963362173, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000622964808649938, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.53663079372822e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249338931274525, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.02494164824164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02494164824239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.02494164824164"
[1] "Starting iterative with newton 0.02494164824164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120649528609076, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120667296673641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120667296674026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120667296674026"
[1] "Starting iterative with newton 0.0120667296674026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119245071579032, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119262367883714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119262367884078, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0119262367884078"
[1] "Starting iterative with newton 0.0119262367884078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119229749675319, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119247040869773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119247040870136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119247040869773"
[1] "Starting iterative with newton 0.0119247040869773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011922958252214, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119246873660848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119246873661212, diff to last: 0"
[1] "Final threshold is: 0.000144265112100181"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446064625657838, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446590872168556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446590872900435, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0446590872168556"
[1] "Starting iterative with newton 0.0446590872168556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119567851400906, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119588584252192, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119588584252815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0119588584252192"
[1] "Starting iterative with newton 0.0119588584252192"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115442496327575, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115461478548233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115461478548746, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0115461478548233"
[1] "Starting iterative with newton 0.0115461478548233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115390791457325, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115409752327035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115409752327547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0115409752327547"
[1] "Starting iterative with newton 0.0115409752327547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115390143483361, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011540910408559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115409104086102, diff to last: 0"
[1] "Final threshold is: 0.000139622170604172"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.065748912690792, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.065927965598363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0659279669248692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0659279669248692"
[1] "Starting iterative with newton 0.0659279669248692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185791337596975, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185851176424854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185851176431062, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0185851176424854"
[1] "Starting iterative with newton 0.0185851176424854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179750390652409, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.01798053172294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179805317234529, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.01798053172294"
[1] "Starting iterative with newton 0.01798053172294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179672933726349, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0179727799332667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179727799337783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0179727799332667"
[1] "Starting iterative with newton 0.0179727799332667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179671940553998, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0179726805378857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179726805383973, diff to last: 0"
[1] "Final threshold is: 0.00021743385742029"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11123262073784, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112098789437833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112098841778346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112098841778347, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.112098841778347"
[1] "Starting iterative with newton 0.112098841778347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482553512816722, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483425309572141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483425312416679, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483425309572141"
[1] "Starting iterative with newton 0.0483425309572141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466335187493815, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467138709049559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467138711434422, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0467138709049559"
[1] "Starting iterative with newton 0.0467138709049559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465910039049891, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.04667118332976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466711835671445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.04667118332976"
[1] "Starting iterative with newton 0.04667118332976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465898888822265, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0466700637809056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466700640182612, diff to last: 0"
[1] "Final threshold is: 0.000564615387924044"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183266919526012, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.187102930154438, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187104595805903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187104595806217, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.187104595806217"
[1] "Starting iterative with newton 0.187104595806217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0591629358760887, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0593758874738673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0593758902327475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0593758874738673"
[1] "Starting iterative with newton 0.0593758874738673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0530049699318213, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531667782255941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531667797335895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0531667782255941"
[1] "Starting iterative with newton 0.0531667782255941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0527083666063888, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0528679250927179, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528679265550065, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0528679250927179"
[1] "Starting iterative with newton 0.0528679250927179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052694099101226, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0528535498455224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528535513056413, diff to last: 0"
[1] "Final threshold is: 0.000639423329037785"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.440819498268594"
[1] "Newton iter: 1, lambda:0.228243144651453, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.23457754187951, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.234583340992034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234583340996891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.234583340996891"
[1] "Starting iterative with newton 0.234583340996891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.07512452711566, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0755102171835893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755102273461451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0755102273461451, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0755102273461451"
[1] "Starting iterative with newton 0.0755102273461451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675514304842607, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0678454215798142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0678454271474668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0678454215798142"
[1] "Starting iterative with newton 0.0678454215798142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0671859587743721, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0674759213261666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067475926726381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0674759213261666"
[1] "Starting iterative with newton 0.0674759213261666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0671683367263136, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0674581059442763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0674581113365264, diff to last: 0"
[1] "Final threshold is: 0.000816109547978204"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283926400229014"
[1] "Newton iter: 1, lambda:0.302866352086385, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.302932307867263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30293230866487, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.302932307867263"
[1] "Starting iterative with newton 0.302932307867263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102515294252448, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.10344801003234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103448087181241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103448087181242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103448087181242"
[1] "Starting iterative with newton 0.103448087181242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0902591707292654, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0909376551123524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0909376934332483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0909376934332484, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0909376934332484"
[1] "Starting iterative with newton 0.0909376934332484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894779346777384, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0901419896107566, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090142026169122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0901420261691221, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.090142026169122"
[1] "Starting iterative with newton 0.090142026169122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894282013302134, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900913445138851, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900913809624208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0900913809624209, diff to last: 0"
[1] "Final threshold is: 0.00108992737291955"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.335900605760819"
[1] "Newton iter: 1, lambda:0.44662163453907, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.449972743522341, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.449975747109504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449975747111915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.449975747109504"
[1] "Starting iterative with newton 0.449975747109504"
[1] "Starting newton at: 0.340714248199992"
[1] "Newton iter: 1, lambda:0.164931552277325, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.169322154088751, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169324916843198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169324916844292, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169324916844292"
[1] "Starting iterative with newton 0.169324916844292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139252404511389, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141789727866311, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141790569502824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141790569502917, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141790569502917"
[1] "Starting iterative with newton 0.141790569502917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136639085800596, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139058615836124, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139059373868225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139059373868299, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139059373868299"
[1] "Starting iterative with newton 0.139059373868299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136379294699209, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138787315279801, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138788065402348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138788065402421, diff to last: 0"
[1] "Final threshold is: 0.00167906085910332"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.382433051953362"
[1] "Newton iter: 1, lambda:0.523026899659247, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.529439701797649, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.529452629260773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.529452629313216, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.529452629260773"
[1] "Starting iterative with newton 0.529452629260773"
[1] "Starting newton at: 0.325932177634228"
[1] "Newton iter: 1, lambda:0.214576970619316, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.216718478621145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216719276982012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216719276982123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216719276982123"
[1] "Starting iterative with newton 0.216719276982123"
[1] "Starting newton at: 0.283959103188932"
[1] "Newton iter: 1, lambda:0.179854098815708, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.181567401164217, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.181567867523179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181567867523213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.181567867523179"
[1] "Starting iterative with newton 0.181567867523179"
[1] "Starting newton at: 0.298924865618883"
[1] "Newton iter: 1, lambda:0.175112890958549, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.177507767904276, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177508669218953, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17750866921908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177508669218953"
[1] "Starting iterative with newton 0.177508669218953"
[1] "Starting newton at: 0.301764864121199"
[1] "Newton iter: 1, lambda:0.174511194667018, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.177037421441959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.177038423063546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177038423063703, diff to last: 0"
[1] "Final threshold is: 0.0021418144698654"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.63156539849585"
[1] "Starting iterative with newton 3.63156539849585"
[1] "Starting newton at: 0.545496833921208"
[1] "Newton iter: 1, lambda:0.563086747272827, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.563191954435229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.563191958179905, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.563191958179905"
[1] "Starting iterative with newton 0.563191958179905"
[1] "Starting newton at: 0.304986511630778"
[1] "Newton iter: 1, lambda:0.245112030219411, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.245816862031678, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.245816960170872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245816960170874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.245816960170874"
[1] "Starting iterative with newton 0.245816960170874"
[1] "Starting newton at: 0.331158048523924"
[1] "Newton iter: 1, lambda:0.202153478126958, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.205128293050077, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.205129887511009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205129887511467, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.205129887511467"
[1] "Starting iterative with newton 0.205129887511467"
[1] "Starting newton at: 0.333075945678228"
[1] "Newton iter: 1, lambda:0.196510299613594, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.199801206942878, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199803133335219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199803133335879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.199803133335219"
[1] "Starting iterative with newton 0.199803133335219"
[1] "Starting newton at: 0.337778515478629"
[1] "Newton iter: 1, lambda:0.195539165158263, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.199101868830852, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.199104122746911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199104122747813, diff to last: 0"
[1] "Final threshold is: 0.00240876575678748"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.4592313987636"
[1] "Starting iterative with newton 2.4592313987636"
[1] "Starting newton at: 0.598968848400926"
[1] "Newton iter: 1, lambda:0.634918830203857, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.635462865758892, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.635462989028937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635462989028944, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635462989028937"
[1] "Starting iterative with newton 0.635462989028937"
[1] "Starting newton at: 0.293875189639522"
[1] "Newton iter: 1, lambda:0.345187626825513, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.345918011840039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34591815909915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345918159099156, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34591815909915"
[1] "Starting iterative with newton 0.34591815909915"
[1] "Starting newton at: 0.291084186178808"
[1] "Newton iter: 1, lambda:0.295206668152594, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.295210970345641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.295210970350325, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295210970345641"
[1] "Starting iterative with newton 0.295210970345641"
[1] "Starting newton at: 0.298576340737396"
[1] "Newton iter: 1, lambda:0.286151587249963, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.286189987353871, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286189987721006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.286189987353871"
[1] "Starting iterative with newton 0.286189987353871"
[1] "Starting newton at: 0.301809725386337"
[1] "Newton iter: 1, lambda:0.284506532686343, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.284580762229204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28458076359706, diff to last: 0"
[1] "Final threshold is: 0.00344286389271021"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.3335016771824"
[1] "Starting iterative with newton 2.3335016771824"
[1] "Starting newton at: 0.574971312129613"
[1] "Newton iter: 1, lambda:0.639864232135258, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.641658638681424, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.641659985499308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.641659985500066, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.641659985499308"
[1] "Starting iterative with newton 0.641659985499308"
[1] "Starting newton at: 0.295311859707296"
[1] "Newton iter: 1, lambda:0.367575747961029, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.369100838189179, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369101512484706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369101512484837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.369101512484706"
[1] "Starting iterative with newton 0.369101512484706"
[1] "Starting newton at: 0.284939705139979"
[1] "Newton iter: 1, lambda:0.320378631029543, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.320715674343306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320715704740055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320715704740056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.320715704740055"
[1] "Starting iterative with newton 0.320715704740055"
[1] "Starting newton at: 0.28243700390485"
[1] "Newton iter: 1, lambda:0.311751315113297, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.311978338168428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311978351753076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311978351753076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311978351753076"
[1] "Starting iterative with newton 0.311978351753076"
[1] "Starting newton at: 0.280764675159105"
[1] "Newton iter: 1, lambda:0.310167835840886, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.310395605105609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310395618742155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310395618742155, diff to last: 0"
[1] "Final threshold is: 0.00375517255576857"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.19966588723722"
[1] "Starting iterative with newton 2.19966588723722"
[1] "Starting newton at: 0.573224080619783"
[1] "Newton iter: 1, lambda:0.651916325994458, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.654667290435933, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.654670579538498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654670579543196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.654670579543196"
[1] "Starting iterative with newton 0.654670579543196"
[1] "Starting newton at: 0.286436963087842"
[1] "Newton iter: 1, lambda:0.387729844935459, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.390897147265329, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.390900212269529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390900212272398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.390900212269529"
[1] "Starting iterative with newton 0.390900212269529"
[1] "Starting newton at: 0.270141389819262"
[1] "Newton iter: 1, lambda:0.34088371236531, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.342306468351801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.342307040481276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342307040481369, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.342307040481276"
[1] "Starting iterative with newton 0.342307040481276"
[1] "Starting newton at: 0.270520059053736"
[1] "Newton iter: 1, lambda:0.332136610201275, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.333198801807033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.333199115914134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333199115914161, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.333199115914134"
[1] "Starting iterative with newton 0.333199115914134"
[1] "Starting newton at: 0.270590971002387"
[1] "Newton iter: 1, lambda:0.330484995768431, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.331485594920252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331485872860136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331485872860157, diff to last: 0"
[1] "Final threshold is: 0.00401032288224214"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.8023408300633"
[1] "Starting iterative with newton 1.8023408300633"
[1] "Starting newton at: 0.810450745341065"
[1] "Newton iter: 1, lambda:0.708277431899575, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.713227832503508, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.713239935399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713239935471219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713239935471219"
[1] "Starting iterative with newton 0.713239935471219"
[1] "Starting newton at: 0.564934303656045"
[1] "Newton iter: 1, lambda:0.476012381082136, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.478925635484527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.478928822000073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478928822003884, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.478928822000073"
[1] "Starting iterative with newton 0.478928822000073"
[1] "Starting newton at: 0.561501310520305"
[1] "Newton iter: 1, lambda:0.419151674114063, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.426051819926506, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.426068475782775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426068475879728, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.426068475879728"
[1] "Starting iterative with newton 0.426068475879728"
[1] "Starting newton at: 0.558025609000164"
[1] "Newton iter: 1, lambda:0.406304070457459, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.414005601599951, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.414026004082027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.414026004225064, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.414026004082027"
[1] "Starting iterative with newton 0.414026004082027"
[1] "Starting newton at: 0.551566929549128"
[1] "Newton iter: 1, lambda:0.403991186170826, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.411257729933789, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.411275820869519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411275820981543, diff to last: 0"
[1] "Final threshold is: 0.00497562330821219"
threshold is:
[{'ad': 7.536630793728224e-06, 'da': 0.00014426511210018078, 'dd': 0.00013962217060417158}, {'ad': 0.0002174338574202901, 'da': 0.0005646153879240443, 'dd': 0.000639423329037785}, {'ad': 0.0008161095479782045, 'da': 0.0010899273729195462, 'dd': 0.0016790608591033239}, {'ad': 0.0021418144698654037, 'da': 0.002408765756787477, 'dd': 0.0034428638927102052}, {'ad': 0.0037551725557685737, 'da': 0.004010322882242145, 'dd': 0.004975623308212189}]
Number of points in noise estimation: 128
Estimated noise: 0.03232778005448787
0.03232778005448787
threshold is:
[{'ad': 0.02962346829937168, 'da': 0.008633574267802036, 'dd': 0.009892970643789523}, {'ad': 0.0019496970414731862, 'da': 0.006268781038240745, 'dd': 0.0023241568285963868}, {'ad': 0.0055633090380231565, 'da': 0.006347984268404426, 'dd': 0.01385915145962836}, {'ad': 0.015615107866022548, 'da': 0.017932566603984023, 'dd': 0.022918943861255443}, {'ad': 0.02494641707678613, 'da': 0.027805149409581162, 'dd': 0.03479181671921269}]
['peppers256', 0.075, 1, 0.0015080464798744274, 0.0008137153397618673, 0.0008419729733118392, 0.0023789328514276535, 0.0007144481989895539, 0.001118342106472126, 0.0013442096527077824, 0.001508046479874428, 28.215852727620657, 30.895274968209794, 30.747018487971598, 26.236178163343208, 31.460292542187656, 29.514253232601163, 28.715329902753126, 28.215852727620657]
peppers256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.03204015917206219
0.03204015917206219
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421005345180085, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421505075286627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421505075990542, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0421505075286627"
[1] "Starting iterative with newton 0.0421505075286627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125795940870462, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125817097279392, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012581709727999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0125817097279392"
[1] "Starting iterative with newton 0.0125817097279392"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122575666560988, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122595433054601, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122595433055115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0122595433055115"
[1] "Starting iterative with newton 0.0122595433055115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122540662724461, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122560414471327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122560414471841, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0122560414471327"
[1] "Starting iterative with newton 0.0122560414471327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012254028225281, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012256003383943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122560033839943, diff to last: 0"
[1] "Final threshold is: 0.000392684299234867"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0344059665388223, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0344408063997185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0344408064354417, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0344408063997185"
[1] "Starting iterative with newton 0.0344408063997185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00820861655238674, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00820916825296694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00820916825296944, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00820916825296694"
[1] "Starting iterative with newton 0.00820916825296694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00800139891019607, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00800192115332844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00800192115333067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00800192115332844"
[1] "Starting iterative with newton 0.00800192115332844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00799976228422098, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00800028429762677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00800028429762899, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00800028429762677"
[1] "Starting iterative with newton 0.00800028429762677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00799974935805925, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00800027136965083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00800027136965305, diff to last: 0"
[1] "Final threshold is: 0.000256329968103305"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0178485851139616"
[1] "Newton iter: 1, lambda:0.0704144658000242, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0705422936021264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0705422943577704, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0705422936021264"
[1] "Starting iterative with newton 0.0705422936021264"
[1] "Starting newton at: 0.0105975341057334"
[1] "Newton iter: 1, lambda:0.0423235433130096, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.042350947855565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423509478760039, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0423509478760039"
[1] "Starting iterative with newton 0.0423509478760039"
[1] "Starting newton at: 0.0387888798318559"
[1] "Newton iter: 1, lambda:0.0420257334725445, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0420260176971037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420260176971059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420260176971037"
[1] "Starting iterative with newton 0.0420260176971037"
[1] "Starting newton at: 0.0391138100107561"
[1] "Newton iter: 1, lambda:0.0420219620780501, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0420221914980806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420221914980821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0420221914980821"
[1] "Starting iterative with newton 0.0420221914980821"
[1] "Starting newton at: 0.0391176362097777"
[1] "Newton iter: 1, lambda:0.0420219176223376, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0420221464319596, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042022146431961, diff to last: 0"
[1] "Final threshold is: 0.00134639626043174"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.297067437744976"
[1] "Newton iter: 1, lambda:0.160189435118556, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.162058850537434, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.162059203456083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162059203456095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162059203456083"
[1] "Starting iterative with newton 0.162059203456083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0518078947898451, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519323264238612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519323271416818, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0519323264238612"
[1] "Starting iterative with newton 0.0519323264238612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0484016837269009, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0485054542420272, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0485054547190357, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0485054542420272"
[1] "Starting iterative with newton 0.0485054542420272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482952331204184, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483984015022132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483984019730351, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0483984019730351"
[1] "Starting iterative with newton 0.0483984019730351"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482919066790428, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.048395056287503, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483950567581328, diff to last: 0"
[1] "Final threshold is: 0.00155058530659251"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169089227368913"
[1] "Newton iter: 1, lambda:0.25211161508355, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.253123739347894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253123888341557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25312388834156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25312388834156"
[1] "Starting iterative with newton 0.25312388834156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100758890339154, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101653963276921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101654033816033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101654033816033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101654033816033"
[1] "Starting iterative with newton 0.101654033816033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0909727484452511, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0916729686874911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0916730101336657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0916730101336658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0916730101336658"
[1] "Starting iterative with newton 0.0916730101336658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0903138437806857, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910019964117194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910020363289254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910020363289255, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0910020363289255"
[1] "Starting iterative with newton 0.0910020363289255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0902694965538163, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.09095684156183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0909568813778213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0909568813778214, diff to last: 0"
[1] "Final threshold is: 0.00291427295713978"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.319046498244603"
[1] "Newton iter: 1, lambda:0.382747784739555, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.383698842960214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.383699052669148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383699052669159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.383699052669159"
[1] "Starting iterative with newton 0.383699052669159"
[1] "Starting newton at: 0.193835119159167"
[1] "Newton iter: 1, lambda:0.16286474911032, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.162998207868527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.162998210349342, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162998210349342"
[1] "Starting iterative with newton 0.162998210349342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14010020592811, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142632294859068, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142633121333058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142633121333146, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142633121333058"
[1] "Starting iterative with newton 0.142633121333058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13829352665509, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.14074216257705, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140742929718919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140742929718994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.140742929718994"
[1] "Starting iterative with newton 0.140742929718994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138125711089043, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140566689527896, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140567451348733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140567451348807, diff to last: 0"
[1] "Final threshold is: 0.00450380351562451"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.602837068359943"
[1] "Newton iter: 1, lambda:0.486254728179435, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.490036976896042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.490041095547232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490041095552111, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.490041095552111"
[1] "Starting iterative with newton 0.490041095552111"
[1] "Starting newton at: 0.267778005045263"
[1] "Newton iter: 1, lambda:0.210354182679214, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.210930899510833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210930957898874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210930957898875, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210930957898874"
[1] "Starting iterative with newton 0.210930957898874"
[1] "Starting newton at: 0.282633595201555"
[1] "Newton iter: 1, lambda:0.176697332800933, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.17849365402828, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178494172954088, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178494172954131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178494172954088"
[1] "Starting iterative with newton 0.178494172954088"
[1] "Starting newton at: 0.287504064264308"
[1] "Newton iter: 1, lambda:0.172586146508658, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.174676338483924, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174677033342939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174677033343016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174677033342939"
[1] "Starting iterative with newton 0.174677033342939"
[1] "Starting newton at: 0.280797549174738"
[1] "Newton iter: 1, lambda:0.172367762132091, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.174226854062134, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174227403034935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174227403034983, diff to last: 0"
[1] "Final threshold is: 0.00558227372537436"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.36939878081241"
[1] "Starting iterative with newton 3.36939878081241"
[1] "Starting newton at: 0.475759312392346"
[1] "Newton iter: 1, lambda:0.549008203790957, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.550768847757194, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.550769844922233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550769844922553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550769844922553"
[1] "Starting iterative with newton 0.550769844922553"
[1] "Starting newton at: 0.243417926690864"
[1] "Newton iter: 1, lambda:0.267127746117301, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.267246429456078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267246432424273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.267246429456078"
[1] "Starting iterative with newton 0.267246429456078"
[1] "Starting newton at: 0.290940312396326"
[1] "Newton iter: 1, lambda:0.227776459522653, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.22855328902768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228553407046974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228553407046976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228553407046976"
[1] "Starting iterative with newton 0.228553407046976"
[1] "Starting newton at: 0.264841276556101"
[1] "Newton iter: 1, lambda:0.222780720713155, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.223121978194346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.223122000718242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223122000718242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.223122000718242"
[1] "Starting iterative with newton 0.223122000718242"
[1] "Starting newton at: 0.269527513615277"
[1] "Newton iter: 1, lambda:0.221920404238546, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.222356754966444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222356791734389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222356791734389, diff to last: 0"
[1] "Final threshold is: 0.00712434700015889"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74100689440855"
[1] "Starting iterative with newton 1.74100689440855"
[1] "Starting newton at: 0.71607031753492"
[1] "Newton iter: 1, lambda:0.627269579385708, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.630320407524706, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.630324124258779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63032412426429, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.630324124258779"
[1] "Starting iterative with newton 0.630324124258779"
[1] "Starting newton at: 0.390365528586087"
[1] "Newton iter: 1, lambda:0.457277787888689, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.458793884924237, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.458794654077969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458794654078166, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.458794654078166"
[1] "Starting iterative with newton 0.458794654078166"
[1] "Starting newton at: 0.427983991130156"
[1] "Newton iter: 1, lambda:0.425202090022578, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.425204594569894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425204594571925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.425204594569894"
[1] "Starting iterative with newton 0.425204594569894"
[1] "Starting newton at: 0.450099439385636"
[1] "Newton iter: 1, lambda:0.418052040920052, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.418380416357299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.418380451038488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418380451038488, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418380451038488"
[1] "Starting iterative with newton 0.418380451038488"
[1] "Starting newton at: 0.446863710298364"
[1] "Newton iter: 1, lambda:0.416693999282465, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.416984730403776, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416984757551212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416984757551212, diff to last: 0"
[1] "Final threshold is: 0.0133602580042646"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.54659209003988"
[1] "Starting iterative with newton 1.54659209003988"
[1] "Starting newton at: 0.731842709844803"
[1] "Newton iter: 1, lambda:0.679454812854931, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.680666313932901, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.680666974653865, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680666974654062, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.680666974653865"
[1] "Starting iterative with newton 0.680666974653865"
[1] "Starting newton at: 0.429448129209422"
[1] "Newton iter: 1, lambda:0.512754510399664, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.515446862365555, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.515449630968348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515449630971274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.515449630968348"
[1] "Starting iterative with newton 0.515449630968348"
[1] "Starting newton at: 0.425632894249591"
[1] "Newton iter: 1, lambda:0.4784203209214, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.479454172845378, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479454565724492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479454565724549, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.479454565724492"
[1] "Starting iterative with newton 0.479454565724492"
[1] "Starting newton at: 0.419487043627505"
[1] "Newton iter: 1, lambda:0.47043601520908, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.471390301032279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.471390632888685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471390632888725, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.471390632888725"
[1] "Starting iterative with newton 0.471390632888725"
[1] "Starting newton at: 0.419865481712785"
[1] "Newton iter: 1, lambda:0.468697846957736, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.469572437458703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469572715654214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469572715654242, diff to last: 0"
[1] "Final threshold is: 0.0150451845524185"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38565184244044"
[1] "Starting iterative with newton 1.38565184244044"
[1] "Starting newton at: 0.859360105078921"
[1] "Newton iter: 1, lambda:0.73726417310825, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.744268408020391, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.744292789968748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744292790263387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.744292789968748"
[1] "Starting iterative with newton 0.744292789968748"
[1] "Starting newton at: 0.630393354027519"
[1] "Newton iter: 1, lambda:0.598518528958334, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.598965396342459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598965485016361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598965485016364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.598965485016361"
[1] "Starting iterative with newton 0.598965485016361"
[1] "Starting newton at: 0.616540689330787"
[1] "Newton iter: 1, lambda:0.560710372168502, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.562030329015071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56203107850313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562031078503372, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.56203107850313"
[1] "Starting iterative with newton 0.56203107850313"
[1] "Starting newton at: 0.615978492651163"
[1] "Newton iter: 1, lambda:0.550617446057201, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.552406780596382, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.552408146202534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552408146203329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.552408146202534"
[1] "Starting iterative with newton 0.552408146202534"
[1] "Starting newton at: 0.615282061691004"
[1] "Newton iter: 1, lambda:0.547992024871457, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.549883388813195, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549884911147825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549884911148811, diff to last: 0"
[1] "Final threshold is: 0.0176184000794916"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.914665688648832"
[1] "Starting iterative with newton 0.914665688648832"
[1] "Starting newton at: 0.9400027975179"
[1] "Newton iter: 1, lambda:0.931506667436304, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.931556226961647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.931556228655328, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.931556226961647"
[1] "Starting iterative with newton 0.931556226961647"
[1] "Starting newton at: 0.937547101487772"
[1] "Newton iter: 1, lambda:0.937641624301682, diff to last: 0"
[1] "Newton iter: 2, lambda:0.937641630488891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.937641630488891"
[1] "Starting iterative with newton 0.937641630488891"
[1] "Starting newton at: 0.940670863737421"
[1] "Newton iter: 1, lambda:0.939828035243353, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.93982852767942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.939828527679588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.939828527679588"
[1] "Starting iterative with newton 0.939828527679588"
[1] "Starting newton at: 0.946240705575238"
[1] "Newton iter: 1, lambda:0.940591623796891, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.940613703197316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.940613703535594, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.940613703535594"
[1] "Starting iterative with newton 0.940613703535594"
[1] "Starting newton at: 0.945856496187278"
[1] "Newton iter: 1, lambda:0.940878361633363, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.940895516999697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.940895517203957, diff to last: 0"
[1] "Final threshold is: 0.0301464421354946"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.868961401239882"
[1] "Starting iterative with newton 0.868961401239882"
[1] "Starting newton at: 0.980705008945957"
[1] "Newton iter: 1, lambda:0.938523259969502, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.939737826074404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.93973885692579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.939738856926531, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.93973885692579"
[1] "Starting iterative with newton 0.93973885692579"
[1] "Starting newton at: 0.984785076353895"
[1] "Newton iter: 1, lambda:0.965491152836779, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.965752811989667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965752860632052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.965752860632054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.965752860632054"
[1] "Starting iterative with newton 0.965752860632054"
[1] "Starting newton at: 0.979630664761451"
[1] "Newton iter: 1, lambda:0.975200708926053, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.975214701079789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.975214701219718, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.975214701079789"
[1] "Starting iterative with newton 0.975214701079789"
[1] "Starting newton at: 0.974923855376022"
[1] "Newton iter: 1, lambda:0.978632978323019, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.97864285269284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.978642852762682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.978642852762682"
[1] "Starting iterative with newton 0.978642852762682"
[1] "Starting newton at: 0.973205534141252"
[1] "Newton iter: 1, lambda:0.979851385799501, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.979883162131103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.979883162854959, diff to last: 0"
[1] "Final threshold is: 0.0313956125078966"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.844198745180764"
[1] "Starting iterative with newton 0.844198745180764"
[1] "Starting newton at: 0.930583565484977"
[1] "Newton iter: 1, lambda:0.978745934200697, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.980518812323227, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.98052115865833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.980521158662436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.98052115865833"
[1] "Starting iterative with newton 0.98052115865833"
[1] "Starting newton at: 0.924839705205388"
[1] "Newton iter: 1, lambda:1.02754181579899, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.03613747297602, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.03619492135521, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03619492390864, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03619492390864"
[1] "Starting iterative with newton 1.03619492390864"
[1] "Starting newton at: 0.929694248581811"
[1] "Newton iter: 1, lambda:1.04700151793998, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.05846662356823, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.0585704965067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05857050497538, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05857050497538"
[1] "Starting iterative with newton 1.05857050497538"
[1] "Starting newton at: 0.933687130981992"
[1] "Newton iter: 1, lambda:1.05501899474896, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.06738343716533, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.06750500537217, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06750501703799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06750501703799, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06750500537217"
[1] "Starting iterative with newton 1.06750500537217"
[1] "Starting newton at: 0.931692356310312"
[1] "Newton iter: 1, lambda:1.05755710434243, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.07092087987684, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.07106330171726, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07106331776483, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07106331776483, diff to last: 0"
[1] "Final threshold is: 0.0343170391845422"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.34597231105534"
[1] "Newton iter: 1, lambda:1.1369805087734, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.17201324396933, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.1732219397971, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17322334664545, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17322334664736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17322334664545"
[1] "Starting iterative with newton 1.17322334664545"
[1] "Starting newton at: 1.28095130597146"
[1] "Newton iter: 1, lambda:1.44564612499223, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.48098391897582, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.48248387121233, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48248649296809, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48248649297609, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48248649297609"
[1] "Starting iterative with newton 1.48248649297609"
[1] "Starting newton at: 1.78944535977224"
[1] "Newton iter: 1, lambda:1.65885827417742, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.67769810007588, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.67816919050714, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67816947931658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67816947931669, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67816947931658"
[1] "Starting iterative with newton 1.67816947931658"
[1] "Starting newton at: 1.74583278134298"
[1] "Newton iter: 1, lambda:1.80107209301527, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.80559480144775, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.80562347422507, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80562347537132, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80562347537132"
[1] "Starting iterative with newton 1.80562347537132"
[1] "Starting newton at: 1.71387019230344"
[1] "Newton iter: 1, lambda:1.85546926516695, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.88902994895103, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.890740870214, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.89074514860583, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89074514863253, diff to last: 0"
[1] "Final threshold is: 0.0605797755151353"
threshold is:
[{'ad': 0.00039268429923486743, 'da': 0.0002563299681033045, 'dd': 0.0013463962604317356}, {'ad': 0.0015505853065925063, 'da': 0.002914272957139777, 'dd': 0.004503803515624508}, {'ad': 0.005582273725374361, 'da': 0.007124347000158893, 'dd': 0.013360258004264597}, {'ad': 0.015045184552418525, 'da': 0.01761840007949159, 'dd': 0.030146442135494552}, {'ad': 0.031395612507896624, 'da': 0.03431703918454219, 'dd': 0.060579775515135326}]
Number of points in noise estimation: 128
Estimated noise: 0.03204015917206219
0.03204015917206219
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.4264255937213"
[1] "Starting iterative with newton 42.4264255937213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.45732256249"
[1] "Starting iterative with newton 29.45732256249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.1632694302085"
[1] "Starting iterative with newton 27.1632694302085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.4779317377604"
[1] "Starting iterative with newton 15.4779317377604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0356326909051"
[1] "Starting iterative with newton 11.0356326909051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.42372812220898"
[1] "Starting iterative with newton 5.42372812220898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.25629493186881"
[1] "Starting iterative with newton 4.25629493186881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36939878081241"
[1] "Starting iterative with newton 3.36939878081241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74100689440855"
[1] "Starting iterative with newton 1.74100689440855"
[1] "Starting newton at: 2.11638977813542"
[1] "Newton iter: 1, lambda:1.68411371626216, diff to last: 0.432"
[1] "Newton iter: 2, lambda:1.65576324847071, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.65531423254703, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65531411480278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65531411480278, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65531411480278"
[1] "Starting iterative with newton 1.65531411480278"
[1] "Starting newton at: 2.02175393647437"
[1] "Newton iter: 1, lambda:1.63686462613513, diff to last: 0.385"
[1] "Newton iter: 2, lambda:1.60269773611101, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.60197591093293, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.60197557270948, diff to last: 0"
[1] "Newton iter: 5, lambda:1.6019755727094, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60197557270948"
[1] "Starting iterative with newton 1.60197557270948"
[1] "Starting newton at: 1.9714321837584"
[1] "Newton iter: 1, lambda:1.60904416548664, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.57249951400933, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.5716235085615, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57162297992736, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57162297992716, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57162297992716"
[1] "Starting iterative with newton 1.57162297992716"
[1] "Starting newton at: 1.94690200195359"
[1] "Newton iter: 1, lambda:1.59498979385534, diff to last: 0.352"
[1] "Newton iter: 2, lambda:1.5574591944826, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.55650749261909, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55650685005525, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55650685005495, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55650685005495"
[1] "Starting iterative with newton 1.55650685005495"
[1] "Starting newton at: 1.89005932860679"
[1] "Newton iter: 1, lambda:1.57134770066184, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.5344981582099, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.53353580521929, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5335351183864, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53353511838605, diff to last: 0"
[1] "Final threshold is: 0.0491347092890363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54659209003988"
[1] "Starting iterative with newton 1.54659209003988"
[1] "Starting newton at: 1.85772505930315"
[1] "Newton iter: 1, lambda:1.54435418035655, diff to last: 0.313"
[1] "Newton iter: 2, lambda:1.50580497669816, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.50469037894414, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50468940407824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5046894040775, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5046894040775"
[1] "Starting iterative with newton 1.5046894040775"
[1] "Starting newton at: 1.80335548791439"
[1] "Newton iter: 1, lambda:1.50768328780226, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.46741383737873, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.46610316643035, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46610171694865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46610171694688, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46610171694865"
[1] "Starting iterative with newton 1.46610171694865"
[1] "Starting newton at: 1.74494839509146"
[1] "Newton iter: 1, lambda:1.4725846428731, diff to last: 0.272"
[1] "Newton iter: 2, lambda:1.43265864550183, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.43127866665844, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.43127695288312, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43127695288047, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43127695288047"
[1] "Starting iterative with newton 1.43127695288047"
[1] "Starting newton at: 1.71438492465335"
[1] "Newton iter: 1, lambda:1.45035479292495, diff to last: 0.264"
[1] "Newton iter: 2, lambda:1.4097759484352, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.40828676072983, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4082846794709, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40828467946683, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40828467946683"
[1] "Starting iterative with newton 1.40828467946683"
[1] "Starting newton at: 1.68969499655448"
[1] "Newton iter: 1, lambda:1.43028941187911, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.38859599407579, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.38696019897997, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38695758908086, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38695758907421, diff to last: 0"
[1] "Final threshold is: 0.0444383419188373"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38565184244044"
[1] "Starting iterative with newton 1.38565184244044"
[1] "Starting newton at: 1.61628984474139"
[1] "Newton iter: 1, lambda:1.40617527987922, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.37740980988245, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37664730600012, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3766467551741, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37664675517381, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3766467551741"
[1] "Starting iterative with newton 1.3766467551741"
[1] "Starting newton at: 1.60680302264054"
[1] "Newton iter: 1, lambda:1.39625340302826, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.36662698857814, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3658012556045, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36580059617279, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36580059617237, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36580059617237"
[1] "Starting iterative with newton 1.36580059617237"
[1] "Starting newton at: 1.59127493812604"
[1] "Newton iter: 1, lambda:1.38214353258603, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.35173125332432, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3508356995253, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35083490161878, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35083490161814, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35083490161814"
[1] "Starting iterative with newton 1.35083490161814"
[1] "Starting newton at: 1.57732193114244"
[1] "Newton iter: 1, lambda:1.36589644475966, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.33363150527965, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.3325887076963, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33258758830908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33258758830778, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33258758830778"
[1] "Starting iterative with newton 1.33258758830778"
[1] "Starting newton at: 1.56018910055451"
[1] "Newton iter: 1, lambda:1.35044271556793, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.31731164830193, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31617729206609, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3161759265291, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31617592652712, diff to last: 0"
[1] "Final threshold is: 0.0421704861843655"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.914665688648832"
[1] "Starting iterative with newton 0.914665688648832"
[1] "Starting newton at: 1.22663940846224"
[1] "Newton iter: 1, lambda:1.25344253092021, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.25259224468049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25259139827945, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25259139827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25259139827861"
[1] "Starting iterative with newton 1.25259139827861"
[1] "Starting newton at: 1.57731544090262"
[1] "Newton iter: 1, lambda:1.61608685625265, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.61526656757536, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61526622818576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61526622818571, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61526622818571"
[1] "Starting iterative with newton 1.61526622818571"
[1] "Starting newton at: 1.76210503322062"
[1] "Newton iter: 1, lambda:1.86946719271623, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.86599170600067, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.86598940732401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86598940732299, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86598940732299"
[1] "Starting iterative with newton 1.86598940732299"
[1] "Starting newton at: 2.05705153673841"
[1] "Newton iter: 1, lambda:2.00427987247046, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.00423022157251, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0042302214072, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0042302214072"
[1] "Starting iterative with newton 2.0042302214072"
[1] "Starting newton at: 2.15070342064191"
[1] "Newton iter: 1, lambda:2.05919467011551, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.05965127785953, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05965127270404, diff to last: 0"
[1] "Final threshold is: 0.0659915546163778"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.868961401239882"
[1] "Starting iterative with newton 0.868961401239882"
[1] "Starting newton at: 1.18866559303402"
[1] "Newton iter: 1, lambda:1.29496743580685, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.28230675429578, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.28213181202144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28213177832139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28213177832139, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28213177832139"
[1] "Starting iterative with newton 1.28213177832139"
[1] "Starting newton at: 1.60729536268362"
[1] "Newton iter: 1, lambda:1.67171887352731, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.6697423589517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66974077511631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66974077511528, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66974077511528"
[1] "Starting iterative with newton 1.66974077511528"
[1] "Starting newton at: 1.83968791371487"
[1] "Newton iter: 1, lambda:1.91715639328041, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.91597235983916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.9159721969967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.9159721969967, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.9159721969967"
[1] "Starting iterative with newton 1.9159721969967"
[1] "Starting newton at: 2.06146670409277"
[1] "Newton iter: 1, lambda:2.04240415099594, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.04240751476707, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04240751476697, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04240751476697"
[1] "Starting iterative with newton 2.04240751476697"
[1] "Starting newton at: 2.19970073561704"
[1] "Newton iter: 1, lambda:2.11236663795455, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.11323536623895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.11323539805806, diff to last: 0"
[1] "Newton iter: 4, lambda:2.11323539805806, diff to last: 0"
[1] "Final threshold is: 0.0677083985218164"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.844198745180764"
[1] "Starting iterative with newton 0.844198745180764"
[1] "Starting newton at: 1.32781557116231"
[1] "Newton iter: 1, lambda:1.27346843289876, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.27031783006332, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.270306728362, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27030672822388, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.270306728362"
[1] "Starting iterative with newton 1.270306728362"
[1] "Starting newton at: 1.76873671978733"
[1] "Newton iter: 1, lambda:1.6858756866637, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.68399871241715, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68399740344115, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68399740344051, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68399740344115"
[1] "Starting iterative with newton 1.68399740344115"
[1] "Starting newton at: 1.98415592432345"
[1] "Newton iter: 1, lambda:1.94185106239696, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.94179788667113, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94179788646449, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94179788646449"
[1] "Starting iterative with newton 1.94179788646449"
[1] "Starting newton at: 2.09680333811997"
[1] "Newton iter: 1, lambda:2.08745035271017, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.08745537346744, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08745537346868, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.08745537346744"
[1] "Starting iterative with newton 2.08745537346744"
[1] "Starting newton at: 2.22763394065707"
[1] "Newton iter: 1, lambda:2.15639548455114, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.15717591344457, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15717597238785, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15717597238785, diff to last: 0"
[1] "Final threshold is: 0.0691162615174546"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66381884664027"
[1] "Newton iter: 1, lambda:1.5674654576048, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.56353352037284, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.56352513556456, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56352513552611, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56352513552611"
[1] "Starting iterative with newton 1.56352513552611"
[1] "Starting newton at: 2.08546822594845"
[1] "Newton iter: 1, lambda:2.14779437208879, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.14865101662167, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.14865122215691, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14865122215692, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14865122215691"
[1] "Starting iterative with newton 2.14865122215691"
[1] "Starting newton at: 2.47537027949949"
[1] "Newton iter: 1, lambda:2.43230495586008, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.43321436897311, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.43321475659717, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43321475659724, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.43321475659717"
[1] "Starting iterative with newton 2.43321475659717"
[1] "Starting newton at: 2.53716462580338"
[1] "Newton iter: 1, lambda:2.57456871835778, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.57529639596839, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57529667943813, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57529667943817, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57529667943817"
[1] "Starting iterative with newton 2.57529667943817"
[1] "Starting newton at: 2.65733798484964"
[1] "Newton iter: 1, lambda:2.6385237842557, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.63872436898435, diff to last: 0"
[1] "Newton iter: 3, lambda:2.63872439158651, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63872439158651, diff to last: 0"
[1] "Final threshold is: 0.084545148793458"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04913470928903635}, {'ad': 0.04443834191883727, 'da': 0.04217048618436548, 'dd': 0.06599155461637779}, {'ad': 0.0677083985218164, 'da': 0.06911626151745459, 'dd': 0.084545148793458}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463882362877326. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012078659490569646
0.012078659490569646
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 112.541414896727"
[1] "Starting iterative with newton 112.541414896727"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.1392425560005"
[1] "Starting iterative with newton 78.1392425560005"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.0539789085854"
[1] "Starting iterative with newton 72.0539789085854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.0571551354139"
[1] "Starting iterative with newton 41.0571551354139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.2733997723066"
[1] "Starting iterative with newton 29.2733997723066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.3871190737053"
[1] "Starting iterative with newton 14.3871190737053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2903561199643"
[1] "Starting iterative with newton 11.2903561199643"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.93775284713242"
[1] "Starting iterative with newton 8.93775284713242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.61823913986972"
[1] "Starting iterative with newton 4.61823913986972"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.1025294882945"
[1] "Starting iterative with newton 4.1025294882945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.67561529683947"
[1] "Starting iterative with newton 3.67561529683947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.42626545407733"
[1] "Starting iterative with newton 2.42626545407733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30502909961501"
[1] "Starting iterative with newton 2.30502909961501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23934304875178"
[1] "Starting iterative with newton 2.23934304875178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78916865510444"
[1] "Starting iterative with newton 1.78916865510444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463882362877326. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012078659490569646
0.012078659490569646
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126611051572723, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012662271300404, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126622713004139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.012662271300404"
[1] "Starting iterative with newton 0.012662271300404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00308021199765253, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0030802674695698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00308026746956982, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0030802674695698"
[1] "Starting iterative with newton 0.0030802674695698"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00303111256962025, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00303116587834773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00303116587834774, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00303116587834773"
[1] "Starting iterative with newton 0.00303116587834773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00303086227638695, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00303091557420864, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00303091557420865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00303091557420864"
[1] "Starting iterative with newton 0.00303091557420864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00303086100050668, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00303091429827277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00303091429827279, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.66093817539357e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669561050126, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679251028658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679251028717, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679251028658"
[1] "Starting iterative with newton 0.0124679251028658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000486418012311559, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000486418443174009, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000486418012311559"
[1] "Starting iterative with newton 0.000486418012311559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000471764026656793, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000471764422951457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000471764026656793"
[1] "Starting iterative with newton 0.000471764026656793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0004717463356842, diff to last: 0"
[1] "Newton iter: 2, lambda:0.00047174673193822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0004717463356842"
[1] "Starting iterative with newton 0.0004717463356842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000471746314327176, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000471746710581146, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.69806309668919e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0464266304652786, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464830783492397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464830784326087, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0464830783492397"
[1] "Starting iterative with newton 0.0464830783492397"
[1] "Starting newton at: 0.0201373432640256"
[1] "Newton iter: 1, lambda:0.0328418346157817, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0328451013543731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032845101354589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0328451013543731"
[1] "Starting iterative with newton 0.0328451013543731"
[1] "Starting newton at: 0.0337753202588921"
[1] "Newton iter: 1, lambda:0.0327073714299898, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0327073945274977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327073945274977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0327073945274977"
[1] "Starting iterative with newton 0.0327073945274977"
[1] "Starting newton at: 0.0339130270857676"
[1] "Newton iter: 1, lambda:0.0327059508129506, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0327059803207107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327059803207108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0327059803207107"
[1] "Starting iterative with newton 0.0327059803207107"
[1] "Starting newton at: 0.0339144412925545"
[1] "Newton iter: 1, lambda:0.0327059362171307, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.03270596579479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327059657947901, diff to last: 0"
[1] "Final threshold is: 0.000395044224145487"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0585062238362518, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0586397720322513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.058639772727661, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.058639772727661"
[1] "Starting iterative with newton 0.058639772727661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023775066047264, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237865543511081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237865543537903, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0237865543537903"
[1] "Starting iterative with newton 0.0237865543537903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0232713988706656, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232823057544645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232823057568602, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0232823057544645"
[1] "Starting iterative with newton 0.0232823057544645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0232640717715714, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232749703366299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232749703390216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0232749703390216"
[1] "Starting iterative with newton 0.0232749703390216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0232639651708374, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232748636148989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232748636172905, diff to last: 0"
[1] "Final threshold is: 0.0002811291523227"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120818028745985, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.121942355794877, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121942452700758, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121942452700759, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121942452700758"
[1] "Starting iterative with newton 0.121942452700758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0337221354082518, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0337617013836181, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0337617014380828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0337617013836181"
[1] "Starting iterative with newton 0.0337617013836181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311215659954938, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311541747345832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311541747703821, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0311541747703821"
[1] "Starting iterative with newton 0.0311541747703821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310451402875586, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310775562548994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310775562902405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0310775562548994"
[1] "Starting iterative with newton 0.0310775562548994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310428951403128, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310753054545547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310753054898825, diff to last: 0"
[1] "Final threshold is: 0.000375348033151008"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162075420516557, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.164975509685369, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164976433954265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164976433954359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164976433954359"
[1] "Starting iterative with newton 0.164976433954359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0609000053688662, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.061104172448431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0611041747423695, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.061104172448431"
[1] "Starting iterative with newton 0.061104172448431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568040319918369, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0569755559409641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0569755575045506, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0569755559409641"
[1] "Starting iterative with newton 0.0569755559409641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566403240002883, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568106172630402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568106188020755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0568106172630402"
[1] "Starting iterative with newton 0.0568106172630402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566337821885533, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568040263899908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568040279280517, diff to last: 0"
[1] "Final threshold is: 0.000686116511035745"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.363642406429943"
[1] "Newton iter: 1, lambda:0.225531056493183, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.228237954026672, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.228239011432616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228239011432777, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228239011432616"
[1] "Starting iterative with newton 0.228239011432616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0723411711042379, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0726835217288213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0726835293921995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0726835293921995"
[1] "Starting iterative with newton 0.0726835293921995"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0648018983498533, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0650634699413487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0650634742018558, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0650634742018558"
[1] "Starting iterative with newton 0.0650634742018558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644304623025917, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.064688389580293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646883937124645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.064688389580293"
[1] "Starting iterative with newton 0.064688389580293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644121739134656, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.064669922555445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646699266813806, diff to last: 0"
[1] "Final threshold is: 0.000781126023664501"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.423224849771533"
[1] "Newton iter: 1, lambda:0.276684475604727, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.280261406431725, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.280263587872179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28026358787299, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280263587872179"
[1] "Starting iterative with newton 0.280263587872179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913722057505229, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0920627670425845, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0920628064689177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920628064689178, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0920628064689177"
[1] "Starting iterative with newton 0.0920628064689177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0803455266678256, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0808445945201115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0808446137722246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0808446137722247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0808446137722246"
[1] "Starting iterative with newton 0.0808446137722246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796834590616593, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.080172292023675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801723104175794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801723104175794, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0801723104175794"
[1] "Starting iterative with newton 0.0801723104175794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796437641139026, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801319878003576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801320061438557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801320061438557, diff to last: 0"
[1] "Final threshold is: 0.000967887216507868"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.620525814273749"
[1] "Newton iter: 1, lambda:0.458097932212811, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.464978886359352, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.464991824285294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464991824330958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.464991824285294"
[1] "Starting iterative with newton 0.464991824285294"
[1] "Starting newton at: 0.314792800385364"
[1] "Newton iter: 1, lambda:0.185378026907685, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.187938149440068, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.187939158079784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187939158079941, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.187939158079784"
[1] "Starting iterative with newton 0.187939158079784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156702221376315, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160169412256932, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.160171107273464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160171107273869, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.160171107273869"
[1] "Starting iterative with newton 0.160171107273869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154012749314905, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157331283150688, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157332821881229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15733282188156, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.15733282188156"
[1] "Starting iterative with newton 0.15733282188156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153737066638477, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157040611791226, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157042135231275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157042135231599, diff to last: 0"
[1] "Final threshold is: 0.00189685847713448"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.673992996815018"
[1] "Newton iter: 1, lambda:0.525282081320836, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.531892210046245, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.531905915259684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531905915318493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.531905915259684"
[1] "Starting iterative with newton 0.531905915259684"
[1] "Starting newton at: 0.338782154583101"
[1] "Newton iter: 1, lambda:0.211719460883951, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.21448251654173, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.214483835120874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214483835121174, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214483835120874"
[1] "Starting iterative with newton 0.214483835120874"
[1] "Starting newton at: 0.320573972977072"
[1] "Newton iter: 1, lambda:0.175733424466356, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.179009431484568, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.179011119808637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179011119809086, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179011119809086"
[1] "Starting iterative with newton 0.179011119809086"
[1] "Starting newton at: 0.323767950026257"
[1] "Newton iter: 1, lambda:0.171379551829126, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.174965103387418, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174967103294105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174967103294727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174967103294105"
[1] "Starting iterative with newton 0.174967103294105"
[1] "Starting newton at: 0.325387291035446"
[1] "Newton iter: 1, lambda:0.170819126376665, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.174502893654833, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174505001910285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174505001910976, diff to last: 0"
[1] "Final threshold is: 0.00210778649747554"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.67561529683947"
[1] "Starting iterative with newton 3.67561529683947"
[1] "Starting newton at: 0.625924119909386"
[1] "Newton iter: 1, lambda:0.566421797331634, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.567622118839634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.567622616556277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567622616556362, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567622616556362"
[1] "Starting iterative with newton 0.567622616556362"
[1] "Starting newton at: 0.332066516672788"
[1] "Newton iter: 1, lambda:0.234451225793038, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.236272926655582, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.236273565903095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236273565903174, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.236273565903095"
[1] "Starting iterative with newton 0.236273565903095"
[1] "Starting newton at: 0.343653750713058"
[1] "Newton iter: 1, lambda:0.190354508156435, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.194411099983354, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.194413964828409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194413964829837, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.194413964829837"
[1] "Starting iterative with newton 0.194413964829837"
[1] "Starting newton at: 0.344901456718234"
[1] "Newton iter: 1, lambda:0.184674542256376, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.189045088516275, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189048367902377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189048367904223, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.189048367904223"
[1] "Starting iterative with newton 0.189048367904223"
[1] "Starting newton at: 0.346332670322366"
[1] "Newton iter: 1, lambda:0.183871199112614, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.188356039139189, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.188359486054638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188359486056673, diff to last: 0"
[1] "Final threshold is: 0.00227513009387267"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.42626545407733"
[1] "Starting iterative with newton 2.42626545407733"
[1] "Starting newton at: 0.595837215337276"
[1] "Newton iter: 1, lambda:0.637544797918831, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.638277852965162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.638278076622906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638278076622927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.638278076622927"
[1] "Starting iterative with newton 0.638278076622927"
[1] "Starting newton at: 0.266727127856817"
[1] "Newton iter: 1, lambda:0.348741939524961, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.350636112683587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.350637115888443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350637115888724, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.350637115888443"
[1] "Starting iterative with newton 0.350637115888443"
[1] "Starting newton at: 0.294689259881112"
[1] "Newton iter: 1, lambda:0.30055584368784, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.30056464969634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300564649716172, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.300564649716172"
[1] "Starting iterative with newton 0.300564649716172"
[1] "Starting newton at: 0.293397807654285"
[1] "Newton iter: 1, lambda:0.291693492671783, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.291694223398713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291694223398847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.291694223398713"
[1] "Starting iterative with newton 0.291694223398713"
[1] "Starting newton at: 0.297439757410529"
[1] "Newton iter: 1, lambda:0.290104395991774, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.290117887196035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290117887241696, diff to last: 0"
[1] "Final threshold is: 0.00350423517211592"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.30502909961501"
[1] "Starting iterative with newton 2.30502909961501"
[1] "Starting newton at: 0.573271511296566"
[1] "Newton iter: 1, lambda:0.637260503872815, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.638993627377961, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.638994875722217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638994875722865, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.638994875722217"
[1] "Starting iterative with newton 0.638994875722217"
[1] "Starting newton at: 0.287683643228776"
[1] "Newton iter: 1, lambda:0.369313230838334, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.371272348442066, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.3712734675767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371273467577065, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371273467577065"
[1] "Starting iterative with newton 0.371273467577065"
[1] "Starting newton at: 0.294726399677443"
[1] "Newton iter: 1, lambda:0.322963806998369, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.323179437300824, diff to last: 0"
[1] "Newton iter: 3, lambda:0.323179449844289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323179449844289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.323179449844289"
[1] "Starting iterative with newton 0.323179449844289"
[1] "Starting newton at: 0.28654980151228"
[1] "Newton iter: 1, lambda:0.314187183661896, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.314390665047974, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314390676053307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314390676053307, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.314390665047974"
[1] "Starting iterative with newton 0.314390665047974"
[1] "Starting newton at: 0.286558482338448"
[1] "Newton iter: 1, lambda:0.312599297817708, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.312779427240326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31277943584097, diff to last: 0"
[1] "Final threshold is: 0.00377795619729131"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23934304875178"
[1] "Starting iterative with newton 2.23934304875178"
[1] "Starting newton at: 0.573165685722743"
[1] "Newton iter: 1, lambda:0.649303913450319, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.65184339949797, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.651846164665871, diff to last: 0"
[1] "Newton iter: 4, lambda:0.651846164669147, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.651846164665871"
[1] "Starting iterative with newton 0.651846164665871"
[1] "Starting newton at: 0.286916032089151"
[1] "Newton iter: 1, lambda:0.382174807025024, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.384938597364379, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.38494090153328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384940901534881, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38494090153328"
[1] "Starting iterative with newton 0.38494090153328"
[1] "Starting newton at: 0.279698880820733"
[1] "Newton iter: 1, lambda:0.334956593513146, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.335812056392472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.335812260472787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335812260472798, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.335812260472787"
[1] "Starting iterative with newton 0.335812260472787"
[1] "Starting newton at: 0.2818955356357"
[1] "Newton iter: 1, lambda:0.326058678352268, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.326596283490294, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326596362869413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326596362869415, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326596362869413"
[1] "Starting iterative with newton 0.326596362869413"
[1] "Starting newton at: 0.280946775960491"
[1] "Newton iter: 1, lambda:0.324343642608133, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.324861207750494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32486128111004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324861281110042, diff to last: 0"
[1] "Final threshold is: 0.0039238887961984"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.78916865510444"
[1] "Starting iterative with newton 1.78916865510444"
[1] "Starting newton at: 0.834451115821318"
[1] "Newton iter: 1, lambda:0.707772238569715, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.715347425266396, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.715375970723567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.715375971127857, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.715375970723567"
[1] "Starting iterative with newton 0.715375970723567"
[1] "Starting newton at: 0.539470559089074"
[1] "Newton iter: 1, lambda:0.481729193688832, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.482973207272826, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.482973791447701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.482973791447829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.482973791447829"
[1] "Starting iterative with newton 0.482973791447829"
[1] "Starting newton at: 0.536641177716449"
[1] "Newton iter: 1, lambda:0.426481975858337, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.430665708226733, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.430671864252416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430671864265737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.430671864252416"
[1] "Starting iterative with newton 0.430671864252416"
[1] "Starting newton at: 0.539352197078754"
[1] "Newton iter: 1, lambda:0.413377804411991, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.418746416968258, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.418756387134815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418756387169176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418756387169176"
[1] "Starting iterative with newton 0.418756387169176"
[1] "Starting newton at: 0.537835444096743"
[1] "Newton iter: 1, lambda:0.410564514222333, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.416023065325333, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.416033332865765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416033332902066, diff to last: 0"
[1] "Final threshold is: 0.00502512496441239"
threshold is:
[{'ad': 3.6609381753935695e-05, 'da': 5.698063096689191e-06, 'dd': 0.0003950442241454869}, {'ad': 0.0002811291523226997, 'da': 0.00037534803315100837, 'dd': 0.0006861165110357451}, {'ad': 0.0007811260236645007, 'da': 0.0009678872165078676, 'dd': 0.0018968584771344773}, {'ad': 0.0021077864974755433, 'da': 0.0022751300938726685, 'dd': 0.0035042351721159214}, {'ad': 0.0037779561972913055, 'da': 0.003923888796198401, 'dd': 0.00502512496441239}]
Number of points in noise estimation: 128
Estimated noise: 0.03204015917206219
0.03204015917206219
threshold is:
[{'ad': 0.02035056078431907, 'da': 0.030915715764368412, 'dd': 0.0025997329949535297}, {'ad': 0.00285308120602501, 'da': 0.00567477311007436, 'dd': 0.0035271197081604977}, {'ad': 0.004164405478503275, 'da': 0.006409318481453067, 'dd': 0.012200715610820645}, {'ad': 0.013993461639679405, 'da': 0.01745243369909156, 'dd': 0.025532023025063626}, {'ad': 0.025865877991694042, 'da': 0.026087110816263234, 'dd': 0.0340296047319103}]
['peppers256', 0.075, 2, 0.0015312826929679798, 0.0008374104730716119, 0.0008709938229907565, 0.0023531434020319696, 0.000738993407122402, 0.0011564316195021675, 0.0013667968623229888, 0.0015312826929679809, 28.149446259818273, 30.770616119081666, 30.599849249585155, 26.28351605839921, 31.313594361155026, 29.36880042228312, 28.64296026857015, 28.14944625981827]
peppers256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.031676707083684655
0.031676707083684655
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255740178464706, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255843342569556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255843342586346, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0255843342569556"
[1] "Starting iterative with newton 0.0255843342569556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00170910533052892, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00170912067465106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00170912067465106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00170912067465106"
[1] "Starting iterative with newton 0.00170912067465106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00161884075907935, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00161885402015504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00161885402015504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00161885402015504"
[1] "Starting iterative with newton 0.00161885402015504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00161850700778846, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00161852026150688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00161852026150688, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00161852026150688"
[1] "Starting iterative with newton 0.00161852026150688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00161850577385564, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00161851902754687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00161851902754687, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.12693531449723e-05"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263667090298172, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263787279904289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263787279929265, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0263787279929265"
[1] "Starting iterative with newton 0.0263787279929265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150122651323842, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150149936525548, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150149936526449, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0150149936525548"
[1] "Starting iterative with newton 0.0150149936525548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149218529238657, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149245402088167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149245402089039, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0149245402088167"
[1] "Starting iterative with newton 0.0149245402088167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014921130279347, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149238172367884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149238172368756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0149238172367884"
[1] "Starting iterative with newton 0.0149238172367884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149211245032396, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149238114580634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149238114581505, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.00047273720412921"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802197739779521, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805433455565688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805433508143334, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0805433508143334"
[1] "Starting iterative with newton 0.0805433508143334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436608556324288, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437196570955005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437196572021213, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0437196572021213"
[1] "Starting iterative with newton 0.0437196572021213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430375249081453, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430942327605482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430942328589726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0430942327605482"
[1] "Starting iterative with newton 0.0430942327605482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430266421698448, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430833143875463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430833144858349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0430833143875463"
[1] "Starting iterative with newton 0.0430833143875463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430264520971767, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430831236927648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430831237910511, diff to last: 0"
[1] "Final threshold is: 0.00136473149257925"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.27182319754228"
[1] "Newton iter: 1, lambda:0.161830090949172, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.162997055662807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162997188424535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162997188424537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162997188424535"
[1] "Starting iterative with newton 0.162997188424535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0578902898349479, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0580780247528947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.058078026726748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0580780247528947"
[1] "Starting iterative with newton 0.0580780247528947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0531747781537296, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0533276171458403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0533276184083268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0533276171458403"
[1] "Starting iterative with newton 0.0533276171458403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0529613456868593, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531127047236341, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531127059597081, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0531127047236341"
[1] "Starting iterative with newton 0.0531127047236341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0529516905235494, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531029828111769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531029840460667, diff to last: 0"
[1] "Final threshold is: 0.00168212767089684"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.237403733407525"
[1] "Newton iter: 1, lambda:0.243406123741067, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.243411188699942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243411188703546, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.243411188699942"
[1] "Starting iterative with newton 0.243411188699942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.097954046006363, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987394625538875, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987395130169535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987395130169537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0987395130169535"
[1] "Starting iterative with newton 0.0987395130169535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0903836936477964, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910210062705519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910210379440532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910210379440533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0910210379440532"
[1] "Starting iterative with newton 0.0910210379440532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0899681292775341, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0905979973032031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0905980281630811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905980281630812, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0905980281630811"
[1] "Starting iterative with newton 0.0905980281630811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0899453139351043, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0905747752305505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0905748060463284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905748060463285, diff to last: 0"
[1] "Final threshold is: 0.00286911160029109"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.319161701126288"
[1] "Newton iter: 1, lambda:0.383506975480271, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.384433206927779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.384433396505418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384433396505426, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.384433396505418"
[1] "Starting iterative with newton 0.384433396505418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158676532790364, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.162102008389112, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.162103600761661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162103600762005, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162103600761661"
[1] "Starting iterative with newton 0.162103600761661"
[1] "Starting newton at: 0.152505531594302"
[1] "Newton iter: 1, lambda:0.142768963302558, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.142780918054117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.142780918072143, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142780918054117"
[1] "Starting iterative with newton 0.142780918054117"
[1] "Starting newton at: 0.171482098133085"
[1] "Newton iter: 1, lambda:0.140966074115888, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.141082666797005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141082668500226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.141082668500226"
[1] "Starting iterative with newton 0.141082668500226"
[1] "Starting newton at: 0.173180347686975"
[1] "Newton iter: 1, lambda:0.140801939522799, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.140933114518421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140933116673064, diff to last: 0"
[1] "Final threshold is: 0.00446429698699141"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.359743079938703"
[1] "Newton iter: 1, lambda:0.480618174618977, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.484890462015928, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.484895666976443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48489566698416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.484895666976443"
[1] "Starting iterative with newton 0.484895666976443"
[1] "Starting newton at: 0.276853248758174"
[1] "Newton iter: 1, lambda:0.226873239391304, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.227315775672271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.227315810500938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227315810500938, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227315810500938"
[1] "Starting iterative with newton 0.227315810500938"
[1] "Starting newton at: 0.26702300200521"
[1] "Newton iter: 1, lambda:0.197355983939175, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.198160730944938, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198160838776903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198160838776905, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198160838776903"
[1] "Starting iterative with newton 0.198160838776903"
[1] "Starting newton at: 0.274293474368775"
[1] "Newton iter: 1, lambda:0.193682684975573, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.194750975381932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194751163904918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194751163904924, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.194751163904918"
[1] "Starting iterative with newton 0.194751163904918"
[1] "Starting newton at: 0.27770314924076"
[1] "Newton iter: 1, lambda:0.193177703033095, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.194350878530874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194351105678009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194351105678018, diff to last: 0"
[1] "Final threshold is: 0.00615640304595254"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.38909120120684"
[1] "Starting iterative with newton 3.38909120120684"
[1] "Starting newton at: 0.512397294010641"
[1] "Newton iter: 1, lambda:0.546358845514078, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.546727225929829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546727268849321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546727268849321, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.546727268849321"
[1] "Starting iterative with newton 0.546727268849321"
[1] "Starting newton at: 0.222353667406966"
[1] "Newton iter: 1, lambda:0.27893867525609, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.27961144188277, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279611536527838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27961153652784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.279611536527838"
[1] "Starting iterative with newton 0.279611536527838"
[1] "Starting newton at: 0.207205027527905"
[1] "Newton iter: 1, lambda:0.245745808415123, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.246039186678591, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246039203632787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246039203632787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246039203632787"
[1] "Starting iterative with newton 0.246039203632787"
[1] "Starting newton at: 0.223671283328294"
[1] "Newton iter: 1, lambda:0.241546942915172, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.241609468071585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241609468835579, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.241609468071585"
[1] "Starting iterative with newton 0.241609468071585"
[1] "Starting newton at: 0.228101018889496"
[1] "Newton iter: 1, lambda:0.240988908440689, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.241021363794471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241021364000105, diff to last: 0"
[1] "Final threshold is: 0.00763476314182764"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.80106731766738"
[1] "Starting iterative with newton 1.80106731766738"
[1] "Starting newton at: 0.674637548213839"
[1] "Newton iter: 1, lambda:0.631667128158842, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.63239219289903, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.632392402383226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.632392402383244, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632392402383244"
[1] "Starting iterative with newton 0.632392402383244"
[1] "Starting newton at: 0.358612740911815"
[1] "Newton iter: 1, lambda:0.453615568754138, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.456650744758305, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.45665379461458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456653794617658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.45665379461458"
[1] "Starting iterative with newton 0.45665379461458"
[1] "Starting newton at: 0.352484200445219"
[1] "Newton iter: 1, lambda:0.422219143859414, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.423790714601209, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.42379150434391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42379150434411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42379150434391"
[1] "Starting iterative with newton 0.42379150434391"
[1] "Starting newton at: 0.362815242894929"
[1] "Newton iter: 1, lambda:0.416453024514422, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.417374266387208, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.41737453591186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417374535911883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.41737453591186"
[1] "Starting iterative with newton 0.41737453591186"
[1] "Starting newton at: 0.367423313851774"
[1] "Newton iter: 1, lambda:0.415376594792957, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.416111317618248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.416111488820639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416111488820648, diff to last: 0"
[1] "Final threshold is: 0.0131810417455273"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58273964803157"
[1] "Starting iterative with newton 1.58273964803157"
[1] "Starting newton at: 0.690639604958016"
[1] "Newton iter: 1, lambda:0.687354793078076, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.687359642931545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.68735964294213, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68735964294213"
[1] "Starting iterative with newton 0.68735964294213"
[1] "Starting newton at: 0.413841713083558"
[1] "Newton iter: 1, lambda:0.511780809268935, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.515524531347017, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.515529904987194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515529904998256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.515529904987194"
[1] "Starting iterative with newton 0.515529904987194"
[1] "Starting newton at: 0.426970242080249"
[1] "Newton iter: 1, lambda:0.476981494197863, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.477910355168461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.477910672772625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477910672772663, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.477910672772625"
[1] "Starting iterative with newton 0.477910672772625"
[1] "Starting newton at: 0.421499264608377"
[1] "Newton iter: 1, lambda:0.468639465623231, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.469456552614518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469456796118827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469456796118849, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.469456796118849"
[1] "Starting iterative with newton 0.469456796118849"
[1] "Starting newton at: 0.425891465075476"
[1] "Newton iter: 1, lambda:0.466928341250432, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.467545606822425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.467545745494157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.467545745494164, diff to last: 0"
[1] "Final threshold is: 0.0148103096282414"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38245646957164"
[1] "Starting iterative with newton 1.38245646957164"
[1] "Starting newton at: 0.603145698244603"
[1] "Newton iter: 1, lambda:0.723121974760662, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.730426945431205, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.730453050089785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730453050422237, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.730453050089785"
[1] "Starting iterative with newton 0.730453050089785"
[1] "Starting newton at: 0.619581925278744"
[1] "Newton iter: 1, lambda:0.589013031651186, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.589414084436147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589414154080257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589414154080259, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.589414154080257"
[1] "Starting iterative with newton 0.589414154080257"
[1] "Starting newton at: 0.623684876159387"
[1] "Newton iter: 1, lambda:0.552830213371522, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.554898016405659, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.554899813003263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554899813004619, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.554899813003263"
[1] "Starting iterative with newton 0.554899813003263"
[1] "Starting newton at: 0.615158347341279"
[1] "Newton iter: 1, lambda:0.54415933033959, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.546220292411655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.546222063277969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546222063279275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.546222063279275"
[1] "Starting iterative with newton 0.546222063279275"
[1] "Starting newton at: 0.614637093066847"
[1] "Newton iter: 1, lambda:0.541864039713494, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.544024132970163, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.544026074482547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.544026074484114, diff to last: 0"
[1] "Final threshold is: 0.0172329546072704"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.938540617075224"
[1] "Starting iterative with newton 0.938540617075224"
[1] "Starting newton at: 1.01814040992461"
[1] "Newton iter: 1, lambda:0.918020849574316, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.924580280489808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.924610136197062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.924610136813588, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.924610136197062"
[1] "Starting iterative with newton 0.924610136197062"
[1] "Starting newton at: 1.01479582433784"
[1] "Newton iter: 1, lambda:0.912683948079141, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.919476198471263, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.919508094927341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919508095628414, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.919508094927341"
[1] "Starting iterative with newton 0.919508094927341"
[1] "Starting newton at: 1.01786603751697"
[1] "Newton iter: 1, lambda:0.910062054415847, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.917597520725183, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.917636739348554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917636740407003, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.917636739348554"
[1] "Starting iterative with newton 0.917636739348554"
[1] "Starting newton at: 1.01797320012298"
[1] "Newton iter: 1, lambda:0.909253093071945, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.916909514939383, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.916949984545418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916949985671902, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.916949985671902"
[1] "Starting iterative with newton 0.916949985671902"
[1] "Starting newton at: 1.01806357725366"
[1] "Newton iter: 1, lambda:0.908947732749502, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.916656885709173, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.916697908083194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916697909240447, diff to last: 0"
[1] "Final threshold is: 0.0290379711552358"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.887537208118031"
[1] "Starting iterative with newton 0.887537208118031"
[1] "Starting newton at: 0.988080787378223"
[1] "Newton iter: 1, lambda:0.933821413933703, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.935813122571946, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.935815889176378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93581588918171, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.935815889176378"
[1] "Starting iterative with newton 0.935815889176378"
[1] "Starting newton at: 0.987593837099133"
[1] "Newton iter: 1, lambda:0.952672009390685, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.953515749621799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.953516251836757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.953516251836935, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.953516251836757"
[1] "Starting iterative with newton 0.953516251836757"
[1] "Starting newton at: 0.996013788449153"
[1] "Newton iter: 1, lambda:0.959012477829623, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.959962520475335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.959963160018463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959963160018753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.959963160018753"
[1] "Starting iterative with newton 0.959963160018753"
[1] "Starting newton at: 0.996949517496569"
[1] "Newton iter: 1, lambda:0.961427472589085, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.962305133691933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.962305680335299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.962305680335511, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.962305680335511"
[1] "Starting iterative with newton 0.962305680335511"
[1] "Starting newton at: 0.996800327599864"
[1] "Newton iter: 1, lambda:0.962328132207733, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.963155630953729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.963156117160805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963156117160972, diff to last: 0"
[1] "Final threshold is: 0.0305096141991619"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.842797967731923"
[1] "Starting iterative with newton 0.842797967731923"
[1] "Starting newton at: 0.960089830809338"
[1] "Newton iter: 1, lambda:0.973628539105142, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.973766041151519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.973766055235123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973766055235123, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.973766055235123"
[1] "Starting iterative with newton 0.973766055235123"
[1] "Starting newton at: 0.965297269971175"
[1] "Newton iter: 1, lambda:1.02467584772518, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.02748890887316, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.027495036248, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02749503627702, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02749503627702"
[1] "Starting iterative with newton 1.02749503627702"
[1] "Starting newton at: 0.959584148810265"
[1] "Newton iter: 1, lambda:1.04349527453825, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.04926891765853, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.04929515802411, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04929515856429, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04929515802411"
[1] "Starting iterative with newton 1.04929515802411"
[1] "Starting newton at: 0.958046880696386"
[1] "Newton iter: 1, lambda:1.05091403892999, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.0580603865571, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.05810085860366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05810085989626, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05810085860366"
[1] "Starting iterative with newton 1.05810085860366"
[1] "Starting newton at: 0.960349801018437"
[1] "Newton iter: 1, lambda:1.05427585928164, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.06160857729042, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.06165129381191, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06165129525525, diff to last: 0"
[1] "Final threshold is: 0.0336296170590948"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.01451186452382"
[1] "Newton iter: 1, lambda:1.14086792377268, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.15712689504783, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.15738115301794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15738121453267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15738121453267, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15738121453267"
[1] "Starting iterative with newton 1.15738121453267"
[1] "Starting newton at: 1.32269855742003"
[1] "Newton iter: 1, lambda:1.43795903546078, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.45460924558102, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.45493255053886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45493267065492, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45493267065494, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45493267065494"
[1] "Starting iterative with newton 1.45493267065494"
[1] "Starting newton at: 1.82198924812512"
[1] "Newton iter: 1, lambda:1.58980677888116, diff to last: 0.232"
[1] "Newton iter: 2, lambda:1.64088432547516, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.64439921954368, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.64441509648011, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64441509680285, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.64441509648011"
[1] "Starting iterative with newton 1.64441509648011"
[1] "Starting newton at: 1.77340350469953"
[1] "Newton iter: 1, lambda:1.76851840446809, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.76855087407531, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76855087551814, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76855087407531"
[1] "Starting iterative with newton 1.76855087407531"
[1] "Starting newton at: 1.73720746286196"
[1] "Newton iter: 1, lambda:1.83583287616365, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.85125156606076, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.85159755531296, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85159772635809, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85159772635813, diff to last: 0"
[1] "Final threshold is: 0.0586525188146629"
threshold is:
[{'ad': 5.126935314497228e-05, 'da': 0.00047273720412921, 'dd': 0.0013647314925792498}, {'ad': 0.0016821276708968358, 'da': 0.0028691116002910943, 'dd': 0.004464296986991411}, {'ad': 0.006156403045952538, 'da': 0.00763476314182764, 'dd': 0.01318104174552729}, {'ad': 0.01481030962824137, 'da': 0.01723295460727044, 'dd': 0.029037971155235792}, {'ad': 0.03050961419916187, 'da': 0.033629617059094834, 'dd': 0.05865251881466288}]
Number of points in noise estimation: 128
Estimated noise: 0.031676707083684655
0.031676707083684655
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.9954734388526"
[1] "Starting iterative with newton 41.9954734388526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.0713597510271"
[1] "Starting iterative with newton 30.0713597510271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.9657493700229"
[1] "Starting iterative with newton 26.9657493700229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.3725236593439"
[1] "Starting iterative with newton 15.3725236593439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.3154215304571"
[1] "Starting iterative with newton 12.3154215304571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.969261263354"
[1] "Starting iterative with newton 5.969261263354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.23525946568968"
[1] "Starting iterative with newton 4.23525946568968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.38909120120684"
[1] "Starting iterative with newton 3.38909120120684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80106731766738"
[1] "Starting iterative with newton 1.80106731766738"
[1] "Starting newton at: 2.1170110767594"
[1] "Newton iter: 1, lambda:1.69392486477963, diff to last: 0.423"
[1] "Newton iter: 2, lambda:1.66606892665818, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.66564279589148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66564269168506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66564269168506, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66564269168506"
[1] "Starting iterative with newton 1.66564269168506"
[1] "Starting newton at: 2.00353883857435"
[1] "Newton iter: 1, lambda:1.62797809814599, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.59268416156126, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.59189750751427, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.59189709711, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59189709710989, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59189709710989"
[1] "Starting iterative with newton 1.59189709710989"
[1] "Starting newton at: 1.97579037265124"
[1] "Newton iter: 1, lambda:1.59762728403119, diff to last: 0.378"
[1] "Newton iter: 2, lambda:1.55799463740211, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.55693637267733, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5569355782293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55693557822885, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55693557822885"
[1] "Starting iterative with newton 1.55693557822885"
[1] "Starting newton at: 1.9468499588148"
[1] "Newton iter: 1, lambda:1.57704533672654, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.53509432649109, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.53385574829821, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53385461087421, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53385461087325, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53385461087325"
[1] "Starting iterative with newton 1.53385461087325"
[1] "Starting newton at: 1.91837395397753"
[1] "Newton iter: 1, lambda:1.55602762491357, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.51174310769841, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.51030055386784, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.51029894070459, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51029894070257, diff to last: 0"
[1] "Final threshold is: 0.0478412971534345"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58273964803157"
[1] "Starting iterative with newton 1.58273964803157"
[1] "Starting newton at: 1.88269326186954"
[1] "Newton iter: 1, lambda:1.53919765299719, diff to last: 0.343"
[1] "Newton iter: 2, lambda:1.49841938882708, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.49717635868935, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49717514507833, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49717514507717, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49717514507833"
[1] "Starting iterative with newton 1.49717514507833"
[1] "Starting newton at: 1.80544445101976"
[1] "Newton iter: 1, lambda:1.48092334395586, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.43426558383277, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.43242606065277, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43242305803855, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43242305803054, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43242305803054"
[1] "Starting iterative with newton 1.43242305803054"
[1] "Starting newton at: 1.7505386309114"
[1] "Newton iter: 1, lambda:1.43997975665711, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.38986436177309, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.38755516832676, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3875500296481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38755002962261, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38755002962261"
[1] "Starting iterative with newton 1.38755002962261"
[1] "Starting newton at: 1.70789994157345"
[1] "Newton iter: 1, lambda:1.40292206470802, diff to last: 0.305"
[1] "Newton iter: 2, lambda:1.34851290605072, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.34557376443516, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34556478446239, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34556478437841, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34556478437841"
[1] "Starting iterative with newton 1.34556478437841"
[1] "Starting newton at: 1.66599858522595"
[1] "Newton iter: 1, lambda:1.37160989403893, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.31512851740601, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.31175591881375, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31174336074929, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31174336057485, diff to last: 0"
[1] "Final threshold is: 0.0415517102018977"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38245646957164"
[1] "Starting iterative with newton 1.38245646957164"
[1] "Starting newton at: 1.60255945239987"
[1] "Newton iter: 1, lambda:1.43105270381469, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.41083387435881, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41047072252316, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41047060308787, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41047060308786, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41047060308786"
[1] "Starting iterative with newton 1.41047060308786"
[1] "Starting newton at: 1.64677119981302"
[1] "Newton iter: 1, lambda:1.47057306798967, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.45143502373835, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.45113458637981, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45113451079949, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45113451079948, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45113451079949"
[1] "Starting iterative with newton 1.45113451079949"
[1] "Starting newton at: 1.67436454332596"
[1] "Newton iter: 1, lambda:1.4958024403617, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.47749440335657, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.4772333855397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47723333134958, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47723333134958, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47723333134958"
[1] "Starting iterative with newton 1.47723333134958"
[1] "Starting newton at: 1.70465296924243"
[1] "Newton iter: 1, lambda:1.52181404604525, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.50408496266098, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.50385308704759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50385304650137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50385304650137, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50385304650137"
[1] "Starting iterative with newton 1.50385304650137"
[1] "Starting newton at: 1.72327757880249"
[1] "Newton iter: 1, lambda:1.53951019171712, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.52249319272598, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.52228743961591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52228740886304, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52228740886304, diff to last: 0"
[1] "Final threshold is: 0.0482210523477357"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.938540617075224"
[1] "Starting iterative with newton 0.938540617075224"
[1] "Starting newton at: 1.26828163533971"
[1] "Newton iter: 1, lambda:1.22166892594566, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.21904203781438, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21903343977878, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21903343968656, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21903343968656"
[1] "Starting iterative with newton 1.21903343968656"
[1] "Starting newton at: 1.57781384358697"
[1] "Newton iter: 1, lambda:1.5367305594794, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.53574654815951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53574593889382, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53574593889358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53574593889382"
[1] "Starting iterative with newton 1.53574593889382"
[1] "Starting newton at: 1.70014518999432"
[1] "Newton iter: 1, lambda:1.75223740590775, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.75119450420543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75119414717301, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75119414717297, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75119414717297"
[1] "Starting iterative with newton 1.75119414717297"
[1] "Starting newton at: 1.91423662261103"
[1] "Newton iter: 1, lambda:1.88057485396524, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.88039933760788, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88039933176784, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88039933176784"
[1] "Starting iterative with newton 1.88039933176784"
[1] "Starting newton at: 2.02172694792565"
[1] "Newton iter: 1, lambda:1.94897544746178, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.9486789272772, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94867891616022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94867891616022, diff to last: 0"
[1] "Final threshold is: 0.0617277315795088"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887537208118031"
[1] "Starting iterative with newton 0.887537208118031"
[1] "Starting newton at: 1.20249558423064"
[1] "Newton iter: 1, lambda:1.27357698523695, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.26773064688788, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.2676919222653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26769192056022, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2676919222653"
[1] "Starting iterative with newton 1.2676919222653"
[1] "Starting newton at: 1.59432651730685"
[1] "Newton iter: 1, lambda:1.64020149448071, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.63913232630692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.63913180298851, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63913180298838, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63913180298838"
[1] "Starting iterative with newton 1.63913180298838"
[1] "Starting newton at: 1.81274679704019"
[1] "Newton iter: 1, lambda:1.88012682763496, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.87906519798778, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.87906501506627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87906501506626, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87906501506626"
[1] "Starting iterative with newton 1.87906501506626"
[1] "Starting newton at: 2.04003294853205"
[1] "Newton iter: 1, lambda:2.0033529381266, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.00333325925188, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00333325923268, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00333325923268"
[1] "Starting iterative with newton 2.00333325923268"
[1] "Starting newton at: 2.16970633718402"
[1] "Newton iter: 1, lambda:2.06660255603082, diff to last: 0.103"
[1] "Newton iter: 2, lambda:2.06754139024757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.0675413898399, diff to last: 0"
[1] "Final threshold is: 0.0654929030022663"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.842797967731923"
[1] "Starting iterative with newton 0.842797967731923"
[1] "Starting newton at: 1.33844949731573"
[1] "Newton iter: 1, lambda:1.26892839727167, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.2637669235376, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.26373663037589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2637366293291, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26373663037589"
[1] "Starting iterative with newton 1.26373663037589"
[1] "Starting newton at: 1.59484299119214"
[1] "Newton iter: 1, lambda:1.67254989015299, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66963169497232, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.66962831075645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66962831075186, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66962831075186"
[1] "Starting iterative with newton 1.66962831075186"
[1] "Starting newton at: 1.97460446769222"
[1] "Newton iter: 1, lambda:1.91217976641659, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.91200065217384, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91200064861725, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91200065217384"
[1] "Starting iterative with newton 1.91200065217384"
[1] "Starting newton at: 2.04897296686272"
[1] "Newton iter: 1, lambda:2.04519020224137, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.04519034390635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04519034390635, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04519034390635"
[1] "Starting iterative with newton 2.04519034390635"
[1] "Starting newton at: 2.17469848892399"
[1] "Newton iter: 1, lambda:2.1184891325898, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.11883122233946, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11883122943174, diff to last: 0"
[1] "Final threshold is: 0.0671175962144727"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43480560752975"
[1] "Newton iter: 1, lambda:1.54827021973193, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.53936303028207, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.53931697129964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53931697004625, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53931697004625"
[1] "Starting iterative with newton 1.53931697004625"
[1] "Starting newton at: 2.06922644307229"
[1] "Newton iter: 1, lambda:2.10489177963395, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.10514138138844, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10514139580652, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10514139580652, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10514139580652"
[1] "Starting iterative with newton 2.10514139580652"
[1] "Starting newton at: 2.43332566719284"
[1] "Newton iter: 1, lambda:2.37911212279409, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.38046291969539, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.38046370188293, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38046370188319, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38046370188319"
[1] "Starting iterative with newton 2.38046370188319"
[1] "Starting newton at: 2.47628041418218"
[1] "Newton iter: 1, lambda:2.52164527064203, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.5226346588138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52263515125787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52263515125799, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52263515125799"
[1] "Starting iterative with newton 2.52263515125799"
[1] "Starting newton at: 2.60962160368697"
[1] "Newton iter: 1, lambda:2.59622307081993, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.59632028077302, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59632028584836, diff to last: 0"
[1] "Final threshold is: 0.0822428771902468"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04784129715343447}, {'ad': 0.04155171020189771, 'da': 0.04822105234773573, 'dd': 0.06172773157950878}, {'ad': 0.06549290300226633, 'da': 0.06711759621447275, 'dd': 0.08224287719024682}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466253671224729. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011971955349953446
0.011971955349953446
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 111.116210516803"
[1] "Starting iterative with newton 111.116210516803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 79.56608812821"
[1] "Starting iterative with newton 79.56608812821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 71.3489249765362"
[1] "Starting iterative with newton 71.3489249765362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 40.6743021386178"
[1] "Starting iterative with newton 40.6743021386178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5854874186372"
[1] "Starting iterative with newton 32.5854874186372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7941234341461"
[1] "Starting iterative with newton 15.7941234341461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2061120841531"
[1] "Starting iterative with newton 11.2061120841531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.96722766853114"
[1] "Starting iterative with newton 8.96722766853114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.7654606279474"
[1] "Starting iterative with newton 4.7654606279474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18778543311434"
[1] "Starting iterative with newton 4.18778543311434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.65785432391676"
[1] "Starting iterative with newton 3.65785432391676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.48329327534187"
[1] "Starting iterative with newton 2.48329327534187"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.34834288515246"
[1] "Starting iterative with newton 2.34834288515246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.2299669163628"
[1] "Starting iterative with newton 2.2299669163628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7846386511951"
[1] "Starting iterative with newton 1.7846386511951"
[1] "Starting newton at: 2.06679885534418"
[1] "Newton iter: 1, lambda:1.56492815885889, diff to last: 0.502"
[1] "Newton iter: 2, lambda:1.50051384276506, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.49723184880498, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49722274489049, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49722274482024, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49722274482024"
[1] "Starting iterative with newton 1.49722274482024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466253671224729. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011971955349953446
0.011971955349953446
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000209970341356218, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000209970384797561, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.000209970384797561"
[1] "Starting iterative with newton 0.000209970384797561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.26317669354278e-10, diff to last: 0"
[1] "Newton iter: 2, lambda:8.26317669354278e-10, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.25320455799477e-10, diff to last: 0"
[1] "Newton iter: 2, lambda:8.25320455799476e-10, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154153170355876, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154181598354563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154181598355529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0154181598355529"
[1] "Starting iterative with newton 0.0154181598355529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0097517478613527, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975243981550741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0097524398155109, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00975243981550741"
[1] "Starting iterative with newton 0.00975243981550741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00971293231722816, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00971361968875479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00971361968875823, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00971361968875479"
[1] "Starting iterative with newton 0.00971361968875479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00971266582140938, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00971335316144861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00971335316145205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00971335316145205"
[1] "Starting iterative with newton 0.00971335316145205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00971266399170403, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00971335133152708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00971335133153052, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000116287808439494"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046163280534203, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0462221610979358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0462221611936624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0462221610979358"
[1] "Starting iterative with newton 0.0462221610979358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311832479013177, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312040139007621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031204013909967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0312040139007621"
[1] "Starting iterative with newton 0.0312040139007621"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0309002201080211, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0309206901660501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0309206901750294, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0309206901660501"
[1] "Starting iterative with newton 0.0309206901660501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308948390145584, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.03091530342966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.030915303438635, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.030915303438635"
[1] "Starting iterative with newton 0.030915303438635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308947366911072, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0309152009989007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0309152010078756, diff to last: 0"
[1] "Final threshold is: 0.000370115405993676"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725402635994772, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0727829185824873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0727829212948457, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0727829212948457"
[1] "Starting iterative with newton 0.0727829212948457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150018354699881, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150061734773947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150061734777575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0150061734773947"
[1] "Starting iterative with newton 0.0150061734773947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141134862837478, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141171821528381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141171821530915, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141171821528381"
[1] "Starting iterative with newton 0.0141171821528381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141000459032534, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141037325255674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141037325258194, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141037325255674"
[1] "Starting iterative with newton 0.0141037325255674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140998426163665, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141035290989287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141035290991807, diff to last: 0"
[1] "Final threshold is: 0.000168846820649143"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.140332193868631"
[1] "Newton iter: 1, lambda:0.107154276921052, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.107227094554996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107227094906191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107227094554996"
[1] "Starting iterative with newton 0.107227094554996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446038150585461, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446841619363847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446841621969859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0446841621969859"
[1] "Starting iterative with newton 0.0446841621969859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425354806500503, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426076472960208, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426076475036791, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0426076472960208"
[1] "Starting iterative with newton 0.0426076472960208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0424663882447691, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.042538289158608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425382893646501, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.042538289158608"
[1] "Starting iterative with newton 0.042538289158608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.042464080065381, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0425359721103005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425359723162887, diff to last: 0"
[1] "Final threshold is: 0.000509238758871382"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170915362896627, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.174194917200148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1741961150384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17419611503856, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.17419611503856"
[1] "Starting iterative with newton 0.17419611503856"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0677418547713712, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.067992708960768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0679927123978106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.067992708960768"
[1] "Starting iterative with newton 0.067992708960768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633427301830691, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0635582898838021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0635582923783822, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0635582898838021"
[1] "Starting iterative with newton 0.0635582898838021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0631543648516174, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0633684846744067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0633684871339499, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0633684846744067"
[1] "Starting iterative with newton 0.0633684846744067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0631462950063707, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0633603532672173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0633603557252684, diff to last: 0"
[1] "Final threshold is: 0.000758547349700081"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.358923189136829"
[1] "Newton iter: 1, lambda:0.244891486449318, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.246775420510517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.24677594312889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24677594312893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24677594312889"
[1] "Starting iterative with newton 0.24677594312889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0865026105504701, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0870726296802582, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870726544147053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870726544147053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870726544147053"
[1] "Starting iterative with newton 0.0870726544147053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0780435502780204, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0784841142912704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0784841283248782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0784841283248782, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0784841283248782"
[1] "Starting iterative with newton 0.0784841283248782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0775835540055009, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780176814191428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0780176950064864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0780176950064864, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0780176950064864"
[1] "Starting iterative with newton 0.0780176950064864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0775585568737398, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0779923362473055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0779923498107453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0779923498107453, diff to last: 0"
[1] "Final threshold is: 0.000933720929572193"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.184217968575868"
[1] "Newton iter: 1, lambda:0.294620002567916, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.296752561268484, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.296753345883612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.296753345883718, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.296753345883612"
[1] "Starting iterative with newton 0.296753345883612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111731557852862, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.112930030352593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112930168031951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112930168031953, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112930168031951"
[1] "Starting iterative with newton 0.112930168031951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0995755068278607, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100477837187365, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100477911212913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100477911212913, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100477911212913"
[1] "Starting iterative with newton 0.100477911212913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0987384995883483, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.09962233806634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0996224088203675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099622408820368, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0996224088203675"
[1] "Starting iterative with newton 0.0996224088203675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0986809453512353, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0995635209389354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0995635914724763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0995635914724768, diff to last: 0"
[1] "Final threshold is: 0.00119197087158949"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.335923222297365"
[1] "Newton iter: 1, lambda:0.456132106423134, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.460181436136677, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.460185921817971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460185921823471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.460185921817971"
[1] "Starting iterative with newton 0.460185921817971"
[1] "Starting newton at: 0.250711401933887"
[1] "Newton iter: 1, lambda:0.193911091436326, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.194423197470659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194423239231313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194423239231313, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.194423239231313"
[1] "Starting iterative with newton 0.194423239231313"
[1] "Starting newton at: 0.253855398359905"
[1] "Newton iter: 1, lambda:0.165693586599872, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.166831101215914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.166831291250527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166831291250532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.166831291250532"
[1] "Starting iterative with newton 0.166831291250532"
[1] "Starting newton at: 0.221902963240539"
[1] "Newton iter: 1, lambda:0.163393720768098, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.163891029093877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.16389106509464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163891065094641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16389106509464"
[1] "Starting iterative with newton 0.16389106509464"
[1] "Starting newton at: 0.224464951785895"
[1] "Newton iter: 1, lambda:0.163028959264388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.163576686214095, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.163576729843254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163576729843255, diff to last: 0"
[1] "Final threshold is: 0.00195833330597484"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.708888877864781"
[1] "Newton iter: 1, lambda:0.520805279416081, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.531305180712423, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.531340029527522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531340029910292, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.531340029527522"
[1] "Starting iterative with newton 0.531340029527522"
[1] "Starting newton at: 0.298811710386743"
[1] "Newton iter: 1, lambda:0.213704715648269, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.214946480089044, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.214946745949553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214946745949566, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214946745949566"
[1] "Starting iterative with newton 0.214946745949566"
[1] "Starting newton at: 0.304202317034252"
[1] "Newton iter: 1, lambda:0.177421092731119, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.179930893285276, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.179931883024244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179931883024398, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179931883024398"
[1] "Starting iterative with newton 0.179931883024398"
[1] "Starting newton at: 0.315265466537746"
[1] "Newton iter: 1, lambda:0.172818805101404, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.175950717660885, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.175952242136483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175952242136844, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.175952242136483"
[1] "Starting iterative with newton 0.175952242136483"
[1] "Starting newton at: 0.317084295924301"
[1] "Newton iter: 1, lambda:0.172264191082002, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.175496947452313, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.17549856965369, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175498569654098, diff to last: 0"
[1] "Final threshold is: 0.00210106103987956"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.65785432391676"
[1] "Starting iterative with newton 3.65785432391676"
[1] "Starting newton at: 0.572902006223362"
[1] "Newton iter: 1, lambda:0.565013677571481, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.565034664482597, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565034664631506, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565034664482597"
[1] "Starting iterative with newton 0.565034664482597"
[1] "Starting newton at: 0.341472486687088"
[1] "Newton iter: 1, lambda:0.235874048839848, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.238008810547113, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.238009690109477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238009690109626, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.238009690109477"
[1] "Starting iterative with newton 0.238009690109477"
[1] "Starting newton at: 0.3556852022854"
[1] "Newton iter: 1, lambda:0.19259427384541, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.197195362713875, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.197199058970911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197199058973296, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.197199058970911"
[1] "Starting iterative with newton 0.197199058970911"
[1] "Starting newton at: 0.34872078471343"
[1] "Newton iter: 1, lambda:0.187603687166297, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.192036849393914, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.192040234622209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192040234624183, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192040234622209"
[1] "Starting iterative with newton 0.192040234622209"
[1] "Starting newton at: 0.352957064067036"
[1] "Newton iter: 1, lambda:0.186670597976067, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.1913832862206, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19138710523768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191387105240188, diff to last: 0"
[1] "Final threshold is: 0.00229127787846235"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.48329327534187"
[1] "Starting iterative with newton 2.48329327534187"
[1] "Starting newton at: 0.553587737958587"
[1] "Newton iter: 1, lambda:0.62907691119409, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.631446372000632, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.631448658216289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631448658218416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.631448658216289"
[1] "Starting iterative with newton 0.631448658216289"
[1] "Starting newton at: 0.28623066858703"
[1] "Newton iter: 1, lambda:0.343123074607719, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.344018258635943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.344018479083777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34401847908379, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34401847908379"
[1] "Starting iterative with newton 0.34401847908379"
[1] "Starting newton at: 0.316184613381971"
[1] "Newton iter: 1, lambda:0.293551585616251, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.293680588643641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293680592842347, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.293680592842347"
[1] "Starting iterative with newton 0.293680592842347"
[1] "Starting newton at: 0.312760279255458"
[1] "Newton iter: 1, lambda:0.284548502578243, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.284745637825831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284745647472453, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.284745637825831"
[1] "Starting iterative with newton 0.284745637825831"
[1] "Starting newton at: 0.3136677826706"
[1] "Newton iter: 1, lambda:0.282923034868977, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283156432329873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283156445812294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283156445812294, diff to last: 0"
[1] "Final threshold is: 0.00338993632631629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.34834288515246"
[1] "Starting iterative with newton 2.34834288515246"
[1] "Starting newton at: 0.580321119171983"
[1] "Newton iter: 1, lambda:0.637931512104503, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.639329405814668, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.639330215100601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639330215100872, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639330215100601"
[1] "Starting iterative with newton 0.639330215100601"
[1] "Starting newton at: 0.296475880509104"
[1] "Newton iter: 1, lambda:0.365458622525504, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.366836765018194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.366837311258354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36683731125844, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.366837311258354"
[1] "Starting iterative with newton 0.366837311258354"
[1] "Starting newton at: 0.27500460495606"
[1] "Newton iter: 1, lambda:0.318788813386602, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.319299196553471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.319299265665429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.31929926566543, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.319299265665429"
[1] "Starting iterative with newton 0.319299265665429"
[1] "Starting newton at: 0.276573244142405"
[1] "Newton iter: 1, lambda:0.310557168445787, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.310859848727014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310859872675535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310859872675535, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.310859872675535"
[1] "Starting iterative with newton 0.310859872675535"
[1] "Starting newton at: 0.275588604906329"
[1] "Newton iter: 1, lambda:0.309063558443558, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.309356441627976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309356463991719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309356463991719, diff to last: 0"
[1] "Final threshold is: 0.00370360177412834"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.2299669163628"
[1] "Starting iterative with newton 2.2299669163628"
[1] "Starting newton at: 0.580503402286145"
[1] "Newton iter: 1, lambda:0.646021846314502, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.647877081198011, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.647878541138567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.647878541139471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.647878541138567"
[1] "Starting iterative with newton 0.647878541138567"
[1] "Starting newton at: 0.287068261928978"
[1] "Newton iter: 1, lambda:0.381527130494101, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.384242248464426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.384244470025342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384244470026829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.384244470025342"
[1] "Starting iterative with newton 0.384244470025342"
[1] "Starting newton at: 0.278545763503863"
[1] "Newton iter: 1, lambda:0.334708518820105, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.335592862701964, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.335593080924884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335593080924897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.335593080924884"
[1] "Starting iterative with newton 0.335593080924884"
[1] "Starting newton at: 0.273782053456567"
[1] "Newton iter: 1, lambda:0.32571496785857, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.326459391468876, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326459543790525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326459543790531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326459543790531"
[1] "Starting iterative with newton 0.326459543790531"
[1] "Starting newton at: 0.27041167230865"
[1] "Newton iter: 1, lambda:0.323949759309809, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.324738702252045, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32473887285027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324738872850278, diff to last: 0"
[1] "Final threshold is: 0.00388775928615764"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.7846386511951"
[1] "Starting iterative with newton 1.7846386511951"
[1] "Starting newton at: 0.825996692302563"
[1] "Newton iter: 1, lambda:0.702706431487957, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.709783819670624, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.709808339710789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.709808340004399, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709808340004399"
[1] "Starting iterative with newton 0.709808340004399"
[1] "Starting newton at: 0.534623544732638"
[1] "Newton iter: 1, lambda:0.480914749195404, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.481985446353965, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.481985876528971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48198587652904, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.481985876528971"
[1] "Starting iterative with newton 0.481985876528971"
[1] "Starting newton at: 0.534645703447599"
[1] "Newton iter: 1, lambda:0.427136950087024, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.431112045903083, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.431117588580554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431117588591324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431117588591324"
[1] "Starting iterative with newton 0.431117588591324"
[1] "Starting newton at: 0.531243057837813"
[1] "Newton iter: 1, lambda:0.415046107986398, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.419612493859451, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.419619693086732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419619693104615, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.419619693104615"
[1] "Starting iterative with newton 0.419619693104615"
[1] "Starting newton at: 0.530158687215524"
[1] "Newton iter: 1, lambda:0.412327351958757, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.417005542899644, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.417013071624359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417013071643846, diff to last: 0"
[1] "Final threshold is: 0.00499246187406706"
threshold is:
[{'ad': 0.0, 'da': 0.00011628780843949424, 'dd': 0.0003701154059936758}, {'ad': 0.000168846820649143, 'da': 0.000509238758871382, 'dd': 0.0007585473497000806}, {'ad': 0.0009337209295721927, 'da': 0.0011919708715894923, 'dd': 0.00195833330597484}, {'ad': 0.0021010610398795593, 'da': 0.002291277878462348, 'dd': 0.0033899363263162913}, {'ad': 0.003703601774128343, 'da': 0.0038877592861576446, 'dd': 0.004992461874067057}]
Number of points in noise estimation: 128
Estimated noise: 0.031676707083684655
0.031676707083684655
threshold is:
[{'ad': 0.06883937821381547, 'da': 0.008576442040280047, 'dd': 0.008846202221468813}, {'ad': 0.0034344597715953995, 'da': 0.006078623348482706, 'dd': 0.007691690417037961}, {'ad': 0.0066678908729401465, 'da': 0.007513526946582069, 'dd': 0.009688804342567501}, {'ad': 0.014685052098568518, 'da': 0.01697487431965194, 'dd': 0.024891490680359188}, {'ad': 0.023636419759293037, 'da': 0.02491373504471853, 'dd': 0.0360069957459975}]
['peppers256', 0.075, 3, 0.001511922191231004, 0.0008343880822926477, 0.0008664913138096103, 0.00233031996431162, 0.0007359985768128253, 0.001155342007476096, 0.0013508139460678662, 0.0015119221912310052, 28.20470558562675, 30.786319076394154, 30.622357865374422, 26.32584444126492, 31.331230254490965, 29.372894357085887, 28.694044642721508, 28.204705585626748]
peppers256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0.075, 4, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
Noise_method poisson
stjerten256 0 0
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 0, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 1
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 1, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 2
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 2, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 3
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 3, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 4
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 4, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
baboon256 0 0
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 0, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 1
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 1, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 2
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 2, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 3
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 3, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 4
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 4, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
peppers256 0 0
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0, 0, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
peppers256 0 1
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0, 1, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
peppers256 0 2
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0, 2, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
peppers256 0 3
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0, 3, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
peppers256 0 4
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data:  64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data:  256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data:  1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data:  4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data:  16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0, 4, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]

# Output and process data
import pandas as pd
import numpy as np
noise_methods = ["gaussian","speckle", "poisson"]

for noise_method in noise_methods:
    # Read and process data
    df = pd.read_csv("output/image-de-noising/simulations/img_denoise_result"+noise_method+".csv")
    df = df.iloc[: , 1:]

    df.columns = ["image", "noise", "j", "noisy", "ss", "bayes", "visu", "itses_image_st", "itses_image_ht", "itses_image_st_sd", "itses_image_ht_sd",
                   "noisy_psnr", "ss_psnrs", "bayes_psnr", "visu_psnr",
                  "itses_image_st_psnr", "itses_image_ht_psnr", "itses_image_st_sd_psnr", "itses_image_ht_sd_psnr"] 


    df = df.groupby(["image", "noise"]).mean()
    df = df.reset_index()

   
    df_mse = df.drop(["j", "noisy_psnr", "ss_psnrs", "bayes_psnr", "visu_psnr", "itses_image_ht_sd", "itses_image_st_sd",
              "itses_image_st_psnr", "itses_image_ht_psnr", "itses_image_st_sd_psnr", "itses_image_ht_sd_psnr"], axis = 1)
    
    for column in df_mse.columns[2:]:
        # Rounding method by "Autumn" https://stackoverflow.com/a/58490997 (Date accessed: 02.09.2021)
        df_mse[column] = df_mse[column].apply(lambda x: np.format_float_scientific(x, precision=3, unique=False, trim='k'))

    df_psnr = df.drop(["j", "noisy", "ss", "bayes", "visu", "itses_image_ht_sd", "itses_image_st_sd",
                  "itses_image_st_sd_psnr", "itses_image_ht_sd_psnr", 
                       "itses_image_st", "itses_image_st", "itses_image_ht"], axis = 1)
    
    for column in df_psnr.columns[2:]:
        # Rounding method by "Autumn" https://stackoverflow.com/a/58490997 (Date accessed: 02.09.2021)
        df_psnr[column] = df_psnr[column].apply(lambda x: np.format_float_positional(x, precision=3, unique=False, fractional=False, trim='k'))
        

    df_mse.columns = ["Image", "$\sigma$", "Noisy", "SS", "Bayes", "Visu", "ITSES-ST", "ITSES-HT"]
    df_psnr.columns = ["Image", "$\sigma$", "Noisy", "SS", "Bayes", "Visu", "ITSES-ST", "ITSES-HT"]

    for col in ["Noisy", "SS", "Bayes", "Visu", "ITSES-ST", "ITSES-HT"]:
        df_mse[col] = df_mse[col].astype(str) +"/" + df_psnr[col].astype(str)
    
    for i in range(len(df_psnr.iloc[:,3:])):
        j = np.argmax(df_psnr.iloc[i,3:].to_numpy())
        df_mse.iloc[i, j+3]="\textbf{"+df_mse.iloc[i, j+3]+ "}"
    
    
    print(df_mse.to_latex(index=False)) 

    with open('output\\figures\\denoise-images_'+noise_method+'.tex', 'w') as file:
        file.write(df_mse.to_latex(index=False))

\begin{tabular}{lrllllll}
\toprule
      Image &  \$\textbackslash sigma\$ &          Noisy &                      SS &                   Bayes &           Visu &       ITSES-ST &       ITSES-HT \\
\midrule
  baboon256 &     0.025 & 6.229e-04/32.1 &          9.846e-04/30.1 & \textbackslash textbf\{8.837e-04/30.5\} & 6.703e-03/21.7 & 1.248e-03/29.0 & 1.374e-03/28.6 \\
  baboon256 &     0.050 & 2.490e-03/26.0 &          2.382e-03/26.2 & \textbackslash textbf\{2.236e-03/26.5\} & 8.204e-03/20.9 & 2.881e-03/25.4 & 3.020e-03/25.2 \\
  baboon256 &     0.075 & 5.596e-03/22.5 &          3.920e-03/24.1 & \textbackslash textbf\{3.605e-03/24.4\} & 9.228e-03/20.3 & 4.497e-03/23.5 & 4.702e-03/23.3 \\
 peppers256 &     0.025 & 6.200e-04/32.1 & \textbackslash textbf\{3.302e-04/34.8\} &          3.350e-04/34.7 & 1.918e-03/27.2 & 3.386e-04/34.7 & 4.109e-04/33.9 \\
 peppers256 &     0.050 & 2.451e-03/26.1 & \textbackslash textbf\{8.818e-04/30.5\} &          8.908e-04/30.5 & 3.887e-03/24.1 & 9.493e-04/30.2 & 1.130e-03/29.5 \\
 peppers256 &     0.075 & 5.452e-03/22.6 &          1.871e-03/27.3 & \textbackslash textbf\{1.543e-03/28.1\} & 5.708e-03/22.4 & 1.880e-03/27.3 & 1.916e-03/27.2 \\
stjerten256 &     0.025 & 6.213e-04/32.1 &          2.991e-04/35.2 & \textbackslash textbf\{2.976e-04/35.3\} & 1.353e-03/28.7 & 3.214e-04/34.9 & 3.884e-04/34.1 \\
stjerten256 &     0.050 & 2.438e-03/26.1 &          8.770e-04/30.6 & \textbackslash textbf\{7.237e-04/31.4\} & 2.394e-03/26.2 & 8.600e-04/30.7 & 9.216e-04/30.4 \\
stjerten256 &     0.075 & 5.297e-03/22.8 &          1.183e-03/29.3 & \textbackslash textbf\{1.130e-03/29.5\} & 3.256e-03/24.9 & 1.211e-03/29.2 & 1.376e-03/28.6 \\
\bottomrule
\end{tabular}

\begin{tabular}{lrllllll}
\toprule
      Image &  \$\textbackslash sigma\$ &          Noisy &             SS &                   Bayes &           Visu &                ITSES-ST &       ITSES-HT \\
\midrule
  baboon256 &     0.025 & 1.758e-04/37.6 & 5.409e-04/32.7 & \textbackslash textbf\{4.372e-04/33.6\} & 5.869e-03/22.3 &          7.096e-04/31.5 & 8.054e-04/30.9 \\
  baboon256 &     0.050 & 7.031e-04/31.5 & 1.037e-03/29.8 & \textbackslash textbf\{9.575e-04/30.2\} & 6.815e-03/21.7 &          1.336e-03/28.7 & 1.448e-03/28.4 \\
  baboon256 &     0.075 & 1.582e-03/28.0 & 1.894e-03/27.2 & \textbackslash textbf\{1.626e-03/27.9\} & 7.614e-03/21.2 &          2.218e-03/26.5 & 2.276e-03/26.4 \\
 peppers256 &     0.025 & 1.682e-04/37.7 & 1.221e-04/39.1 &          1.257e-04/39.0 & 7.771e-04/31.1 & \textbackslash textbf\{1.204e-04/39.2\} & 1.562e-04/38.1 \\
 peppers256 &     0.050 & 6.730e-04/31.7 & 4.056e-04/33.9 &          4.276e-04/33.7 & 1.550e-03/28.1 & \textbackslash textbf\{3.754e-04/34.3\} & 5.434e-04/32.6 \\
 peppers256 &     0.075 & 1.513e-03/28.2 & 8.303e-04/30.8 &          8.659e-04/30.6 & 2.333e-03/26.3 & \textbackslash textbf\{7.342e-04/31.3\} & 1.150e-03/29.4 \\
stjerten256 &     0.025 & 1.052e-04/39.8 & 8.663e-05/40.6 &          8.854e-05/40.5 & 4.206e-04/33.8 & \textbackslash textbf\{8.579e-05/40.7\} & 1.075e-04/39.7 \\
stjerten256 &     0.050 & 3.974e-04/34.0 & 2.937e-04/35.3 &          3.125e-04/35.1 & 7.199e-04/31.4 & \textbackslash textbf\{2.856e-04/35.4\} & 3.889e-04/34.1 \\
stjerten256 &     0.075 & 8.492e-04/30.7 & 5.840e-04/32.3 &          6.347e-04/32.0 & 1.018e-03/29.9 & \textbackslash textbf\{5.621e-04/32.5\} & 7.888e-04/31.0 \\
\bottomrule
\end{tabular}

\begin{tabular}{lrllllll}
\toprule
      Image &  \$\textbackslash sigma\$ &          Noisy &             SS &          Bayes &                    Visu &                ITSES-ST &       ITSES-HT \\
\midrule
  baboon256 &         0 & 7.442e-02/11.3 & 7.265e-02/11.4 & 7.319e-02/11.4 & \textbackslash textbf\{6.550e-02/11.8\} &          7.259e-02/11.4 & 7.376e-02/11.3 \\
 peppers256 &         0 & 1.510e-03/28.2 & 8.425e-04/30.7 & 8.864e-04/30.5 &          2.274e-03/26.4 & \textbackslash textbf\{7.490e-04/31.3\} & 1.175e-03/29.3 \\
stjerten256 &         0 & 1.351e-01/8.69 & 1.333e-01/8.75 & 1.338e-01/8.73 & \textbackslash textbf\{1.261e-01/8.99\} &          1.332e-01/8.75 & 1.344e-01/8.71 \\
\bottomrule
\end{tabular}